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Python资源与工具库大全

Python开源工具库资源大全，按应用方向划分并梳理排行，每周自动更新

本资源清单包含690个python相关的开源工具资源，这些热门工具总共分成91个不同的应用领域，目前在github上已经收到3.5M个点赞。所有的工具(github项目)每周会自动从GitHub和工具维护平台采集信息，并更新排行展示。本清单参考best-of模板完成，内容参考了awesome-python，欢迎大家提PR丰富本清单。

Admin Panels 9 projects
Algorithms and Design Patterns 7 projects
ASGI Servers 2 projects
Asynchronous Programming 4 projects
Audio 13 projects
Authentication 9 projects
Build Tools 5 projects
Built-in Classes Enhancement 5 projects
CMS 8 projects
Caching 7 projects
ChatOps Tools 1 projects
Code Analysis 20 projects
Command-line Interface Development 12 projects
Command-line Tools 16 projects
Compatibility 3 projects
Computer Vision 7 projects
Concurrency and Parallelism 5 projects
Configuration 5 projects
Cryptography 4 projects
Data Analysis 6 projects
Data Validation 7 projects
Data Visualization 14 projects
Database 3 projects
Database Drivers 17 projects
Date and Time 10 projects
Debugging Tools 18 projects
Deep Learning 7 projects
DevOps Tools 13 projects
Distributed Computing 7 projects
Distribution 8 projects
Documentation 4 projects
Downloader 5 projects
E-commerce 10 projects
Editor Plugins and IDEs 10 projects
Email 6 projects
Enterprise Application Integrations 1 projects
Environment Management 2 projects
Files 7 projects
Foreign Function Interface 4 projects
Forms 6 projects
Functional Programming 7 projects
GUI Development 16 projects
GraphQL 4 projects
Game Development 9 projects
Geolocation 5 projects
HTML Manipulation 11 projects
HTTP Clients 6 projects
Hardware 7 projects
Image Processing 14 projects
Implementations 13 projects
Interactive Interpreter 4 projects
Internationalization 2 projects
Job Scheduler 11 projects
Logging 5 projects
Machine Learning 9 projects
Microsoft Windows 5 projects
Miscellaneous 6 projects
Natural Language Processing 13 projects
Network Virtualization 3 projects
News Feed 2 projects
ORM 13 projects
Package Management 5 projects
Package Repositories 4 projects
Penetration Testing 3 projects
Permissions 2 projects
Processes 3 projects
Recommender Systems 8 projects
Refactoring 3 projects
RESTful API 13 projects
Robotics 2 projects
RPC Servers 1 projects
Science 21 projects
Search 5 projects
Serialization 4 projects
Serverless Frameworks 2 projects
Shell 1 projects
Specific Formats Processing 17 projects
Static Site Generator 5 projects
Tagging 1 projects
Task Queues 5 projects
Template Engine 3 projects
Testing 30 projects
Text Processing 22 projects
Third-party APIs 7 projects
URL Manipulation 4 projects
Video 3 projects
Web Asset Management 7 projects
Web Content Extracting 9 projects
Web Crawling 8 projects
Web Frameworks 8 projects
WebSocket 3 projects
WSGI Servers 5 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
❗️ Warning (e.g. missing/risky license)
👨‍💻 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

Admin Panels

Libraries for administrative interfaces.

🔗 django-grappelli - A jazzy skin for the Django Admin-Interface.

🔗 django-suit - Alternative Django Admin-Interface (free only for Non-commercial use).

flask-admin (🥇34 · ⭐ 5.6K) - Simple and extensible administrative interface framework for Flask. BSD-3

GitHub (👨‍💻 360 · 🔀 1.5K · 📦 25K · 📋 1.4K - 29% open · ⏱️ 15.10.2023):
```
 git clone https://github.com/flask-admin/flask-admin 
```
PyPi (📥 1.1M / month):
```
 pip install flask-admin 
```

Conda (📥 150K · ⏱️ 16.06.2023):

 conda install -c conda-forge flask-admin

flower (🥈30 · ⭐ 6.1K) - Real-time monitor and web admin for Celery. ❗Unlicensed

GitHub (👨‍💻 210 · 🔀 1K · 📦 18K · 📋 910 - 10% open · ⏱️ 17.12.2023):
```
 git clone https://github.com/mher/flower 
```
PyPi (📥 2.5M / month):
```
 pip install flower 
```
Conda (📥 190K · ⏱️ 16.10.2023):
```
 conda install -c conda-forge flower 
```

django-jet (🥈26 · ⭐ 3.5K · 💀) - Modern responsive template for the Django admin interface.. ❗️AGPL-3.0

GitHub (👨‍💻 29 · 🔀 670 · 📦 3.2K · 📋 350 - 63% open · ⏱️ 21.05.2019):
```
 git clone https://github.com/geex-arts/django-jet 
```
PyPi (📥 15K / month):
```
 pip install django-jet 
```

Conda:

 conda install -c conda-forge django-jet

ajenti (🥉24 · ⭐ 7.4K) - The admin panel your servers deserve. MIT

GitHub (👨‍💻 25 · 🔀 810 · 📦 26 · 📋 1.2K - 0% open · ⏱️ 03.03.2024):
```
 git clone https://github.com/ajenti/ajenti 
```
PyPi (📥 280 / month):
```
 pip install ajenti 
```
Conda:
```
 conda install -c conda-forge ajenti 
```

django-xadmin (🥉23 · ⭐ 4.7K · 💀) - Drop-in replacement of Django admin comes with lots of.. BSD-3

GitHub (👨‍💻 51 · 🔀 1.4K · 📦 800 · 📋 570 - 64% open · ⏱️ 03.04.2019):
```
 git clone https://github.com/sshwsfc/xadmin 
```
PyPi (📥 340 / month):
```
 pip install xadmin 
```
Conda:
```
 conda install -c conda-forge xadmin 
```

wooey (🥉23 · ⭐ 2.1K) - A Django app which creates automatic web UIs for Python scripts. BSD-3

GitHub (👨‍💻 24 · 🔀 180 · 📦 47 · 📋 220 - 23% open · ⏱️ 14.12.2023):
```
 git clone https://github.com/wooey/wooey 
```
PyPi (📥 460 / month):
```
 pip install wooey 
```
Conda:
```
 conda install -c conda-forge wooey 
```

jet-bridge (🥉17 · ⭐ 1.6K) - Admin panel framework for any application with nice UI (ex Jet Django). MIT

GitHub (👨‍💻 4 · 🔀 140 · 📋 21 - 33% open · ⏱️ 05.04.2024):
```
 git clone https://github.com/jet-admin/jet-bridge 
```
PyPi (📥 380 / month):
```
 pip install jet-bridge 
```

Conda:

 conda install -c conda-forge jet-bridge

Algorithms and Design Patterns

Python implementation of data structures, algorithms and design patterns.

TheAlgorithms (🥇31 · ⭐ 180K) - All Algorithms implemented in Python. MIT

GitHub (👨‍💻 1.2K · 🔀 42K · 📦 3 · 📋 1.4K - 2% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/TheAlgorithms/Python 
```
PyPi:
```
 pip install Python 
```
Conda (📥 120M · ⏱️ 20.03.2024):
```
 conda install -c conda-forge Python 
```

transitions (🥈29 · ⭐ 5.3K · 💤) - A lightweight, object-oriented finite state machine.. MIT

GitHub (👨‍💻 76 · 🔀 510 · 📦 3.4K · 📋 450 - 4% open · ⏱️ 20.09.2023):
```
 git clone https://github.com/pytransitions/transitions 
```
PyPi (📥 620K / month):
```
 pip install transitions 
```

Conda (📥 620K · ⏱️ 16.06.2023):

 conda install -c conda-forge transitions

algorithms (🥈25 · ⭐ 24K) - Minimal examples of data structures and algorithms. MIT

GitHub (👨‍💻 200 · 🔀 4.3K · 📦 100 · 📋 160 - 36% open · ⏱️ 05.02.2024):
```
 git clone https://github.com/keon/algorithms 
```
PyPi (📥 1.5K / month):
```
 pip install algorithms 
```

Conda (📥 2K · ⏱️ 16.06.2023):

 conda install -c conda-forge algorithms

python-patterns (🥉19 · ⭐ 39K · 💀) - A collection of design patterns in Python. ❗Unlicensed

GitHub (👨‍💻 130 · 🔀 6.6K · 📦 21 · 📋 85 - 12% open · ⏱️ 27.01.2023):
```
 git clone https://github.com/faif/python-patterns 
```
PyPi (📥 72 / month):
```
 pip install python-patterns 
```

Conda:

 conda install -c conda-forge python-patterns

PyPattyrn (🥉19 · ⭐ 2.2K · 💀) - A simple yet effective library for implementing common design.. MIT

GitHub (👨‍💻 4 · 🔀 140 · 📦 47 · ⏱️ 09.02.2020):
```
 git clone https://github.com/tylerlaberge/PyPattyrn 
```
PyPi (📥 2K / month):
```
 pip install PyPattyrn 
```

Conda:

 conda install -c conda-forge PyPattyrn

python-ds (🥉17 · ⭐ 2.7K) - A collection of data structure and algorithms for coding interviews. MIT

GitHub (👨‍💻 110 · 🔀 580 · 📋 90 - 1% open · ⏱️ 06.04.2024):
```
 git clone https://github.com/prabhupant/python-ds 
```
PyPi (📥 21 / month):
```
 pip install python-ds 
```

Conda:

 conda install -c conda-forge python-ds

sortedcontainers (🥉15 · ⭐ 3.2K) - Fast and pure-Python implementation of sorted.. ❗Unlicensed

GitHub (👨‍💻 24 · 🔀 190 · 📋 180 - 8% open · ⏱️ 01.03.2024):
```
 git clone https://github.com/grantjenks/python-sortedcontainers 
```
PyPi:
```
 pip install python-sortedcontainers 
```

Conda:

 conda install -c conda-forge python-sortedcontainers

ASGI Servers

compatible web servers.

uvicorn (🥇37 · ⭐ 7.8K · 📈) - A lightning-fast ASGI server implementation, using uvloop and.. BSD-3

GitHub (👨‍💻 180 · 🔀 650 · 📦 340K · 📋 680 - 4% open · ⏱️ 20.03.2024):
```
 git clone https://github.com/encode/uvicorn 
```
PyPi (📥 27M / month):
```
 pip install uvicorn 
```
Conda (📥 2.4M · ⏱️ 20.03.2024):
```
 conda install -c conda-forge uvicorn 
```

daphne (🥉28 · ⭐ 2.3K) - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP. BSD-3

GitHub (👨‍💻 70 · 🔀 250 · 📦 27K · 📋 310 - 10% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/django/daphne 
```
PyPi (📥 1.1M / month):
```
 pip install daphne 
```
Conda (📥 180K · ⏱️ 10.04.2024):
```
 conda install -c conda-forge daphne 
```

Asynchronous Programming

Asynchronous I/O, event loop, coroutines and tasks.

🔗 awesome-asyncio ( ⭐ 4.4K · 💀) - A curated list of awesome Python asyncio frameworks, libraries,..

🔗 Twisted - An event-driven networking engine.

uvloop (🥇34 · ⭐ 10K) - Ultra fast asyncio event loop. Apache-2

GitHub (👨‍💻 60 · 🔀 500 · 📥 430 · 📦 120K · 📋 350 - 25% open · ⏱️ 22.10.2023):
```
 git clone https://github.com/MagicStack/uvloop 
```
PyPi (📥 9.5M / month):
```
 pip install uvloop 
```
Conda (📥 700K · ⏱️ 23.10.2023):
```
 conda install -c conda-forge uvloop 
```

trio (🥉33 · ⭐ 5.9K) - A friendly library for async concurrency and I/O. ❗Unlicensed

GitHub (👨‍💻 160 · 🔀 320 · 📦 57K · 📋 780 - 35% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/python-trio/trio 
```
PyPi (📥 12M / month):
```
 pip install trio 
```
Conda (📥 1.5M · ⏱️ 17.03.2024):
```
 conda install -c conda-forge trio 
```

Audio

Libraries for manipulating audio and its metadata.

🔗 mingus - An advanced music theory and notation package with MIDI file and playback support.

pydub (🥇33 · ⭐ 8.3K · 💀) - Manipulate audio with a simple and easy high level interface. MIT

GitHub (👨‍💻 95 · 🔀 980 · 📦 54K · 📋 560 - 51% open · ⏱️ 08.12.2022):
```
 git clone https://github.com/jiaaro/pydub 
```
PyPi (📥 4.5M / month):
```
 pip install pydub 
```
Conda (📥 87K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pydub 
```

beets (🥇30 · ⭐ 12K) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger. MIT

GitHub (👨‍💻 570 · 🔀 1.8K · 📥 9.1K · 📦 370 · 📋 2.7K - 20% open · ⏱️ 24.03.2024):
```
 git clone https://github.com/beetbox/beets 
```
PyPi (📥 7.9K / month):
```
 pip install beets 
```
Conda (📥 770 · ⏱️ 18.06.2023):
```
 conda install -c conda-forge beets 
```

mutagen (🥈27 · ⭐ 1.4K) - A Python module to handle audio metadata. ❗️GPL-2.0

GitHub (👨‍💻 44 · 🔀 150 · 📥 61K · 📦 18K · 📋 510 - 19% open · ⏱️ 28.10.2023):
```
 git clone https://github.com/quodlibet/mutagen 
```
PyPi (📥 1.8M / month):
```
 pip install mutagen 
```
Conda (📥 190K · ⏱️ 03.09.2023):
```
 conda install -c conda-forge mutagen 
```

audioread (🥈26 · ⭐ 480) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding. MIT

GitHub (👨‍💻 24 · 🔀 100 · 📦 20K · 📋 90 - 36% open · ⏱️ 15.12.2023):
```
 git clone https://github.com/beetbox/audioread 
```
PyPi (📥 1.9M / month):
```
 pip install audioread 
```

Conda (📥 750K · ⏱️ 30.09.2023):

 conda install -c conda-forge audioread

pyAudioAnalysis (🥈25 · ⭐ 5.6K) - Audio feature extraction, classification, segmentation and.. Apache-2

GitHub (👨‍💻 28 · 🔀 1.1K · 📦 450 · 📋 300 - 60% open · ⏱️ 22.10.2023):
```
 git clone https://github.com/tyiannak/pyAudioAnalysis 
```
PyPi (📥 12K / month):
```
 pip install pyAudioAnalysis 
```

Conda:

 conda install -c conda-forge pyAudioAnalysis

eyeD3 (🥈25 · ⭐ 530) - A tool for working with audio files, specifically MP3 files containing.. ❗️GPL-3.0

GitHub (👨‍💻 26 · 🔀 57 · 📥 3.3K · 📦 3.2K · 📋 220 - 29% open · ⏱️ 07.01.2024):
```
 git clone https://github.com/nicfit/eyeD3 
```
PyPi (📥 44K / month):
```
 pip install eyeD3 
```
Conda:
```
 conda install -c conda-forge eyeD3 
```

librosa (🥉22 · ⭐ 6.6K) - Python library for audio and music analysis. ISC

GitHub (👨‍💻 120 · 🔀 900 · 📋 1.2K - 4% open · ⏱️ 03.04.2024):
```
 git clone https://github.com/librosa/librosa 
```
PyPi (📥 2.6M / month):
```
 pip install librosa 
```
Conda (📥 730K · ⏱️ 16.08.2023):
```
 conda install -c conda-forge librosa 
```

kapre (🥉21 · ⭐ 910 · 💀) - Keras Audio Preprocessors. MIT

GitHub (👨‍💻 13 · 🔀 140 · 📥 26 · 📦 2.4K · 📋 97 - 15% open · ⏱️ 04.07.2022):
```
 git clone https://github.com/keunwoochoi/kapre 
```
PyPi (📥 1.6K / month):
```
 pip install kapre 
```
Conda:
```
 conda install -c conda-forge kapre 
```

matchering (🥉19 · ⭐ 1.2K) - A library for automated reference audio mastering. ❗️GPL-3.0

GitHub (👨‍💻 3 · 🔀 140 · 📦 36 · 📋 46 - 34% open · ⏱️ 29.01.2024):
```
 git clone https://github.com/sergree/matchering 
```
PyPi (📥 1.6K / month):
```
 pip install matchering 
```

Conda:

 conda install -c conda-forge matchering

dejavu (🥉18 · ⭐ 6.3K · 💀) - Audio fingerprinting and recognition. MIT

GitHub (👨‍💻 23 · 🔀 1.3K · 📦 21 · 📋 240 - 43% open · ⏱️ 03.06.2020):
```
 git clone https://github.com/worldveil/dejavu 
```
PyPi (📥 150 / month):
```
 pip install dejavu 
```
Conda:
```
 conda install -c conda-forge dejavu 
```

tinytag (🥉18 · ⭐ 660) - A library for reading music meta data of MP3, OGG, FLAC and Wave files. MIT

GitHub (👨‍💻 26 · 🔀 97 · 📋 110 - 5% open · ⏱️ 16.03.2024):
```
 git clone https://github.com/devsnd/tinytag 
```
PyPi (📥 23K / month):
```
 pip install tinytag 
```
Conda:
```
 conda install -c conda-forge tinytag 
```

TimeSide (🥉18 · ⭐ 360 · 💀) - Open web audio processing framework. ❗️AGPL-3.0

GitHub (👨‍💻 22 · 🔀 61 · 📦 17 · 📋 220 - 15% open · ⏱️ 01.02.2023):
```
 git clone https://github.com/Parisson/TimeSide 
```
PyPi (📥 69 / month):
```
 pip install TimeSide 
```
Conda:
```
 conda install -c conda-forge TimeSide 
```

Authentication

Libraries for implementing authentications schemes.

oauthlib (🥇37 · ⭐ 2.7K) - A generic and thorough implementation of the OAuth request-signing.. BSD-3

GitHub (👨‍💻 200 · 🔀 470 · 📦 510K · 📋 370 - 21% open · ⏱️ 06.01.2024):
```
 git clone https://github.com/idan/oauthlib 
```
PyPi (📥 100M / month):
```
 pip install oauthlib 
```
Conda (📥 10M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge oauthlib 
```

pyjwt (🥈35 · ⭐ 4.9K) - JSON Web Token implementation in Python. MIT

GitHub (👨‍💻 140 · 🔀 650 · 📦 550K · 📋 430 - 4% open · ⏱️ 22.03.2024):
```
 git clone https://github.com/jpadilla/pyjwt 
```
PyPi (📥 150M / month):
```
 pip install pyjwt 
```
Conda (📥 13M · ⏱️ 02.02.2024):
```
 conda install -c conda-forge pyjwt 
```

authlib (🥈34 · ⭐ 4.2K) - JavaScript Object Signing and Encryption draft implementation. BSD-3

GitHub (👨‍💻 110 · 🔀 410 · 📦 32K · 📋 430 - 18% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/lepture/authlib 
```
PyPi (📥 8.5M / month):
```
 pip install authlib 
```
Conda (📥 130K · ⏱️ 18.12.2023):
```
 conda install -c conda-forge authlib 
```

django-allauth (🥈32 · ⭐ 8.8K) - Authentication app for Django that just works. MIT

GitHub (👨‍💻 690 · 🔀 2.8K · 📦 220K · 📋 2.2K - 3% open · ⏱️ 07.04.2024):
```
 git clone https://github.com/pennersr/django-allauth 
```
PyPi (📥 820K / month):
```
 pip install django-allauth 
```

Conda (📥 110K · ⏱️ 09.02.2024):

 conda install -c conda-forge django-allauth

python-oauth2 (🥉28 · ⭐ 3K · 💀) - A fully tested, abstract interface to creating OAuth clients.. MIT

GitHub (👨‍💻 42 · 🔀 810 · 📦 11K · 📋 130 - 39% open · ⏱️ 12.02.2018):
```
 git clone https://github.com/joestump/python-oauth2 
```
PyPi (📥 78K / month):
```
 pip install python-oauth2 
```

Conda (📥 90K · ⏱️ 16.06.2023):

 conda install -c conda-forge python-oauth2

python-social-auth (🥉27 · ⭐ 2.8K · 💀) - An easy-to-setup social authentication mechanism. BSD-3

GitHub (👨‍💻 280 · 🔀 1K · 📦 6K · 📋 660 - 3% open · ⏱️ 04.02.2017):
```
 git clone https://github.com/omab/python-social-auth 
```
PyPi (📥 42K / month):
```
 pip install python-social-auth 
```

Conda:

 conda install -c conda-forge python-social-auth

django-oauth-toolkit (🥉24 · ⭐ 3K) - OAuth 2 goodies for Django. ❗Unlicensed

GitHub (👨‍💻 250 · 🔀 730 · 📋 820 - 20% open · ⏱️ 04.04.2024):
```
 git clone https://github.com/evonove/django-oauth-toolkit 
```
PyPi (📥 800K / month):
```
 pip install django-oauth-toolkit 
```

Conda (📥 4.6K · ⏱️ 05.07.2023):

 conda install -c conda-forge django-oauth-toolkit

python-jose (🥉17 · ⭐ 1.5K · 💤) - A JOSE implementation in Python. MIT

GitHub (🔀 220 · 📋 150 - 48% open · ⏱️ 03.05.2023):
```
 git clone https://github.com/mpdavis/python-jose/ 
```
Conda:
```
 conda install -c conda-forge 
```

python-jwt (🥉17 · ⭐ 220) - A module for generating and verifying JSON Web Tokens. MIT

GitHub (👨‍💻 5 · 🔀 27 · ⏱️ 13.11.2023):

 git clone https://github.com/davedoesdev/python-jwt

PyPi (📥 210K / month):
```
 pip install python-jwt 
```

Conda:

 conda install -c conda-forge python-jwt

Build Tools

Compile software from source code.

🔗 BitBake - A make-like build tool for embedded Linux.

🔗 buildout - A build system for creating, assembling and deploying applications from multiple parts.

🔗 SCons - A software construction tool.

pybuilder (🥇24 · ⭐ 1.6K) - A continuous build tool written in pure Python. Apache-2

GitHub (👨‍💻 39 · 🔀 240 · 📋 510 - 17% open · ⏱️ 14.02.2024):
```
 git clone https://github.com/pybuilder/pybuilder 
```
PyPi (📥 23K / month):
```
 pip install pybuilder 
```

Conda (📥 65K · ⏱️ 14.02.2024):

 conda install -c conda-forge pybuilder

PlatformIO (🥉20 · ⭐ 7.5K) - A console tool to build code with different development platforms. Apache-2

GitHub (👨‍💻 85 · 🔀 740 · 📦 1 · 📋 4.1K - 4% open · ⏱️ 29.03.2024):
```
 git clone https://github.com/platformio/platformio-core 
```
PyPi:
```
 pip install platformio-core 
```

Conda:

 conda install -c conda-forge platformio-core

Built-in Classes Enhancement

Libraries for enhancing Python built-in classes.

🔗 dataclasses - (Python standard library) Data classes.

attrs (🥇36 · ⭐ 5.1K) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class.. MIT

GitHub (👨‍💻 160 · 🔀 360 · 📦 990K · 📋 700 - 18% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/python-attrs/attrs 
```
PyPi (📥 200M / month):
```
 pip install attrs 
```
Conda (📥 35M · ⏱️ 31.12.2023):
```
 conda install -c conda-forge attrs 
```

bidict (🥈28 · ⭐ 1.4K) - Efficient, Pythonic bidirectional map data structures and related.. MPL-2.0

GitHub (👨‍💻 15 · 🔀 63 · 📥 50 · 📦 24K · 📋 60 - 1% open · ⏱️ 02.04.2024):
```
 git clone https://github.com/jab/bidict 
```
PyPi (📥 2.2M / month):
```
 pip install bidict 
```
Conda (📥 390K · ⏱️ 18.02.2024):
```
 conda install -c conda-forge bidict 
```

DottedDict (🥉18 · ⭐ 170 · 💀) - A library that provides a method of accessing lists and dicts with.. MIT

GitHub (👨‍💻 4 · 🔀 22 · 📥 100 · 📦 99 · 📋 9 - 77% open · ⏱️ 30.10.2015):
```
 git clone https://github.com/carlosescri/DottedDict 
```
PyPi (📥 220 / month):
```
 pip install DottedDict 
```

Conda:

 conda install -c conda-forge DottedDict

Box (🥉14 · ⭐ 2.4K · 💤) - Python dictionaries with advanced dot notation access. MIT

GitHub (🔀 95 · 📥 39 · 📋 160 - 13% open · ⏱️ 26.08.2023):
```
 git clone https://github.com/cdgriffith/Box 
```
PyPi:
```
 pip install Box 
```
Conda:
```
 conda install -c conda-forge Box 
```

CMS

Content Management Systems.

🔗 django-cms - An Open source enterprise CMS based on the Django.

🔗 plone - A CMS built on top of the open source application server Zope.

🔗 wagtail - A Django content management system.

mezzanine (🥇24 · ⭐ 4.7K · 💀) - A powerful, consistent, and flexible content management platform. BSD-2

GitHub (👨‍💻 330 · 🔀 1.6K · 📋 1.1K - 3% open · ⏱️ 02.11.2022):
```
 git clone https://github.com/stephenmcd/mezzanine 
```
PyPi (📥 4.4K / month):
```
 pip install mezzanine 
```

Conda:

 conda install -c conda-forge mezzanine

indico (🥇24 · ⭐ 1.6K) - A feature-rich event management system, made @.. MIT

GitHub (👨‍💻 150 · 🔀 400 · 📥 3K · 📋 3.5K - 19% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/indico/indico 
```
PyPi (📥 1.7K / month):
```
 pip install indico 
```
Conda:
```
 conda install -c conda-forge indico 
```

Kotti (🥉18 · ⭐ 410 · 💀) - A high-level, Pythonic web application framework built on Pyramid. ❗Unlicensed

GitHub (👨‍💻 66 · 🔀 120 · 📦 230 · 📋 210 - 20% open · ⏱️ 03.07.2022):
```
 git clone https://github.com/Kotti/Kotti 
```
PyPi (📥 430 / month):
```
 pip install Kotti 
```
Conda:
```
 conda install -c conda-forge Kotti 
```

feincms (🥉16 · ⭐ 900) - One of the most advanced Content Management Systems built on Django. BSD-3

GitHub (👨‍💻 140 · 🔀 210 · 📋 440 - 6% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/feincms/feincms 
```
PyPi (📥 5.6K / month):
```
 pip install feincms 
```
Conda:
```
 conda install -c conda-forge feincms 
```

quokka (🥉14 · ⭐ 2.2K · 💀) - Flexible, extensible, small CMS powered by Flask and MongoDB. ❗Unlicensed

GitHub (👨‍💻 9 · 🔀 440 · 📋 420 - 15% open · ⏱️ 06.03.2019):
```
 git clone https://github.com/rochacbruno/quokka 
```
PyPi (📥 43 / month):
```
 pip install quokka 
```
Conda:
```
 conda install -c conda-forge quokka 
```

Caching

Libraries for caching data.

🔗 dogpile.cache - dogpile.cache is next generation replacement for Beaker made by same authors.

🔗 HermesCache - Python caching library with tag-based invalidation and dogpile effect prevention.

🔗 python-diskcache - SQLite and file backed cache backend with faster lookups than memcached and redis.

django-cacheops (🥇27 · ⭐ 2K) - A slick ORM cache with automatic granular event-driven.. BSD-3

GitHub (👨‍💻 67 · 🔀 210 · 📦 1.2K · 📋 330 - 4% open · ⏱️ 12.03.2024):
```
 git clone https://github.com/Suor/django-cacheops 
```
PyPi (📥 170K / month):
```
 pip install django-cacheops 
```

Conda:

 conda install -c conda-forge django-cacheops

pylibmc (🥈26 · ⭐ 480) - A Python wrapper around the.. BSD-3

GitHub (👨‍💻 54 · 🔀 120 · 📥 590 · 📦 5K · 📋 190 - 11% open · ⏱️ 11.10.2023):
```
 git clone https://github.com/lericson/pylibmc 
```
PyPi (📥 290K / month):
```
 pip install pylibmc 
```
Conda (📥 220K · ⏱️ 26.09.2023):
```
 conda install -c conda-forge pylibmc 
```

beaker (🥉25 · ⭐ 510) - A WSGI middleware for sessions and caching. ❗Unlicensed

GitHub (👨‍💻 91 · 🔀 140 · 📦 5.2K · 📋 130 - 53% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/bbangert/beaker 
```
PyPi (📥 300K / month):
```
 pip install beaker 
```
Conda (📥 73K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge beaker 
```

django-cache-machine (🥉21 · ⭐ 870 · 💀) - Automatic caching and invalidation for Django models. BSD-3

GitHub (👨‍💻 27 · 🔀 150 · 📦 280 · 📋 75 - 25% open · ⏱️ 20.02.2023):
```
 git clone https://github.com/django-cache-machine/django-cache-machine 
```
PyPi (📥 12K / month):
```
 pip install django-cache-machine 
```

Conda:

 conda install -c conda-forge django-cache-machine

ChatOps Tools

Libraries for chatbot development.

errbot (🥇22 · ⭐ 3.1K) - The easiest and most popular chatbot to implement ChatOps. ❗️GPL-3.0

GitHub (🔀 590 · 📦 320 · 📋 780 - 6% open · ⏱️ 27.01.2024):
```
 git clone https://github.com/errbotio/errbot/ 
```
Conda:
```
 conda install -c conda-forge 
```

Code Analysis

Tools of static analysis, linters and code quality checkers.

🔗 flake8 - A wrapper around pycodestyle, pyflakes and McCabe.

🔗 awesome-flake8-extensions ( ⭐ 1.2K) - A curated awesome list of flake8 extensions. Feel free to..

🔗 pylint - A fully customizable source code analyzer.

🔗 awesome-python-typing ( ⭐ 1.6K) - Collection of awesome Python types, stubs, plugins, and tools to..

🔗 mypy - Check variable types during compile time.

black (🥇37 · ⭐ 37K) - The uncompromising Python code formatter. MIT

GitHub (👨‍💻 440 · 🔀 2.3K · 📥 84K · 📦 480K · 📋 2.6K - 13% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/python/black 
```
PyPi (📥 36M / month):
```
 pip install black 
```
Conda (📥 9.7M · ⏱️ 18.03.2024):
```
 conda install -c conda-forge black 
```

isort (🥇35 · ⭐ 6.3K) - A Python utility / library to sort imports. MIT

GitHub (👨‍💻 290 · 🔀 550 · 📦 460K · 📋 1.3K - 14% open · ⏱️ 15.01.2024):
```
 git clone https://github.com/timothycrosley/isort 
```
PyPi (📥 39M / month):
```
 pip install isort 
```
Conda (📥 5.7M · ⏱️ 14.12.2023):
```
 conda install -c conda-forge isort 
```

yapf (🥈32 · ⭐ 14K) - Yet another Python code formatter from Google. Apache-2

GitHub (👨‍💻 150 · 🔀 870 · 📦 92K · 📋 840 - 44% open · ⏱️ 01.04.2024):
```
 git clone https://github.com/google/yapf 
```
PyPi (📥 5.1M / month):
```
 pip install yapf 
```
Conda (📥 1.7M · ⏱️ 26.07.2023):
```
 conda install -c conda-forge yapf 
```

wemake-python-styleguide (🥈32 · ⭐ 2.4K) - The strictest and most opinionated python linter ever. MIT

GitHub (👨‍💻 180 · 🔀 380 · 📦 16K · 📋 1.1K - 10% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/wemake-services/wemake-python-styleguide 
```
PyPi (📥 190K / month):
```
 pip install wemake-python-styleguide 
```

Conda:

 conda install -c conda-forge wemake-python-styleguide

prospector (🥈30 · ⭐ 1.9K) - A tool to analyse Python code. ❗️GPL-2.0

GitHub (👨‍💻 90 · 🔀 170 · 📦 4.8K · 📋 380 - 15% open · ⏱️ 18.10.2023):
```
 git clone https://github.com/PyCQA/prospector 
```
PyPi (📥 810K / month):
```
 pip install prospector 
```

Conda (📥 100K · ⏱️ 19.10.2023):

 conda install -c conda-forge prospector

vulture (🥈27 · ⭐ 3K) - A tool for finding and analysing dead Python code. MIT

GitHub (👨‍💻 42 · 🔀 130 · 📦 4.4K · 📋 200 - 11% open · ⏱️ 19.03.2024):
```
 git clone https://github.com/jendrikseipp/vulture 
```
PyPi (📥 560K / month):
```
 pip install vulture 
```
Conda (📥 79K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge vulture 
```

pylama (🥉25 · ⭐ 1K · 💀) - A code audit tool for Python and JavaScript. MIT

GitHub (👨‍💻 46 · 🔀 96 · 📦 6.3K · 📋 150 - 37% open · ⏱️ 08.08.2022):
```
 git clone https://github.com/klen/pylama 
```
PyPi (📥 210K / month):
```
 pip install pylama 
```
Conda (📥 94K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pylama 
```

pyre-check (🥉24 · ⭐ 6.7K) - Performant type checking. MIT

GitHub (👨‍💻 260 · 🔀 420 · 📦 21 · 📋 380 - 32% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/facebook/pyre-check 
```
PyPi (📥 82K / month):
```
 pip install pyre-check 
```

Conda:

 conda install -c conda-forge pyre-check

pytype (🥉24 · ⭐ 4.5K) - Pytype checks and infers types for Python code - without.. ❗Unlicensed

GitHub (👨‍💻 100 · 🔀 260 · 📦 3.5K · 📋 690 - 21% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/google/pytype 
```
PyPi (📥 470K / month):
```
 pip install pytype 
```
Conda (📥 190K · ⏱️ 10.02.2024):
```
 conda install -c conda-forge pytype 
```

pycallgraph (🥉22 · ⭐ 1.8K) - A library that visualises the flow (call graph) of your Python.. ❗️GPL-2.0

GitHub (👨‍💻 23 · 🔀 290 · 📦 420 · 📋 160 - 30% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/gak/pycallgraph 
```
PyPi (📥 4.8K / month):
```
 pip install pycallgraph 
```

Conda:

 conda install -c conda-forge pycallgraph

code2flow (🥉20 · ⭐ 3.7K · 💀) - Turn your Python and JavaScript code into DOT flowcharts. MIT

GitHub (👨‍💻 10 · 🔀 270 · 📦 44 · 📋 68 - 33% open · ⏱️ 08.01.2023):
```
 git clone https://github.com/scottrogowski/code2flow 
```
PyPi (📥 7.7K / month):
```
 pip install code2flow 
```

Conda (📥 3.8K · ⏱️ 18.06.2023):

 conda install -c conda-forge code2flow

coala (🥉19 · ⭐ 3.5K · 💀) - Language independent and easily extendable code analysis.. ❗️AGPL-3.0

GitHub (🔀 1.3K · 📥 180 · 📦 13 · 📋 3K - 21% open · ⏱️ 11.06.2021):
```
 git clone https://github.com/coala/coala/ 
```
Conda:
```
 conda install -c conda-forge 
```

MonkeyType (🥉18 · ⭐ 4.5K) - A system for Python that generates static type annotations.. ❗Unlicensed

GitHub (👨‍💻 50 · 🔀 170 · 📋 180 - 23% open · ⏱️ 06.02.2024):
```
 git clone https://github.com/Instagram/MonkeyType 
```
PyPi (📥 210K / month):
```
 pip install MonkeyType 
```

Conda (📥 58K · ⏱️ 16.06.2023):

 conda install -c conda-forge MonkeyType

pyannotate (🥉18 · ⭐ 1.4K · 💀) - Auto-generate PEP-484 annotations. Apache-2

GitHub (👨‍💻 17 · 🔀 56 · 📦 130 · 📋 60 - 45% open · ⏱️ 12.10.2021):
```
 git clone https://github.com/dropbox/pyannotate 
```
PyPi (📥 6.1K / month):
```
 pip install pyannotate 
```

Conda:

 conda install -c conda-forge pyannotate

typeshed (🥉15 · ⭐ 4K) - Collection of library stubs for Python, with static types. ❗Unlicensed

GitHub (👨‍💻 1.4K · 🔀 1.6K · 📋 2.4K - 7% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/python/typeshed 
```
PyPi:
```
 pip install typeshed 
```
Conda:
```
 conda install -c conda-forge typeshed 
```

Command-line Interface Development

Libraries for building command-line applications.

🔗 cement - CLI Application Framework for Python.

🔗 click - A package for creating beautiful command line interfaces in a composable way.

🔗 cliff - A framework for creating command-line programs with multi-level commands.

🔗 docopt - Pythonic command line arguments parser.

🔗 colorama - Cross-platform colored terminal text.

rich (🥇39 · ⭐ 47K) - Python library for rich text and beautiful formatting in the terminal. Also.. MIT

GitHub (👨‍💻 240 · 🔀 1.6K · 📦 190K · 📋 1.2K - 14% open · ⏱️ 29.02.2024):
```
 git clone https://github.com/willmcgugan/rich 
```
PyPi (📥 51M / month):
```
 pip install rich 
```
Conda (📥 6.5M · ⏱️ 28.02.2024):
```
 conda install -c conda-forge rich 
```

tqdm (🥈37 · ⭐ 27K) - Fast, extensible progress bar for loops and CLI. ❗Unlicensed

GitHub (👨‍💻 120 · 🔀 1.3K · 📥 12K · 📦 690K · 📋 970 - 40% open · ⏱️ 10.02.2024):
```
 git clone https://github.com/tqdm/tqdm 
```
PyPi (📥 93M / month):
```
 pip install tqdm 
```
Conda (📥 26M · ⏱️ 10.02.2024):
```
 conda install -c conda-forge tqdm 
```

python-fire (🥈28 · ⭐ 26K) - A library for creating command line interfaces from.. ❗Unlicensed

GitHub (👨‍💻 65 · 🔀 1.4K · 📦 32K · 📋 310 - 38% open · ⏱️ 05.04.2024):
```
 git clone https://github.com/google/python-fire 
```
PyPi (📥 280 / month):
```
 pip install python-fire 
```

Conda:

 conda install -c conda-forge python-fire

asciimatics (🥈28 · ⭐ 3.5K) - A package to create full-screen text UIs (from interactive.. Apache-2

GitHub (👨‍💻 45 · 🔀 240 · 📦 980 · 📋 300 - 7% open · ⏱️ 31.03.2024):
```
 git clone https://github.com/peterbrittain/asciimatics 
```
PyPi (📥 21K / month):
```
 pip install asciimatics 
```

Conda (📥 150K · ⏱️ 25.10.2023):

 conda install -c conda-forge asciimatics

alive-progress (🥉25 · ⭐ 5.1K) - A new kind of Progress Bar, with real-time throughput, eta and.. MIT

GitHub (👨‍💻 7 · 🔀 190 · 📦 3K · 📋 220 - 8% open · ⏱️ 02.12.2023):
```
 git clone https://github.com/rsalmei/alive-progress 
```
PyPi (📥 770K / month):
```
 pip install alive-progress 
```

Conda (📥 52K · ⏱️ 09.11.2023):

 conda install -c conda-forge alive-progress

python-prompt-toolkit (🥉21 · ⭐ 8.9K) - A library for building powerful interactive command.. BSD-3

GitHub (👨‍💻 230 · 🔀 690 · 📋 1.1K - 49% open · ⏱️ 12.02.2024):
```
 git clone https://github.com/jonathanslenders/python-prompt-toolkit 
```
PyPi:
```
 pip install python-prompt-toolkit 
```

Conda:

 conda install -c conda-forge python-prompt-toolkit

bashplotlib (🥉19 · ⭐ 1.8K · 💀) - Making basic plots in the terminal. MIT

GitHub (👨‍💻 20 · 🔀 84 · 📦 180 · 📋 29 - 62% open · ⏱️ 31.03.2021):
```
 git clone https://github.com/glamp/bashplotlib 
```
PyPi (📥 4.4K / month):
```
 pip install bashplotlib 
```

Conda (📥 5K · ⏱️ 16.06.2023):

 conda install -c conda-forge bashplotlib

Command-line Tools

Useful CLI-based tools for productivity.

cookiecutter (🥇34 · ⭐ 22K) - A command-line utility that creates projects from cookiecutters.. BSD-3

GitHub (👨‍💻 320 · 🔀 1.9K · 📦 27K · 📋 850 - 23% open · ⏱️ 05.04.2024):
```
 git clone https://github.com/audreyr/cookiecutter 
```
PyPi (📥 3.8M / month):
```
 pip install cookiecutter 
```

Conda (📥 980K · ⏱️ 22.02.2024):

 conda install -c conda-forge cookiecutter

copier (🥇30 · ⭐ 1.7K) - A library and command-line utility for rendering projects templates. MIT

GitHub (👨‍💻 72 · 🔀 160 · 📦 910 · 📋 450 - 12% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/pykong/copier 
```
PyPi (📥 190K / month):
```
 pip install copier 
```
Conda (📥 17K · ⏱️ 05.04.2024):
```
 conda install -c conda-forge copier 
```

thefuck (🥈29 · ⭐ 83K) - Correcting your previous console command. MIT

GitHub (👨‍💻 200 · 🔀 3.3K · 📦 500 · 📋 710 - 34% open · ⏱️ 25.01.2024):
```
 git clone https://github.com/nvbn/thefuck 
```
PyPi (📥 7.4K / month):
```
 pip install thefuck 
```
Conda:
```
 conda install -c conda-forge thefuck 
```

tmuxp (🥈28 · ⭐ 3.9K) - A [tmux](https://github.com/tmux/tmux) session manager. MIT

GitHub (👨‍💻 74 · 🔀 230 · 📦 300 · 📋 350 - 24% open · ⏱️ 07.04.2024):
```
 git clone https://github.com/tony/tmuxp 
```
PyPi (📥 25K / month):
```
 pip install tmuxp 
```
Conda:
```
 conda install -c conda-forge tmuxp 
```

httpie (🥈27 · ⭐ 32K · 📉) - A command line HTTP client, a user-friendly cURL replacement. BSD-3

GitHub (👨‍💻 170 · 🔀 3.6K · 📥 7.8K · 📦 1 · 📋 850 - 19% open · ⏱️ 18.03.2024):
```
 git clone https://github.com/jakubroztocil/httpie 
```
PyPi (📥 400K / month):
```
 pip install httpie 
```
Conda (📥 120K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge httpie 
```

pgcli (🥈27 · ⭐ 12K) - PostgreSQL CLI with autocompletion and syntax highlighting. BSD-3

GitHub (👨‍💻 180 · 🔀 530 · 📦 1.4K · 📋 690 - 19% open · ⏱️ 26.03.2024):
```
 git clone https://github.com/dbcli/pgcli 
```
PyPi (📥 110K / month):
```
 pip install pgcli 
```
Conda (📥 160K · ⏱️ 12.01.2024):
```
 conda install -c conda-forge pgcli 
```

mycli (🥈25 · ⭐ 11K) - MySQL CLI with autocompletion and syntax highlighting. ❗Unlicensed

GitHub (👨‍💻 110 · 🔀 640 · 📦 350 · 📋 650 - 30% open · ⏱️ 03.04.2024):
```
 git clone https://github.com/dbcli/mycli 
```
PyPi (📥 43K / month):
```
 pip install mycli 
```
Conda (📥 72K · ⏱️ 08.04.2024):
```
 conda install -c conda-forge mycli 
```

iredis (🥉24 · ⭐ 2.5K) - Redis CLI with autocompletion and syntax highlighting. BSD-3

GitHub (👨‍💻 31 · 🔀 100 · 📥 12K · 📦 19 · 📋 220 - 24% open · ⏱️ 16.02.2024):
```
 git clone https://github.com/laixintao/iredis 
```
PyPi (📥 2.8K / month):
```
 pip install iredis 
```
Conda (📥 1.1K · ⏱️ 18.06.2023):
```
 conda install -c conda-forge iredis 
```

howdoi (🥉23 · ⭐ 10K) - Instant coding answers via the command line. MIT

GitHub (👨‍💻 84 · 🔀 850 · 📦 490 · 📋 260 - 5% open · ⏱️ 06.01.2024):
```
 git clone https://github.com/gleitz/howdoi 
```
PyPi (📥 1.2K / month):
```
 pip install howdoi 
```
Conda:
```
 conda install -c conda-forge howdoi 
```

PathPicker (🥉21 · ⭐ 5.1K) - Select files out of bash output. MIT

GitHub (👨‍💻 80 · 🔀 280 · 📥 45K · 📦 3 · 📋 170 - 12% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/facebook/PathPicker 
```
PyPi:
```
 pip install PathPicker 
```

Conda:

 conda install -c conda-forge PathPicker

litecli (🥉21 · ⭐ 2K) - SQLite CLI with autocompletion and syntax highlighting. BSD-3

GitHub (👨‍💻 28 · 🔀 64 · 📦 320 · 📋 100 - 33% open · ⏱️ 23.03.2024):
```
 git clone https://github.com/dbcli/litecli 
```
PyPi (📥 14K / month):
```
 pip install litecli 
```
Conda (📥 160 · ⏱️ 05.12.2023):
```
 conda install -c conda-forge litecli 
```

saws (🥉19 · ⭐ 5.2K · 💀) - A Supercharged [aws-cli](https://github.com/aws/aws-cli). ❗Unlicensed

GitHub (👨‍💻 8 · 🔀 280 · 📦 41 · 📋 94 - 34% open · ⏱️ 15.01.2022):
```
 git clone https://github.com/donnemartin/saws 
```
PyPi (📥 83 / month):
```
 pip install saws 
```
Conda (📥 25K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge saws 
```

kube-shell (🥉18 · ⭐ 2.4K · 💀) - An integrated shell for working with the Kubernetes CLI. Apache-2

GitHub (👨‍💻 6 · 🔀 170 · 📥 730 · 📦 16 · 📋 70 - 82% open · ⏱️ 19.09.2018):
```
 git clone https://github.com/cloudnativelabs/kube-shell 
```
PyPi (📥 300 / month):
```
 pip install kube-shell 
```

Conda:

 conda install -c conda-forge kube-shell

doitlive (🥉17 · ⭐ 3.4K) - A tool for live presentations in the terminal. MIT

GitHub (👨‍💻 21 · 🔀 97 · 📦 20 · 📋 49 - 20% open · ⏱️ 02.04.2024):
```
 git clone https://github.com/sloria/doitlive 
```
PyPi (📥 160 / month):
```
 pip install doitlive 
```
Conda:
```
 conda install -c conda-forge doitlive 
```

percol (🥉17 · ⭐ 3.3K · 💀) - Adds flavor of interactive selection to the traditional pipe.. ❗Unlicensed

GitHub (👨‍💻 36 · 🔀 140 · 📦 34 · 📋 65 - 55% open · ⏱️ 23.07.2019):
```
 git clone https://github.com/mooz/percol 
```
PyPi (📥 680 / month):
```
 pip install percol 
```
Conda:
```
 conda install -c conda-forge percol 
```

try (🥉12 · ⭐ 700 · 💀) - A dead simple CLI to try out python packages - it's never been easier. MIT

GitHub (👨‍💻 4 · 🔀 36 · 📦 6 · 📋 14 - 28% open · ⏱️ 15.05.2022):
```
 git clone https://github.com/timofurrer/try 
```
PyPi:
```
 pip install try 
```
Conda:
```
 conda install -c conda-forge try 
```

Compatibility

Libraries for migrating from Python 2 to 3.

🔗 python-future - The missing compatibility layer between Python 2 and Python 3.

🔗 six - Python 2 and 3 compatibility utilities.

modernize (🥇18 · ⭐ 350 · 💀) - Modernizes Python code for eventual Python 3 migration. ❗Unlicensed

GitHub (👨‍💻 32 · 🔀 48 · 📋 130 - 35% open · ⏱️ 11.01.2021):
```
 git clone https://github.com/PyCQA/modernize 
```
PyPi (📥 61K / month):
```
 pip install modernize 
```

Conda (📥 31K · ⏱️ 16.06.2023):

 conda install -c conda-forge modernize

Computer Vision

Libraries for Computer Vision.

🔗 OpenCV - Open Source Computer Vision Library.

EasyOCR (🥇32 · ⭐ 22K · 💤) - Ready-to-use OCR with 40+ languages supported. Apache-2

GitHub (👨‍💻 130 · 🔀 2.9K · 📥 10M · 📦 5.8K · 📋 940 - 37% open · ⏱️ 04.09.2023):
```
 git clone https://github.com/JaidedAI/EasyOCR 
```
PyPi (📥 240K / month):
```
 pip install EasyOCR 
```
Conda (📥 11K · ⏱️ 05.09.2023):
```
 conda install -c conda-forge EasyOCR 
```

tesserocr (🥈29 · ⭐ 1.9K) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr`.. MIT

GitHub (👨‍💻 30 · 🔀 250 · 📥 160 · 📦 960 · 📋 270 - 17% open · ⏱️ 28.03.2024):
```
 git clone https://github.com/sirfz/tesserocr 
```
PyPi (📥 61K / month):
```
 pip install tesserocr 
```

Conda (📥 130K · ⏱️ 16.06.2023):

 conda install -c conda-forge tesserocr

Face Recognition (🥈28 · ⭐ 52K · 💀) - Simple facial recognition library. MIT

GitHub (👨‍💻 54 · 🔀 13K · 📥 1.2K · 📦 21 · 📋 1.3K - 55% open · ⏱️ 10.06.2022):
```
 git clone https://github.com/ageitgey/face_recognition 
```
PyPi (📥 200K / month):
```
 pip install face_recognition 
```

Conda (📥 20K · ⏱️ 16.06.2023):

 conda install -c conda-forge face_recognition

pytesseract (🥉24 · ⭐ 5.5K) - A wrapper for [Google Tesseract.. Apache-2

GitHub (👨‍💻 46 · 🔀 680 · 📋 350 - 2% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/madmaze/pytesseract 
```
PyPi (📥 2.3M / month):
```
 pip install pytesseract 
```

Conda (📥 600K · ⏱️ 15.10.2023):

 conda install -c conda-forge pytesseract

Kornia (🥉23 · ⭐ 9.3K) - Open Source Differentiable Computer Vision Library for PyTorch. Apache-2

GitHub (🔀 900 · 📥 1K · 📦 9.2K · 📋 880 - 28% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/kornia/kornia/ 
```
Conda:
```
 conda install -c conda-forge 
```

SimpleCV (🥉18 · ⭐ 2.7K · 💀) - An open source framework for building computer vision applications. BSD-3

GitHub (👨‍💻 100 · 🔀 760 · 📋 330 - 22% open · ⏱️ 07.04.2015):
```
 git clone https://github.com/sightmachine/SimpleCV 
```
PyPi (📥 930 / month):
```
 pip install SimpleCV 
```
Conda:
```
 conda install -c conda-forge SimpleCV 
```

Concurrency and Parallelism

Libraries for concurrent and parallel execution.

🔗 concurrent.futures - (Python standard library) A high-level interface for asynchronously executing..

🔗 eventlet - Asynchronous framework with WSGI support.

🔗 gevent - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-..

🔗 multiprocessing - (Python standard library) Process-based parallelism.

scoop (🥇19 · ⭐ 620 · 💀) - Scalable Concurrent Operations in Python. ❗️LGPL-3.0

GitHub (👨‍💻 25 · 🔀 85 · 📦 410 · 📋 75 - 44% open · ⏱️ 14.08.2022):
```
 git clone https://github.com/soravux/scoop 
```
PyPi (📥 2.9K / month):
```
 pip install scoop 
```
Conda:
```
 conda install -c conda-forge scoop 
```

Configuration

Libraries for storing and parsing configuration options.

🔗 configparser - (Python standard library) INI file parser.

🔗 profig - Config from multiple formats with value conversion.

python-decouple (🥇31 · ⭐ 2.7K) - Strict separation of settings from code. MIT

GitHub (👨‍💻 36 · 🔀 190 · 📥 12 · 📦 130K · 📋 94 - 4% open · ⏱️ 01.01.2024):
```
 git clone https://github.com/henriquebastos/python-decouple 
```
PyPi (📥 3.3M / month):
```
 pip install python-decouple 
```

Conda (📥 80K · ⏱️ 16.06.2023):

 conda install -c conda-forge python-decouple

hydra (🥉28 · ⭐ 8.1K) - Hydra is a framework for elegantly configuring complex applications. MIT

GitHub (👨‍💻 120 · 🔀 590 · 📦 22K · 📋 1.3K - 17% open · ⏱️ 03.04.2024):
```
 git clone https://github.com/facebookresearch/hydra 
```
PyPi (📥 9.9K / month):
```
 pip install hydra 
```
Conda (📥 18K · ⏱️ 05.02.2024):
```
 conda install -c conda-forge hydra 
```

configobj (🥉25 · ⭐ 310 · 💀) - INI file parser with validation. ❗Unlicensed

GitHub (👨‍💻 8 · 🔀 73 · 📥 540 · 📦 35K · 📋 150 - 37% open · ⏱️ 18.01.2023):
```
 git clone https://github.com/DiffSK/configobj 
```
PyPi (📥 3.2M / month):
```
 pip install configobj 
```

Conda (📥 780K · ⏱️ 16.06.2023):

 conda install -c conda-forge configobj

Cryptography

Libraries for Cryptography.

🔗 cryptography - A package designed to expose cryptographic primitives and recipes to Python developers.

🔗 passlib - Secure password storage/hashing library, very high level.

paramiko (🥇33 · ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1

GitHub (👨‍💻 190 · 🔀 1.9K · 📦 93K · 📋 1.6K - 50% open · ⏱️ 11.02.2024):
```
 git clone https://github.com/paramiko/paramiko 
```
PyPi (📥 54M / month):
```
 pip install paramiko 
```
Conda (📥 4.4M · ⏱️ 19.12.2023):
```
 conda install -c conda-forge paramiko 
```

pynacl (🥉22 · ⭐ 1K) - Python binding to the Networking and Cryptography (NaCl) library. Apache-2

GitHub (👨‍💻 67 · 🔀 210 · 📋 300 - 14% open · ⏱️ 23.02.2024):
```
 git clone https://github.com/pyca/pynacl 
```
PyPi (📥 68M / month):
```
 pip install pynacl 
```
Conda (📥 5.7M · ⏱️ 24.09.2023):
```
 conda install -c conda-forge pynacl 
```

Data Analysis

Libraries for data analyzing.

🔗 Orange - Data mining, data visualization, analysis and machine learning through visual programming or..

🔗 Pandas - A library providing high-performance, easy-to-use data structures and data analysis tools.

Blaze (🥇28 · ⭐ 3.2K · 💀) - NumPy and Pandas interface to Big Data. BSD-3

GitHub (👨‍💻 67 · 🔀 360 · 📦 9.2K · 📋 750 - 33% open · ⏱️ 15.08.2019):
```
 git clone https://github.com/blaze/blaze 
```
PyPi (📥 42K / month):
```
 pip install blaze 
```
Conda (📥 200K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge blaze 
```

AWS Data Wrangler (🥈25 · ⭐ 3.8K) - Pandas on AWS. Apache-2

GitHub (👨‍💻 150 · 🔀 650 · 📥 230K · 📦 1.5K · 📋 1.1K - 2% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/awslabs/aws-data-wrangler 
```
PyPi:
```
 pip install aws-data-wrangler 
```

Conda:

 conda install -c conda-forge aws-data-wrangler

Open Mining (🥉20 · ⭐ 1.3K · 💀) - Business Intelligence (BI) in Pandas interface. MIT

GitHub (👨‍💻 14 · 🔀 230 · 📦 20 · 📋 180 - 36% open · ⏱️ 02.12.2016):
```
 git clone https://github.com/mining/mining 
```
PyPi (📥 46 / month):
```
 pip install mining 
```
Conda:
```
 conda install -c conda-forge mining 
```

Optimus (🥉18 · ⭐ 1.4K · 💤) - Agile Data Science Workflows made easy with PySpark. Apache-2

GitHub (👨‍💻 24 · 🔀 230 · 📋 220 - 4% open · ⏱️ 19.05.2023):
```
 git clone https://github.com/ironmussa/Optimus 
```
PyPi (📥 5.8K / month):
```
 pip install Optimus 
```
Conda:
```
 conda install -c conda-forge Optimus 
```

Data Validation

Libraries for validating data. Used for forms in many cases.

🔗 colander - Validating and deserializing data obtained via XML, JSON, an HTML form post.

jsonschema (🥇34 · ⭐ 4.4K) - An implementation of [JSON Schema](http://json-schema.org/) for Python. MIT

GitHub (👨‍💻 110 · 🔀 560 · 📥 210 · 📦 540K · 📋 820 - 3% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/Julian/jsonschema 
```
PyPi (📥 120M / month):
```
 pip install jsonschema 
```

Conda (📥 27M · ⏱️ 19.01.2024):

 conda install -c conda-forge jsonschema

schema (🥈32 · ⭐ 2.8K) - A library for validating Python data structures. MIT

GitHub (👨‍💻 67 · 🔀 200 · 📦 8.7K · 📋 160 - 50% open · ⏱️ 26.03.2024):
```
 git clone https://github.com/keleshev/schema 
```
PyPi (📥 17M / month):
```
 pip install schema 
```
Conda (📥 150K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge schema 
```

voluptuous (🥈31 · ⭐ 1.8K) - A Python data validation library. BSD-3

GitHub (👨‍💻 96 · 🔀 210 · 📦 16K · 📋 250 - 15% open · ⏱️ 02.02.2024):
```
 git clone https://github.com/alecthomas/voluptuous 
```
PyPi (📥 2.9M / month):
```
 pip install voluptuous 
```

Conda (📥 350K · ⏱️ 03.02.2024):

 conda install -c conda-forge voluptuous

Cerberus (🥉30 · ⭐ 3.1K) - A lightweight and extensible data validation library. ISC

GitHub (👨‍💻 66 · 🔀 230 · 📦 16K · 📋 350 - 4% open · ⏱️ 23.10.2023):
```
 git clone https://github.com/pyeve/cerberus 
```
PyPi (📥 4.3M / month):
```
 pip install cerberus 
```
Conda (📥 370K · ⏱️ 06.10.2023):
```
 conda install -c conda-forge cerberus 
```

Schematics (🥉24 · ⭐ 2.6K · 💀) - Data Structure Validation. ❗Unlicensed

GitHub (👨‍💻 120 · 🔀 260 · 📦 1.6K · 📋 330 - 27% open · ⏱️ 17.08.2021):
```
 git clone https://github.com/schematics/schematics 
```
PyPi (📥 290K / month):
```
 pip install schematics 
```

Conda (📥 26K · ⏱️ 16.06.2023):

 conda install -c conda-forge schematics

valideer (🥉17 · ⭐ 260 · 💀) - Lightweight extensible data validation and adaptation library. MIT

GitHub (👨‍💻 9 · 🔀 23 · 📦 70 · 📋 15 - 26% open · ⏱️ 05.01.2023):
```
 git clone https://github.com/podio/valideer 
```
PyPi (📥 6.3K / month):
```
 pip install valideer 
```
Conda (📥 21K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge valideer 
```

Data Visualization

Libraries for visualizing data.

🔗 Dash - Built on top of Flask, React and Plotly aimed at analytical web applications.

🔗 awesome-dash ( ⭐ 2K · 💀) - A curated list of awesome Dash (plotly) resources.

🔗 Matplotlib - A Python 2D plotting library.

🔗 Pygal - A Python SVG Charts Creator.

🔗 PyGraphviz - Python interface to Graphviz.

🔗 PyQtGraph - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.

Seaborn (🥇39 · ⭐ 12K · 📈) - Statistical data visualization using Matplotlib. BSD-3

GitHub (👨‍💻 210 · 🔀 1.8K · 📥 380 · 📦 390K · 📋 2.5K - 5% open · ⏱️ 30.03.2024):
```
 git clone https://github.com/mwaskom/seaborn 
```
PyPi (📥 18M / month):
```
 pip install seaborn 
```
Conda (📥 8.4M · ⏱️ 27.01.2024):
```
 conda install -c conda-forge seaborn 
```

Altair (🥈34 · ⭐ 8.9K) - Declarative statistical visualization library for Python. BSD-3

GitHub (👨‍💻 160 · 🔀 730 · 📥 120 · 📦 120K · 📋 1.9K - 8% open · ⏱️ 30.03.2024):
```
 git clone https://github.com/altair-viz/altair 
```
PyPi (📥 23M / month):
```
 pip install altair 
```
Conda (📥 2.2M · ⏱️ 30.03.2024):
```
 conda install -c conda-forge altair 
```

Bokeh (🥈33 · ⭐ 19K) - Interactive Web Plotting for Python. BSD-3

GitHub (👨‍💻 690 · 🔀 4.1K · 📦 86K · 📋 7.6K - 9% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/bokeh/bokeh 
```
PyPi (📥 5.1M / month):
```
 pip install bokeh 
```
Conda (📥 14M · ⏱️ 15.03.2024):
```
 conda install -c conda-forge bokeh 
```

diagrams (🥉30 · ⭐ 35K) - Diagram as Code. MIT

GitHub (👨‍💻 140 · 🔀 2.2K · 📦 1.4K · 📋 480 - 60% open · ⏱️ 05.01.2024):
```
 git clone https://github.com/mingrammer/diagrams 
```
PyPi (📥 150K / month):
```
 pip install diagrams 
```
Conda (📥 180K · ⏱️ 30.10.2023):
```
 conda install -c conda-forge diagrams 
```

plotnine (🥉29 · ⭐ 3.8K) - A grammar of graphics for Python based on ggplot2. MIT

GitHub (👨‍💻 110 · 🔀 200 · 📦 7.3K · 📋 620 - 11% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/has2k1/plotnine 
```
PyPi (📥 2.9M / month):
```
 pip install plotnine 
```
Conda (📥 350K · ⏱️ 03.04.2024):
```
 conda install -c conda-forge plotnine 
```

bqplot (🥉28 · ⭐ 3.5K) - Interactive Plotting Library for the Jupyter Notebook. Apache-2

GitHub (👨‍💻 64 · 🔀 450 · 📦 55 · 📋 590 - 37% open · ⏱️ 25.03.2024):
```
 git clone https://github.com/bloomberg/bqplot 
```
PyPi (📥 120K / month):
```
 pip install bqplot 
```
Conda (📥 1.3M · ⏱️ 19.02.2024):
```
 conda install -c conda-forge bqplot 
```

Cartopy (🥉28 · ⭐ 1.3K) - A cartographic python library with matplotlib support. BSD-3

GitHub (👨‍💻 120 · 🔀 350 · 📦 4.7K · 📋 1.2K - 22% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/SciTools/cartopy 
```
PyPi (📥 220K / month):
```
 pip install cartopy 
```
Conda (📥 3.5M · ⏱️ 11.04.2024):
```
 conda install -c conda-forge cartopy 
```

VisPy (🥉26 · ⭐ 3.2K) - High-performance scientific visualization based on OpenGL. ❗Unlicensed

GitHub (👨‍💻 190 · 🔀 610 · 📦 1.5K · 📋 1.4K - 21% open · ⏱️ 21.03.2024):
```
 git clone https://github.com/vispy/vispy 
```
PyPi (📥 89K / month):
```
 pip install vispy 
```
Conda (📥 460K · ⏱️ 15.03.2024):
```
 conda install -c conda-forge vispy 
```

Database

Databases implemented in Python.

tinydb (🥇30 · ⭐ 6.5K · 💤) - A tiny, document-oriented database. MIT

GitHub (👨‍💻 82 · 🔀 500 · 📦 13K · 📋 310 - 5% open · ⏱️ 24.07.2023):
```
 git clone https://github.com/msiemens/tinydb 
```
PyPi (📥 580K / month):
```
 pip install tinydb 
```
Conda (📥 380K · ⏱️ 12.06.2023):
```
 conda install -c conda-forge tinydb 
```

ZODB (🥉24 · ⭐ 660) - A native object database for Python. A key-value and object graph.. ❗Unlicensed

GitHub (👨‍💻 120 · 🔀 88 · 📦 1.3K · 📋 160 - 38% open · ⏱️ 30.03.2024):
```
 git clone https://github.com/zopefoundation/ZODB 
```
PyPi (📥 91K / month):
```
 pip install ZODB 
```
Conda (📥 60K · ⏱️ 30.03.2024):
```
 conda install -c conda-forge ZODB 
```

pickleDB (🥉20 · ⭐ 860 · 💤) - A simple and lightweight key-value store for Python. BSD-3

GitHub (👨‍💻 15 · 🔀 120 · 📦 1.7K · 📋 60 - 30% open · ⏱️ 19.04.2023):
```
 git clone https://github.com/patx/pickledb 
```
PyPi (📥 23K / month):
```
 pip install pickledb 
```
Conda (📥 4.2K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pickledb 
```

Database Drivers

Libraries for connecting and operating databases.

🔗 awesome-postgres ( ⭐ 9.5K) - A curated list of awesome PostgreSQL software, libraries, tools and..

🔗 psycopg2 - The most popular PostgreSQL adapter for Python.

🔗 awesome-sqlite ( ⭐ 280) - A collection of awesome sqlite tools, scripts, books, etc.

🔗 sqlite3 - (Python standard library) SQlite interface compliant with DB-API 2.0.

🔗 pymssql - A simple database interface to Microsoft SQL Server.

🔗 py2neo - A client library and toolkit for working with Neo4j.

kafka-python (🥇35 · ⭐ 5.5K) - The Python client for Apache Kafka. Apache-2

GitHub (👨‍💻 220 · 🔀 1.3K · 📥 1.8K · 📦 25K · 📋 1.5K - 17% open · ⏱️ 08.03.2024):
```
 git clone https://github.com/dpkp/kafka-python 
```
PyPi (📥 12M / month):
```
 pip install kafka-python 
```

Conda (📥 430K · ⏱️ 16.06.2023):

 conda install -c conda-forge kafka-python

motor (🥇34 · ⭐ 2.3K) - The async Python driver for MongoDB. Apache-2

GitHub (👨‍💻 52 · 🔀 200 · 📦 87K · ⏱️ 01.04.2024):
```
 git clone https://github.com/mongodb/motor 
```
PyPi (📥 1.6M / month):
```
 pip install motor 
```
Conda (📥 65K · ⏱️ 26.03.2024):
```
 conda install -c conda-forge motor 
```

PyMySQL (🥈33 · ⭐ 7.5K) - A pure Python MySQL driver compatible to mysql-python. MIT

GitHub (👨‍💻 120 · 🔀 1.4K · 📦 210K · 📋 650 - 2% open · ⏱️ 26.03.2024):
```
 git clone https://github.com/PyMySQL/PyMySQL 
```
PyPi (📥 42M / month):
```
 pip install PyMySQL 
```
Conda (📥 1.3M · ⏱️ 26.06.2023):
```
 conda install -c conda-forge PyMySQL 
```

redis-py (🥈27 · ⭐ 12K · 📉) - The Python client for Redis. MIT

GitHub (👨‍💻 440 · 🔀 2.4K · 📋 1.6K - 11% open · ⏱️ 27.03.2024):
```
 git clone https://github.com/andymccurdy/redis-py 
```
PyPi:
```
 pip install redis-py 
```
Conda (📥 1.2M · ⏱️ 10.03.2024):
```
 conda install -c conda-forge redis-py 
```

clickhouse-driver (🥈26 · ⭐ 1.2K) - Python driver with native interface for ClickHouse. ❗Unlicensed

GitHub (👨‍💻 61 · 🔀 200 · 📦 2.1K · 📋 320 - 15% open · ⏱️ 02.04.2024):
```
 git clone https://github.com/mymarilyn/clickhouse-driver 
```
PyPi (📥 2M / month):
```
 pip install clickhouse-driver 
```

Conda (📥 440K · ⏱️ 20.02.2024):

 conda install -c conda-forge clickhouse-driver

mysqlclient (🥉25 · ⭐ 2.4K) - MySQL connector with Python 3 support ([mysql-.. ❗️GPL-2.0

GitHub (👨‍💻 84 · 🔀 400 · 📥 5.3K · 📦 160K · 📋 340 - 2% open · ⏱️ 08.02.2024):
```
 git clone https://github.com/PyMySQL/mysqlclient-python 
```
PyPi:
```
 pip install mysqlclient-python 
```

Conda:

 conda install -c conda-forge mysqlclient-python

cassandra-driver (🥉25 · ⭐ 1.4K) - The Python Driver for Apache Cassandra. Apache-2

GitHub (👨‍💻 200 · 🔀 470 · 📦 6.6K · ⏱️ 26.03.2024):
```
 git clone https://github.com/datastax/python-driver 
```
PyPi (📥 24 / month):
```
 pip install python-driver 
```

Conda:

 conda install -c conda-forge python-driver

pymongo (🥉21 · ⭐ 4K) - The official Python client for MongoDB. Apache-2

GitHub (👨‍💻 210 · 🔀 1K · ⏱️ 11.04.2024):

 git clone https://github.com/mongodb/mongo-python-driver

PyPi:
```
 pip install mongo-python-driver 
```

Conda:

 conda install -c conda-forge mongo-python-driver

happybase (🥉21 · ⭐ 610) - A developer-friendly library for Apache HBase. ❗Unlicensed

GitHub (👨‍💻 21 · 🔀 160 · 📦 840 · 📋 210 - 11% open · ⏱️ 04.12.2023):
```
 git clone https://github.com/wbolster/happybase 
```
PyPi (📥 52K / month):
```
 pip install happybase 
```

Conda (📥 160K · ⏱️ 16.06.2023):

 conda install -c conda-forge happybase

queries (🥉19 · ⭐ 260 · 💀) - A wrapper of the psycopg2 library for interacting with PostgreSQL. BSD-3

GitHub (👨‍💻 12 · 🔀 33 · 📦 130 · 📋 18 - 22% open · ⏱️ 16.11.2021):
```
 git clone https://github.com/gmr/queries 
```
PyPi (📥 2.7K / month):
```
 pip install queries 
```
Conda:
```
 conda install -c conda-forge queries 
```

SuperSQLite (🥉16 · ⭐ 720 · 💀) - A supercharged SQLite library built on top of.. MIT

GitHub (👨‍💻 2 · 🔀 24 · 📦 10 · 📋 7 - 85% open · ⏱️ 27.08.2019):
```
 git clone https://github.com/plasticityai/supersqlite 
```
PyPi (📥 69 / month):
```
 pip install supersqlite 
```

Conda:

 conda install -c conda-forge supersqlite

Date and Time

Libraries for working with dates and times.

🔗 Arrow - A Python library that offers a sensible and human-friendly approach to creating, manipulating,..

🔗 pytz - World timezone definitions, modern and historical. Brings the [tz..

Pendulum (🥇34 · ⭐ 6K) - Python datetimes made easy. MIT

GitHub (👨‍💻 96 · 🔀 360 · 📥 630 · 📦 27K · 📋 520 - 37% open · ⏱️ 16.12.2023):
```
 git clone https://github.com/sdispater/pendulum 
```
PyPi (📥 29M / month):
```
 pip install pendulum 
```
Conda (📥 940K · ⏱️ 07.01.2024):
```
 conda install -c conda-forge pendulum 
```

maya (🥈28 · ⭐ 3.4K) - Datetimes for Humans. MIT

GitHub (👨‍💻 49 · 🔀 200 · 📦 1.2K · 📋 94 - 20% open · ⏱️ 02.04.2024):
```
 git clone https://github.com/timofurrer/maya 
```
PyPi (📥 91K / month):
```
 pip install maya 
```
Conda (📥 62K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge maya 
```

moment (🥈21 · ⭐ 730 · 💀) - A Python library for dealing with dates/times. Inspired by.. ❗Unlicensed

GitHub (👨‍💻 4 · 🔀 46 · 📦 950 · 📋 41 - 7% open · ⏱️ 27.11.2020):
```
 git clone https://github.com/zachwill/moment 
```
PyPi (📥 120K / month):
```
 pip install moment 
```
Conda (📥 12K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge moment 
```

delorean (🥉20 · ⭐ 1.8K · 💀) - A library for clearing up the inconvenient truths that arise dealing.. MIT

GitHub (🔀 130 · 📦 1.1K · 📋 65 - 43% open · ⏱️ 28.06.2022):
```
 git clone https://github.com/myusuf3/delorean/ 
```
Conda:
```
 conda install -c conda-forge 
```

dateutil (🥉19 · ⭐ 2.2K · 📉) - Extensions to the standard Python.. ❗Unlicensed

GitHub (👨‍💻 130 · 🔀 470 · 📥 35K · 📋 710 - 41% open · ⏱️ 01.03.2024):
```
 git clone https://github.com/dateutil/dateutil 
```
PyPi:
```
 pip install dateutil 
```
Conda:
```
 conda install -c conda-forge dateutil 
```

Chronyk (🥉16 · ⭐ 340 · 💀) - A Python 3 library for parsing human-written times and dates. MIT

GitHub (👨‍💻 3 · 🔀 16 · 📦 31 · 📋 10 - 50% open · ⏱️ 02.08.2015):
```
 git clone https://github.com/KoffeinFlummi/Chronyk 
```
PyPi (📥 480 / month):
```
 pip install Chronyk 
```
Conda:
```
 conda install -c conda-forge Chronyk 
```

PyTime (🥉15 · ⭐ 160 · 💀) - An easy-to-use Python module which aims to operate date/time/datetime.. MIT

GitHub (👨‍💻 7 · 🔀 22 · 📦 40 · ⏱️ 05.11.2022):
```
 git clone https://github.com/shinux/PyTime 
```
PyPi (📥 1K / month):
```
 pip install PyTime 
```
Conda:
```
 conda install -c conda-forge PyTime 
```

when.py (🥉12 · ⭐ 190 · 💀) - Providing user-friendly functions to help perform common date and.. BSD-3

GitHub (👨‍💻 5 · 🔀 19 · 📦 25 · ⏱️ 14.10.2017):
```
 git clone https://github.com/dirn/When.py 
```
PyPi:
```
 pip install When.py 
```
Conda:
```
 conda install -c conda-forge When.py 
```

Debugging Tools

Libraries for debugging code.

py-spy (🥇31 · ⭐ 12K) - A sampling profiler for Python programs. Written in Rust. MIT

GitHub (👨‍💻 38 · 🔀 380 · 📥 17K · 📦 3.8K · 📋 340 - 43% open · ⏱️ 27.02.2024):
```
 git clone https://github.com/benfred/py-spy 
```
PyPi (📥 1.9M / month):
```
 pip install py-spy 
```
Conda (📥 520K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge py-spy 
```

django-debug-toolbar (🥇31 · ⭐ 7.9K) - Display various debug information for Django. BSD-3

GitHub (👨‍💻 280 · 🔀 900 · 📥 210 · 📦 87K · 📋 880 - 8% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/jazzband/django-debug-toolbar 
```
PyPi (📥 2.6M / month):
```
 pip install django-debug-toolbar 
```

Conda (📥 180K · ⏱️ 02.02.2024):

 conda install -c conda-forge django-debug-toolbar

flask-debugtoolbar (🥈29 · ⭐ 920) - A port of the django-debug-toolbar to flask. BSD-3

GitHub (👨‍💻 54 · 🔀 140 · 📦 26K · 📋 120 - 30% open · ⏱️ 20.03.2024):
```
 git clone https://github.com/mgood/flask-debugtoolbar 
```
PyPi (📥 170K / month):
```
 pip install flask-debugtoolbar 
```

Conda (📥 66K · ⏱️ 07.12.2023):

 conda install -c conda-forge flask-debugtoolbar

ipdb (🥈28 · ⭐ 1.8K · 💤) - IPython-enabled [pdb](https://docs.python.org/3/library/pdb.html). BSD-3

GitHub (👨‍💻 58 · 🔀 140 · 📦 55K · 📋 190 - 32% open · ⏱️ 03.08.2023):
```
 git clone https://github.com/gotcha/ipdb 
```
PyPi (📥 3.2M / month):
```
 pip install ipdb 
```
Conda (📥 440K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge ipdb 
```

icecream (🥈27 · ⭐ 8.4K) - Inspect variables, expressions, and program execution with a single,.. MIT

GitHub (👨‍💻 21 · 🔀 180 · 📦 21 · 📋 120 - 42% open · ⏱️ 01.02.2024):
```
 git clone https://github.com/gruns/icecream 
```
PyPi (📥 520K / month):
```
 pip install icecream 
```
Conda (📥 35K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge icecream 
```

pyelftools (🥈26 · ⭐ 1.9K) - Parsing and analyzing ELF files and DWARF debugging.. ❗Unlicensed

GitHub (👨‍💻 100 · 🔀 480 · 📦 7.3K · 📋 250 - 29% open · ⏱️ 05.04.2024):
```
 git clone https://github.com/eliben/pyelftools 
```
PyPi (📥 4.1M / month):
```
 pip install pyelftools 
```

Conda (📥 150K · ⏱️ 14.03.2024):

 conda install -c conda-forge pyelftools

pudb (🥈25 · ⭐ 2.9K) - A full-screen, console-based Python debugger. ❗Unlicensed

GitHub (👨‍💻 95 · 🔀 220 · 📦 6.2K · 📋 320 - 44% open · ⏱️ 21.02.2024):
```
 git clone https://github.com/inducer/pudb 
```
PyPi (📥 240K / month):
```
 pip install pudb 
```
Conda (📥 250K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pudb 
```

line_profiler (🥉23 · ⭐ 3.6K · 💀) - Line-by-line profiling. ❗Unlicensed

GitHub (👨‍💻 14 · 🔀 250 · 📦 870 · 📋 140 - 36% open · ⏱️ 23.04.2019):
```
 git clone https://github.com/rkern/line_profiler 
```
PyPi (📥 470K / month):
```
 pip install line_profiler 
```

Conda (📥 640K · ⏱️ 27.09.2023):

 conda install -c conda-forge line_profiler

pdb++ (🥉23 · ⭐ 1.2K · 💀) - Another drop-in replacement for pdb. BSD-3

GitHub (👨‍💻 41 · 🔀 68 · 📦 5.5K · 📋 200 - 38% open · ⏱️ 14.07.2022):
```
 git clone https://github.com/antocuni/pdb 
```
PyPi:
```
 pip install pdb 
```
Conda:
```
 conda install -c conda-forge pdb 
```

vprof (🥉21 · ⭐ 3.9K · 💀) - Visual Python profiler. BSD-2

GitHub (👨‍💻 17 · 🔀 150 · 📦 120 · 📋 86 - 33% open · ⏱️ 15.07.2022):
```
 git clone https://github.com/nvdv/vprof 
```
PyPi (📥 6.4K / month):
```
 pip install vprof 
```
Conda:
```
 conda install -c conda-forge vprof 
```

django-devserver (🥉21 · ⭐ 1.3K · 💀) - A drop-in replacement for Django's runserver. BSD-3

GitHub (👨‍💻 39 · 🔀 140 · 📦 400 · 📋 67 - 58% open · ⏱️ 05.03.2016):
```
 git clone https://github.com/dcramer/django-devserver 
```
PyPi (📥 4.9K / month):
```
 pip install django-devserver 
```

Conda:

 conda install -c conda-forge django-devserver

wdb (🥉20 · ⭐ 1.6K · 💀) - An improbable web debugger through WebSockets. ❗️GPL-3.0

GitHub (👨‍💻 22 · 🔀 110 · 📦 220 · 📋 110 - 27% open · ⏱️ 16.09.2019):
```
 git clone https://github.com/Kozea/wdb 
```
PyPi (📥 6.6K / month):
```
 pip install wdb 
```
Conda:
```
 conda install -c conda-forge wdb 
```

pyflame (🥉19 · ⭐ 3K · 💀) - A ptracing profiler For Python. Apache-2

GitHub (👨‍💻 22 · 🔀 230 · 📋 77 - 31% open · ⏱️ 03.12.2019):
```
 git clone https://github.com/uber/pyflame 
```
PyPi (📥 9.3K / month):
```
 pip install pyflame 
```
Conda (📥 21K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pyflame 
```

python-hunter (🥉19 · ⭐ 780 · 💤) - A flexible code tracing toolkit. BSD-2

GitHub (👨‍💻 9 · 🔀 45 · 📦 170 · 📋 97 - 44% open · ⏱️ 26.04.2023):
```
 git clone https://github.com/ionelmc/python-hunter 
```
PyPi (📥 250 / month):
```
 pip install python-hunter 
```

Conda:

 conda install -c conda-forge python-hunter

manhole (🥉18 · ⭐ 360) - Debugging UNIX socket connections and present the stacktraces for all.. BSD-2

GitHub (👨‍💻 11 · 🔀 23 · 📦 280 · 📋 22 - 31% open · ⏱️ 18.12.2023):
```
 git clone https://github.com/ionelmc/python-manhole 
```
PyPi (📥 4 / month):
```
 pip install python-manhole 
```

Conda:

 conda install -c conda-forge python-manhole

memory_profiler (🥉16 · ⭐ 89 · 💀) - Monitor Memory usage of Python code. ❗Unlicensed

GitHub (👨‍💻 62 · 🔀 13 · ⏱️ 28.06.2018):

 git clone https://github.com/fabianp/memory_profiler

PyPi (📥 1.5M / month):
```
 pip install memory_profiler 
```

Conda (📥 560K · ⏱️ 16.06.2023):

 conda install -c conda-forge memory_profiler

pyringe (🥉12 · ⭐ 1.6K · 💀) - Debugger capable of attaching to and injecting code into.. ❗Unlicensed

GitHub (🔀 78 · 📦 5 · 📋 24 - 62% open · ⏱️ 10.05.2014):
```
 git clone https://github.com/google/pyringe 
```
PyPi (📥 44 / month):
```
 pip install pyringe 
```
Conda:
```
 conda install -c conda-forge pyringe 
```

lptrace (🥉12 · ⭐ 700 · 💀) - [strace](http://man7.org/linux/man-pages/man1/strace.1.html) for.. ❗️GPL-3.0

GitHub (🔀 39 · 📦 4 · 📋 12 - 41% open · ⏱️ 24.02.2017):
```
 git clone https://github.com/khamidou/lptrace 
```
PyPi (📥 870 / month):
```
 pip install lptrace 
```
Conda:
```
 conda install -c conda-forge lptrace 
```

Deep Learning

Frameworks for Neural Networks and Deep Learning.

tensorflow (🥇45 · ⭐ 180K) - The most popular Deep Learning framework created by Google. Apache-2

GitHub (👨‍💻 4.6K · 🔀 72K · 📦 360K · 📋 39K - 4% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/tensorflow/tensorflow 
```
PyPi (📥 23M / month):
```
 pip install tensorflow 
```

Conda (📥 4.5M · ⏱️ 30.01.2024):

 conda install -c conda-forge tensorflow

pytorch (🥈35 · ⭐ 77K) - Tensors and Dynamic neural networks in Python with strong GPU.. ❗Unlicensed

GitHub (👨‍💻 4.8K · 🔀 20K · 📥 38K · 📦 420K · 📋 41K - 31% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/pytorch/pytorch 
```
PyPi (📥 250K / month):
```
 pip install pytorch 
```
Conda (📥 3M · ⏱️ 02.04.2024):
```
 conda install -c conda-forge pytorch 
```

keras (🥈34 · ⭐ 61K) - A high-level neural networks library and capable of running on top of.. Apache-2

GitHub (👨‍💻 1.3K · 🔀 19K · 📋 12K - 1% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/keras-team/keras 
```
PyPi (📥 18M / month):
```
 pip install keras 
```
Conda (📥 3.4M · ⏱️ 10.04.2024):
```
 conda install -c conda-forge keras 
```

mxnet (🥈34 · ⭐ 21K · 💀) - A deep learning framework designed for both efficiency and.. Apache-2

GitHub (👨‍💻 980 · 🔀 6.5K · 📥 27K · 📦 7.2K · 📋 9.6K - 18% open · ⏱️ 26.01.2023):
```
 git clone https://github.com/dmlc/mxnet 
```
PyPi (📥 570K / month):
```
 pip install mxnet 
```
Conda:
```
 conda install -c conda-forge mxnet 
```

Theano (🥉30 · ⭐ 9.8K) - A library for fast numerical computation. ❗Unlicensed

GitHub (👨‍💻 390 · 🔀 2.4K · 📦 15K · 📋 2.7K - 22% open · ⏱️ 15.01.2024):
```
 git clone https://github.com/Theano/Theano 
```
PyPi (📥 260K / month):
```
 pip install Theano 
```
Conda (📥 2.4M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge Theano 
```

caffe (🥉25 · ⭐ 34K · 💀) - A fast open framework for deep learning.. ❗Unlicensed

GitHub (👨‍💻 310 · 🔀 14K · 📦 21 · 📋 4.8K - 18% open · ⏱️ 13.02.2020):
```
 git clone https://github.com/BVLC/caffe 
```
PyPi:
```
 pip install caffe 
```
Conda (📥 120K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge caffe 
```

SerpentAI (🥉14 · ⭐ 6.7K · 💀) - Game agent framework. Use any video game as a deep learning sandbox. MIT

GitHub (👨‍💻 7 · 🔀 760 · 📥 340 · ⏱️ 22.05.2020):
```
 git clone https://github.com/SerpentAI/SerpentAI 
```
PyPi (📥 25 / month):
```
 pip install SerpentAI 
```

Conda:

 conda install -c conda-forge SerpentAI

DevOps Tools

Software and libraries for DevOps.

🔗 cloudinit - A multi-distribution package that handles early initialization of a cloud instance.

🔗 OpenStack - Open source software for building private and public clouds.

🔗 BorgBackup - A deduplicating archiver with compression and encryption.

🔗 docker-compose - Fast, isolated development environments using Docker.

psutil (🥇38 · ⭐ 9.9K) - A cross-platform process and system utilities module. BSD-3

GitHub (👨‍💻 210 · 🔀 1.3K · 📦 470K · 📋 1.7K - 15% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/giampaolo/psutil 
```
PyPi (📥 100M / month):
```
 pip install psutil 
```
Conda (📥 30M · ⏱️ 08.02.2024):
```
 conda install -c conda-forge psutil 
```

ansible (🥈36 · ⭐ 61K) - A radically simple IT automation platform. ❗️GPL-3.0

GitHub (👨‍💻 6.8K · 🔀 23K · 📦 33K · 📋 32K - 1% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/ansible/ansible 
```
PyPi (📥 5.5M / month):
```
 pip install ansible 
```
Conda (📥 1M · ⏱️ 28.03.2024):
```
 conda install -c conda-forge ansible 
```

saltstack (🥈33 · ⭐ 14K) - Infrastructure automation and management system. Apache-2

GitHub (👨‍💻 3.9K · 🔀 5.3K · 📥 18K · 📦 760 · 📋 26K - 9% open · ⏱️ 05.04.2024):
```
 git clone https://github.com/saltstack/salt 
```
PyPi (📥 45K / month):
```
 pip install salt 
```
Conda (📥 29K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge salt 
```

supervisor (🥈28 · ⭐ 8.2K) - Supervisor process control system for UNIX. ❗Unlicensed

GitHub (👨‍💻 180 · 🔀 1.2K · 📦 10K · 📋 1.2K - 11% open · ⏱️ 02.03.2024):
```
 git clone https://github.com/Supervisor/supervisor 
```
PyPi (📥 1.8M / month):
```
 pip install supervisor 
```

Conda (📥 290K · ⏱️ 23.11.2023):

 conda install -c conda-forge supervisor

fabric (🥉25 · ⭐ 15K) - A simple, Pythonic tool for remote execution and deployment. BSD-2

GitHub (👨‍💻 19 · 🔀 1.7K · 📦 21 · 📋 1.7K - 24% open · ⏱️ 26.01.2024):
```
 git clone https://github.com/fabric/fabric 
```
PyPi (📥 6.6M / month):
```
 pip install fabric 
```
Conda (📥 87K · ⏱️ 31.08.2023):
```
 conda install -c conda-forge fabric 
```

honcho (🥉25 · ⭐ 1.6K · 💀) - A Python clone of [Foreman](https://github.com/ddollar/foreman), for.. MIT

GitHub (👨‍💻 47 · 🔀 140 · 📦 9.4K · 📋 100 - 14% open · ⏱️ 24.10.2022):
```
 git clone https://github.com/nickstenning/honcho 
```
PyPi (📥 300K / month):
```
 pip install honcho 
```
Conda (📥 120 · ⏱️ 08.01.2024):
```
 conda install -c conda-forge honcho 
```

pyinfra (🥉24 · ⭐ 2.6K) - A versatile CLI tools and python libraries to automate infrastructure. MIT

GitHub (👨‍💻 110 · 🔀 320 · 📦 100 · 📋 710 - 21% open · ⏱️ 09.03.2024):
```
 git clone https://github.com/Fizzadar/pyinfra 
```
PyPi (📥 58K / month):
```
 pip install pyinfra 
```
Conda (📥 3.8K · ⏱️ 26.02.2024):
```
 conda install -c conda-forge pyinfra 
```

fabtools (🥉22 · ⭐ 1.3K · 💀) - Tools for writing awesome Fabric files. BSD-2

GitHub (👨‍💻 88 · 🔀 190 · 📦 300 · 📋 140 - 54% open · ⏱️ 16.09.2019):
```
 git clone https://github.com/fabtools/fabtools 
```
PyPi (📥 1.1K / month):
```
 pip install fabtools 
```
Conda:
```
 conda install -c conda-forge fabtools 
```

cuisine (🥉17 · ⭐ 1.3K · 💀) - Chef-like functionality for Fabric. ❗Unlicensed

GitHub (👨‍💻 57 · 🔀 160 · 📦 190 · 📋 110 - 24% open · ⏱️ 06.03.2023):
```
 git clone https://github.com/sebastien/cuisine 
```
PyPi (📥 720 / month):
```
 pip install cuisine 
```
Conda:
```
 conda install -c conda-forge cuisine 
```

Distributed Computing

Frameworks and libraries for Distributed Computing.

🔗 PySpark - Apache Spark Python API.

luigi (🥇33 · ⭐ 17K) - A module that helps you build complex pipelines of batch jobs. Apache-2

GitHub (👨‍💻 620 · 🔀 2.3K · 📦 2.4K · 📋 980 - 10% open · ⏱️ 05.04.2024):
```
 git clone https://github.com/spotify/luigi 
```
PyPi (📥 380K / month):
```
 pip install luigi 
```
Conda (📥 690K · ⏱️ 15.01.2024):
```
 conda install -c conda-forge luigi 
```

dask (🥈32 · ⭐ 12K) - A flexible parallel computing library for analytic computing. BSD-3

GitHub (👨‍💻 600 · 🔀 1.6K · 📦 59K · 📋 5K - 17% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/dask/dask 
```
PyPi (📥 7.2M / month):
```
 pip install dask 
```
Conda (📥 11M · ⏱️ 05.04.2024):
```
 conda install -c conda-forge dask 
```

Ray (🥈26 · ⭐ 31K) - A system for parallel and distributed Python that unifies the machine.. Apache-2

GitHub (🔀 5.1K · 📥 210 · 📦 15K · 📋 17K - 18% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/ray-project/ray/ 
```
Conda:
```
 conda install -c conda-forge 
```

mrjob (🥈26 · ⭐ 2.6K · 💀) - Run MapReduce jobs on Hadoop or Amazon Web Services. ❗Unlicensed

GitHub (👨‍💻 140 · 🔀 570 · 📦 1.4K · 📋 1.3K - 15% open · ⏱️ 16.11.2020):
```
 git clone https://github.com/Yelp/mrjob 
```
PyPi (📥 110K / month):
```
 pip install mrjob 
```
Conda (📥 520K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge mrjob 
```

faust (🥉24 · ⭐ 6.7K · 💀) - A stream processing library, porting the ideas from [Kafka.. ❗Unlicensed

GitHub (👨‍💻 95 · 🔀 530 · 📦 1.9K · 📋 480 - 48% open · ⏱️ 23.02.2023):
```
 git clone https://github.com/robinhood/faust 
```
PyPi (📥 16K / month):
```
 pip install faust 
```
Conda:
```
 conda install -c conda-forge faust 
```

streamparse (🥉23 · ⭐ 1.5K · 💀) - Run Python code against real-time streams of data via.. Apache-2

GitHub (👨‍💻 45 · 🔀 210 · 📦 64 · 📋 330 - 19% open · ⏱️ 18.07.2022):
```
 git clone https://github.com/Parsely/streamparse 
```
PyPi (📥 2K / month):
```
 pip install streamparse 
```

Conda:

 conda install -c conda-forge streamparse

Distribution

Libraries to create packaged executables for release distribution.

🔗 Nuitka - Compile scripts, modules, packages to an executable or extension module.

🔗 py2app - Freezes Python scripts (Mac OS X).

🔗 py2exe - Freezes Python scripts (Windows).

🔗 pynsist - A tool to build Windows installers, installers bundle Python itself.

PyInstaller (🥇34 · ⭐ 11K) - Converts Python programs into stand-alone executables.. ❗Unlicensed

GitHub (👨‍💻 470 · 🔀 1.8K · 📥 740K · 📦 57K · 📋 5.2K - 5% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/pyinstaller/pyinstaller 
```
PyPi (📥 2.2M / month):
```
 pip install pyinstaller 
```

Conda (📥 540K · ⏱️ 10.03.2024):

 conda install -c conda-forge pyinstaller

pyarmor (🥈28 · ⭐ 2.9K) - A tool used to obfuscate python scripts, bind obfuscated scripts.. ❗Unlicensed

GitHub (👨‍💻 33 · 🔀 260 · 📦 1.2K · 📋 1.4K - 0% open · ⏱️ 29.03.2024):
```
 git clone https://github.com/dashingsoft/pyarmor 
```
PyPi (📥 160K / month):
```
 pip install pyarmor 
```
Conda:
```
 conda install -c conda-forge pyarmor 
```

shiv (🥉20 · ⭐ 1.7K) - A command line utility for building fully self-contained zipapps (PEP 441),.. BSD-2

GitHub (👨‍💻 41 · 🔀 91 · 📥 740 · 📋 120 - 35% open · ⏱️ 05.02.2024):
```
 git clone https://github.com/linkedin/shiv 
```
PyPi (📥 28K / month):
```
 pip install shiv 
```
Conda (📥 2.9K · ⏱️ 05.02.2024):
```
 conda install -c conda-forge shiv 
```

dh-virtualenv (🥉14 · ⭐ 1.6K · 💀) - Build and distribute a virtualenv as a Debian package. ❗️GPL-2.0

GitHub (👨‍💻 61 · 🔀 180 · 📋 210 - 16% open · ⏱️ 03.01.2023):
```
 git clone https://github.com/spotify/dh-virtualenv 
```
PyPi:
```
 pip install dh-virtualenv 
```

Conda:

 conda install -c conda-forge dh-virtualenv

Documentation

Libraries for generating project documentation.

🔗 awesome-sphinxdoc ( ⭐ 900 · 💀) - A curated list of awesome tools for Sphinx Python Documentation..

sphinx (🥇27 · ⭐ 6K) - Python Documentation generator. ❗Unlicensed

GitHub (🔀 1.9K · 📦 370K · 📋 6.8K - 16% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/sphinx-doc/sphinx/ 
```
Conda:
```
 conda install -c conda-forge 
```

pdoc (🥉25 · ⭐ 1.8K) - Epydoc replacement to auto generate API documentation for Python.. Unlicense

GitHub (👨‍💻 50 · 🔀 180 · 📦 2.7K · 📋 360 - 6% open · ⏱️ 01.04.2024):
```
 git clone https://github.com/mitmproxy/pdoc 
```
PyPi (📥 220K / month):
```
 pip install pdoc 
```
Conda (📥 40K · ⏱️ 18.01.2024):
```
 conda install -c conda-forge pdoc 
```

pycco (🥉20 · ⭐ 840 · 💀) - The literate-programming-style documentation generator. ❗Unlicensed

GitHub (👨‍💻 36 · 🔀 140 · 📦 320 · 📋 59 - 52% open · ⏱️ 20.12.2019):
```
 git clone https://github.com/pycco-docs/pycco 
```
PyPi (📥 4.3K / month):
```
 pip install pycco 
```
Conda:
```
 conda install -c conda-forge pycco 
```

Downloader

Libraries for downloading.

🔗 you-get - A YouTube/Youku/Niconico video downloader written in Python 3.

🔗 youtube-dl - A small command-line program to download videos from YouTube.

akshare (🥇27 · ⭐ 8.3K) - A financial data interface library, built for human beings!. MIT

GitHub (👨‍💻 70 · 🔀 1.7K · 📦 530 · ⏱️ 11.04.2024):
```
 git clone https://github.com/jindaxiang/akshare 
```
PyPi (📥 97K / month):
```
 pip install akshare 
```
Conda:
```
 conda install -c conda-forge akshare 
```

s3cmd (🥉26 · ⭐ 4.4K) - A command line tool for managing Amazon S3 and CloudFront. ❗️GPL-2.0

GitHub (👨‍💻 220 · 🔀 850 · 📥 3.2M · 📋 890 - 27% open · ⏱️ 19.12.2023):
```
 git clone https://github.com/s3tools/s3cmd 
```
PyPi (📥 1.3M / month):
```
 pip install s3cmd 
```
Conda (📥 9.7K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge s3cmd 
```

s4cmd (🥉21 · ⭐ 1.3K · 💀) - Super S3 command line tool, good for higher performance. Apache-2

GitHub (👨‍💻 35 · 🔀 200 · 📦 46 · 📋 140 - 61% open · ⏱️ 06.05.2022):
```
 git clone https://github.com/bloomreach/s4cmd 
```
PyPi (📥 47K / month):
```
 pip install s4cmd 
```
Conda:
```
 conda install -c conda-forge s4cmd 
```

E-commerce

Frameworks and libraries for e-commerce and payments.

🔗 django-oscar - An open-source e-commerce framework for Django.

🔗 saleor - An e-commerce storefront for Django.

🔗 shoop - An open source E-Commerce platform based on Django.

django-shop (🥇23 · ⭐ 3.1K · 💀) - A Django based shop system. BSD-3

GitHub (👨‍💻 96 · 🔀 980 · 📦 220 · 📋 380 - 23% open · ⏱️ 28.02.2021):
```
 git clone https://github.com/awesto/django-shop 
```
PyPi (📥 6K / month):
```
 pip install django-shop 
```

Conda:

 conda install -c conda-forge django-shop

Cartridge (🥈20 · ⭐ 700) - A shopping cart app built using the Mezzanine. BSD-2

GitHub (👨‍💻 76 · 🔀 290 · 📋 150 - 15% open · ⏱️ 22.02.2024):
```
 git clone https://github.com/stephenmcd/cartridge 
```
PyPi (📥 290 / month):
```
 pip install cartridge 
```

Conda:

 conda install -c conda-forge cartridge

money (🥈20 · ⭐ 230 · 💀) - `Money` class with optional CLDR-backed locale-aware formatting and an.. MIT

GitHub (👨‍💻 4 · 🔀 33 · 📦 330 · 📋 24 - 29% open · ⏱️ 04.09.2016):
```
 git clone https://github.com/carlospalol/money 
```
PyPi (📥 40K / month):
```
 pip install money 
```
Conda:
```
 conda install -c conda-forge money 
```

forex-python (🥉19 · ⭐ 630 · 💤) - Foreign exchange rates, Bitcoin price index and currency.. MIT

GitHub (👨‍💻 27 · 🔀 180 · 📋 92 - 35% open · ⏱️ 04.08.2023):
```
 git clone https://github.com/MicroPyramid/forex-python 
```
PyPi (📥 270K / month):
```
 pip install forex-python 
```

Conda:

 conda install -c conda-forge forex-python

merchant (🥉17 · ⭐ 1K · 💀) - A Django app to accept payments from various payment processors. BSD-3

GitHub (👨‍💻 49 · 🔀 160 · 📦 28 · 📋 65 - 35% open · ⏱️ 08.07.2015):
```
 git clone https://github.com/agiliq/merchant 
```
PyPi:
```
 pip install merchant 
```
Conda:
```
 conda install -c conda-forge merchant 
```

alipay (🥉14 · ⭐ 330 · 💀) - Unofficial Alipay API for Python. ❗Unlicensed

GitHub (👨‍💻 13 · 🔀 92 · 📦 120 · ⏱️ 22.11.2017):
```
 git clone https://github.com/lxneng/alipay 
```
PyPi (📥 370 / month):
```
 pip install alipay 
```
Conda:
```
 conda install -c conda-forge alipay 
```

python-currencies (🥉13 · ⭐ 71 · 💀) - Display money format and its filthy currencies. ❗️GPL-3.0

GitHub (👨‍💻 5 · 🔀 12 · 📥 7 · 📦 79 · 📋 7 - 57% open · ⏱️ 22.12.2020):
```
 git clone https://github.com/Alir3z4/python-currencies 
```
PyPi:
```
 pip install python-currencies 
```

Conda:

 conda install -c conda-forge python-currencies

Editor Plugins and IDEs

Editor Plugins and IDEs

🔗 Python - The official VSCode extension with rich support for Python.

🔗 PyCharm - Commercial Python IDE by JetBrains. Has free community edition available.

spyder (🥇35 · ⭐ 8K) - Open Source Python IDE. MIT

GitHub (👨‍💻 260 · 🔀 1.5K · 📥 4.5M · 📦 28K · 📋 18K - 6% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/spyder-ide/spyder 
```
PyPi (📥 78K / month):
```
 pip install spyder 
```
Conda (📥 2M · ⏱️ 10.04.2024):
```
 conda install -c conda-forge spyder 
```

elpy (🥈22 · ⭐ 1.9K) - Emacs Python Development Environment. ❗️GPL-3.0

GitHub (👨‍💻 95 · 🔀 250 · 📦 210 · 📋 1.6K - 22% open · ⏱️ 09.01.2024):
```
 git clone https://github.com/jorgenschaefer/elpy 
```
PyPi (📥 1.1K / month):
```
 pip install elpy 
```
Conda:
```
 conda install -c conda-forge elpy 
```

anaconda (🥈20 · ⭐ 2.2K · 💀) - Anaconda turns your Sublime Text 3 in a full featured Python.. ❗️GPL-3.0

GitHub (👨‍💻 89 · 🔀 260 · 📋 790 - 22% open · ⏱️ 28.02.2022):
```
 git clone https://github.com/DamnWidget/anaconda 
```
PyPi (📥 11K / month):
```
 pip install anaconda 
```
Conda:
```
 conda install -c conda-forge anaconda 
```

YouCompleteMe (🥉19 · ⭐ 25K) - Includes [Jedi](https://github.com/davidhalter/jedi)-based.. ❗️GPL-3.0

GitHub (👨‍💻 190 · 🔀 2.7K · 📋 3.2K - 0% open · ⏱️ 20.03.2024):
```
 git clone https://github.com/Valloric/YouCompleteMe 
```
PyPi:
```
 pip install YouCompleteMe 
```

Conda:

 conda install -c conda-forge YouCompleteMe

PTVS (🥉18 · ⭐ 2.5K) - Python Tools for Visual Studio. Apache-2

GitHub (👨‍💻 84 · 🔀 660 · 📥 34K · 📋 4.9K - 1% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/Microsoft/PTVS 
```
PyPi:
```
 pip install PTVS 
```
Conda:
```
 conda install -c conda-forge PTVS 
```

jedi-vim (🥉17 · ⭐ 5.2K) - Vim bindings for the Jedi auto-completion library for Python. MIT

GitHub (👨‍💻 98 · 🔀 360 · 📦 20 · 📋 780 - 2% open · ⏱️ 30.12.2023):
```
 git clone https://github.com/davidhalter/jedi-vim 
```
PyPi:
```
 pip install jedi-vim 
```
Conda:
```
 conda install -c conda-forge jedi-vim 
```

SublimeJEDI (🥉15 · ⭐ 940 · 💀) - A Sublime Text plugin to the awesome auto-complete library Jedi. MIT

GitHub (👨‍💻 49 · 🔀 110 · 📋 220 - 15% open · ⏱️ 30.08.2022):
```
 git clone https://github.com/srusskih/SublimeJEDI 
```
PyPi:
```
 pip install SublimeJEDI 
```

Conda:

 conda install -c conda-forge SublimeJEDI

python-mode (🥉14 · ⭐ 5.4K · 💤) - An all in one plugin for turning Vim into a Python IDE. ❗️LGPL-3.0

GitHub (👨‍💻 130 · 🔀 760 · 📋 910 - 3% open · ⏱️ 23.09.2023):
```
 git clone https://github.com/python-mode/python-mode 
```
PyPi:
```
 pip install python-mode 
```

Conda:

 conda install -c conda-forge python-mode

Email

Libraries for sending and parsing email.

yagmail (🥇27 · ⭐ 2.6K · 💀) - Yet another Gmail/SMTP client. MIT

GitHub (👨‍💻 32 · 🔀 260 · 📦 4K · 📋 230 - 43% open · ⏱️ 28.09.2022):
```
 git clone https://github.com/kootenpv/yagmail 
```
PyPi (📥 170K / month):
```
 pip install yagmail 
```
Conda (📥 34K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge yagmail 
```

modoboa (🥈25 · ⭐ 2.9K) - A mail hosting and management platform including a modern Web UI. ISC

GitHub (👨‍💻 120 · 🔀 380 · 📦 42 · 📋 1.8K - 4% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/modoboa/modoboa 
```
PyPi (📥 2.7K / month):
```
 pip install modoboa 
```
Conda:
```
 conda install -c conda-forge modoboa 
```

flanker (🥈25 · ⭐ 1.6K · 💀) - An email address and Mime parsing library. Apache-2

GitHub (👨‍💻 57 · 🔀 190 · 📦 510 · 📋 92 - 58% open · ⏱️ 03.03.2023):
```
 git clone https://github.com/mailgun/flanker 
```
PyPi (📥 24K / month):
```
 pip install flanker 
```
Conda:
```
 conda install -c conda-forge flanker 
```

imbox (🥈25 · ⭐ 1.2K · 💀) - Python IMAP for Humans. MIT

GitHub (👨‍💻 53 · 🔀 180 · 📦 220 · 📋 130 - 46% open · ⏱️ 17.11.2022):
```
 git clone https://github.com/martinrusev/imbox 
```
PyPi (📥 12K / month):
```
 pip install imbox 
```
Conda:
```
 conda install -c conda-forge imbox 
```

mailer (🥉23 · ⭐ 280) - High-performance extensible mail delivery framework. MIT

GitHub (👨‍💻 20 · 🔀 59 · 📥 160 · 📦 320 · 📋 73 - 26% open · ⏱️ 05.10.2023):
```
 git clone https://github.com/marrow/mailer 
```
PyPi (📥 92K / month):
```
 pip install mailer 
```
Conda (📥 64K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge mailer 
```

salmon (🥉14 · ⭐ 630) - A Python Mail Server. ❗Unlicensed

GitHub (👨‍💻 15 · 🔀 68 · 📥 120 · 📦 20 · 📋 91 - 19% open · ⏱️ 29.03.2024):
```
 git clone https://github.com/moggers87/salmon 
```
PyPi (📥 130 / month):
```
 pip install salmon 
```
Conda:
```
 conda install -c conda-forge salmon 
```

Enterprise Application Integrations

Platforms and tools for systems integrations in enterprise environments

🔗 Zato - ESB, SOA, REST, APIs and Cloud Integrations in Python.

Environment Management

Libraries for Python version and virtual environment management.

virtualenv (🥇34 · ⭐ 4.7K) - A tool to create isolated Python environments. MIT

GitHub (👨‍💻 120 · 🔀 970 · 📦 370K · 📋 1.3K - 1% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/pypa/virtualenv 
```
PyPi (📥 120M / month):
```
 pip install virtualenv 
```

Conda (📥 6.4M · ⏱️ 22.02.2024):

 conda install -c conda-forge virtualenv

pyenv (🥉29 · ⭐ 36K) - Simple Python version management. MIT

GitHub (👨‍💻 440 · 🔀 2.9K · 📦 21 · 📋 1.7K - 2% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/pyenv/pyenv 
```
PyPi (📥 12K / month):
```
 pip install pyenv 
```
Conda:
```
 conda install -c conda-forge pyenv 
```

Files

Libraries for file manipulation and MIME type detection.

🔗 mimetypes - (Python standard library) Map filenames to MIME types.

🔗 pathlib - (Python standard library) An cross-platform, object-oriented path library.

watchdog (🥇35 · ⭐ 6.2K) - API and shell utilities to monitor file system events. Apache-2

GitHub (👨‍💻 150 · 🔀 670 · 📦 140K · 📋 640 - 28% open · ⏱️ 12.02.2024):
```
 git clone https://github.com/gorakhargosh/watchdog 
```
PyPi (📥 19M / month):
```
 pip install watchdog 
```
Conda (📥 2.8M · ⏱️ 07.02.2024):
```
 conda install -c conda-forge watchdog 
```

python-magic (🥈29 · ⭐ 2.5K) - A Python interface to the libmagic file type.. ❗Unlicensed

GitHub (👨‍💻 61 · 🔀 260 · 📦 55K · 📋 200 - 6% open · ⏱️ 09.10.2023):
```
 git clone https://github.com/ahupp/python-magic 
```
PyPi (📥 9.1M / month):
```
 pip install python-magic 
```

Conda (📥 250K · ⏱️ 25.09.2023):

 conda install -c conda-forge python-magic

path.py (🥉20 · ⭐ 1.1K) - A module wrapper for.. MIT

GitHub (👨‍💻 54 · 🔀 140 · 📋 140 - 1% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/jaraco/path.py 
```
PyPi (📥 390K / month):
```
 pip install path.py 
```
Conda (📥 610K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge path.py 
```

Unipath (🥉19 · ⭐ 510 · 💀) - An object-oriented approach to file/directory operations. ❗Unlicensed

GitHub (👨‍💻 6 · 🔀 39 · 📦 9.6K · 📋 17 - 35% open · ⏱️ 14.02.2015):
```
 git clone https://github.com/mikeorr/Unipath 
```
PyPi (📥 52K / month):
```
 pip install Unipath 
```
Conda:
```
 conda install -c conda-forge Unipath 
```

PyFilesystem2 (🥉17 · ⭐ 1.9K · 💀) - Python's filesystem abstraction layer. MIT

GitHub (👨‍💻 47 · 🔀 170 · 📋 360 - 24% open · ⏱️ 18.10.2022):
```
 git clone https://github.com/pyfilesystem/pyfilesystem2 
```
PyPi:
```
 pip install pyfilesystem2 
```

Conda:

 conda install -c conda-forge pyfilesystem2

Foreign Function Interface

Libraries for providing foreign function interface.

🔗 cffi - Foreign Function Interface for Python calling C code.

🔗 ctypes - (Python standard library) Foreign Function Interface for Python calling C code.

🔗 PyCUDA - A Python wrapper for Nvidia's CUDA API.

🔗 SWIG - Simplified Wrapper and Interface Generator.

Forms

Libraries for working with forms.

WTForms (🥇36 · ⭐ 1.5K) - A flexible forms validation and rendering library. BSD-3

GitHub (👨‍💻 160 · 🔀 390 · 📦 210K · 📋 450 - 12% open · ⏱️ 30.03.2024):
```
 git clone https://github.com/wtforms/wtforms 
```
PyPi (📥 5.7M / month):
```
 pip install wtforms 
```
Conda (📥 210K · ⏱️ 21.02.2024):
```
 conda install -c conda-forge wtforms 
```

django-crispy-forms (🥈30 · ⭐ 4.9K) - A Django app which lets you create beautiful forms in a.. MIT

GitHub (👨‍💻 220 · 🔀 700 · 📦 140K · 📋 690 - 7% open · ⏱️ 03.11.2023):
```
 git clone https://github.com/django-crispy-forms/django-crispy-forms 
```
PyPi (📥 1.2M / month):
```
 pip install django-crispy-forms 
```

Conda (📥 93K · ⏱️ 15.10.2023):

 conda install -c conda-forge django-crispy-forms

django-bootstrap4 (🥈28 · ⭐ 1K) - Bootstrap 4 integration with Django. BSD-3

GitHub (👨‍💻 140 · 🔀 210 · 📦 160K · 📋 160 - 11% open · ⏱️ 25.03.2024):
```
 git clone https://github.com/zostera/django-bootstrap4 
```
PyPi (📥 200K / month):
```
 pip install django-bootstrap4 
```

Conda (📥 26K · ⏱️ 16.06.2023):

 conda install -c conda-forge django-bootstrap4

django-bootstrap3 (🥉27 · ⭐ 2.3K) - Bootstrap 3 integration with Django. BSD-3

GitHub (👨‍💻 99 · 🔀 670 · 📦 19K · 📋 300 - 1% open · ⏱️ 02.04.2024):
```
 git clone https://github.com/dyve/django-bootstrap3 
```
PyPi (📥 130K / month):
```
 pip install django-bootstrap3 
```

Conda (📥 28K · ⏱️ 16.06.2023):

 conda install -c conda-forge django-bootstrap3

Deform (🥉20 · ⭐ 410) - Python HTML form generation library influenced by the formish form.. ❗Unlicensed

GitHub (👨‍💻 100 · 🔀 160 · 📦 810 · 📋 180 - 25% open · ⏱️ 15.11.2023):
```
 git clone https://github.com/Pylons/deform 
```
PyPi (📥 7.8K / month):
```
 pip install deform 
```
Conda:
```
 conda install -c conda-forge deform 
```

django-remote-forms (🥉14 · ⭐ 220 · 💀) - A platform independent Django form serializer. MIT

GitHub (👨‍💻 9 · 🔀 86 · 📦 23 · 📋 16 - 75% open · ⏱️ 12.07.2017):
```
 git clone https://github.com/WiserTogether/django-remote-forms 
```
PyPi (📥 90 / month):
```
 pip install django-remote-forms 
```

Conda:

 conda install -c conda-forge django-remote-forms

Functional Programming

Functional Programming with Python.

more-itertools (🥇36 · ⭐ 3.4K) - More routines for operating on iterables, beyond `itertools`. MIT

GitHub (👨‍💻 120 · 🔀 260 · 📥 2.9K · 📦 220K · 📋 300 - 4% open · ⏱️ 21.03.2024):
```
 git clone https://github.com/erikrose/more-itertools 
```
PyPi (📥 76M / month):
```
 pip install more-itertools 
```

Conda (📥 14M · ⏱️ 08.01.2024):

 conda install -c conda-forge more-itertools

Toolz (🥈34 · ⭐ 4.5K) - A collection of functional utilities for iterators, functions, and.. ❗Unlicensed

GitHub (👨‍💻 77 · 🔀 240 · 📦 150K · 📋 220 - 36% open · ⏱️ 24.01.2024):
```
 git clone https://github.com/pytoolz/toolz 
```
PyPi (📥 33M / month):
```
 pip install toolz 
```
Conda (📥 20M · ⏱️ 24.01.2024):
```
 conda install -c conda-forge toolz 
```

funcy (🥈28 · ⭐ 3.3K) - A fancy and practical functional tools. BSD-3

GitHub (👨‍💻 33 · 🔀 140 · 📦 11K · 📋 80 - 10% open · ⏱️ 01.02.2024):
```
 git clone https://github.com/Suor/funcy 
```
PyPi (📥 1.4M / month):
```
 pip install funcy 
```
Conda (📥 420K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge funcy 
```

returns (🥉27 · ⭐ 3.3K) - A set of type-safe monads, transformers, and composition utilities. BSD-2

GitHub (👨‍💻 49 · 🔀 110 · 📦 540 · 📋 410 - 14% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/dry-python/returns 
```
PyPi (📥 160K / month):
```
 pip install returns 
```
Conda (📥 8.6K · ⏱️ 28.08.2023):
```
 conda install -c conda-forge returns 
```

Coconut (🥉22 · ⭐ 3.9K) - A variant of Python built for simple, elegant, Pythonic functional.. Apache-2

GitHub (👨‍💻 34 · 🔀 120 · 📋 720 - 10% open · ⏱️ 02.03.2024):
```
 git clone https://github.com/evhub/coconut 
```
PyPi (📥 2.3K / month):
```
 pip install coconut 
```
Conda (📥 210K · ⏱️ 02.03.2024):
```
 conda install -c conda-forge coconut 
```

CyToolz (🥉20 · ⭐ 970) - Cython implementation of `Toolz`: High performance functional.. ❗Unlicensed

GitHub (🔀 67 · 📦 59K · 📋 82 - 31% open · ⏱️ 24.01.2024):
```
 git clone https://github.com/pytoolz/cytoolz/ 
```
Conda:
```
 conda install -c conda-forge 
```

fn.py (🥉19 · ⭐ 3.3K · 💀) - Functional programming in Python: implementation of missing.. ❗Unlicensed

GitHub (👨‍💻 18 · 🔀 190 · 📦 490 · 📋 50 - 48% open · ⏱️ 13.10.2014):
```
 git clone https://github.com/kachayev/fn.py 
```
PyPi (📥 1.3K / month):
```
 pip install fn.py 
```
Conda:
```
 conda install -c conda-forge fn.py 
```

GUI Development

Libraries for working with graphical user interface applications.

🔗 curses - Built-in wrapper for ncurses used to create terminal..

🔗 kivy - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.

🔗 PyGObject - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).

🔗 PyQt - Python bindings for the Qt cross-platform application and UI framework.

🔗 Tkinter - Tkinter is Python's de-facto standard GUI package.

🔗 urwid - A library for creating terminal GUI applications with strong support for widgets, events, rich..

🔗 wxPython - A blending of the wxWidgets C++ class library with the Python.

pyglet (🥇33 · ⭐ 1.7K) - A cross-platform windowing and multimedia library for Python. BSD-3

GitHub (👨‍💻 160 · 🔀 280 · 📦 25K · 📋 570 - 15% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/pyglet/pyglet 
```
PyPi (📥 410K / month):
```
 pip install pyglet 
```
Conda (📥 600K · ⏱️ 23.09.2023):
```
 conda install -c conda-forge pyglet 
```

PySimpleGUI (🥈27 · ⭐ 13K) - Wrapper for tkinter, Qt, WxPython and Remi. ❗Unlicensed

GitHub (👨‍💻 3 · 🔀 1.8K · 📦 11K · 📋 3.6K - 20% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/PySimpleGUI/PySimpleGUI 
```
PyPi (📥 790K / month):
```
 pip install PySimpleGUI 
```

Conda (📥 140K · ⏱️ 16.06.2023):

 conda install -c conda-forge PySimpleGUI

Eel (🥈27 · ⭐ 6.1K · 💀) - A library for making simple Electron-like offline HTML/JS GUI apps. MIT

GitHub (👨‍💻 46 · 🔀 560 · 📦 7.1K · 📋 530 - 35% open · ⏱️ 04.03.2023):
```
 git clone https://github.com/ChrisKnott/Eel 
```
PyPi (📥 70K / month):
```
 pip install Eel 
```
Conda:
```
 conda install -c conda-forge Eel 
```

Gooey (🥈26 · ⭐ 20K · 💀) - Turn command line programs into a full GUI application with one line. MIT

GitHub (👨‍💻 100 · 🔀 980 · 📥 610 · 📦 900 · 📋 600 - 22% open · ⏱️ 08.05.2022):
```
 git clone https://github.com/chriskiehl/Gooey 
```
PyPi (📥 6.3K / month):
```
 pip install Gooey 
```
Conda (📥 74K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge Gooey 
```

DearPyGui (🥉25 · ⭐ 12K) - A Simple GPU accelerated Python GUI framework. MIT

GitHub (🔀 640 · 📦 2.8K · 📋 1.3K - 21% open · ⏱️ 15.03.2024):
```
 git clone https://github.com/RaylockLLC/DearPyGui/ 
```
Conda:
```
 conda install -c conda-forge 
```

pywebview (🥉24 · ⭐ 4.3K) - A lightweight cross-platform native wrapper around a webview.. BSD-3

GitHub (🔀 510 · 📦 1.8K · 📋 920 - 2% open · ⏱️ 07.04.2024):
```
 git clone https://github.com/r0x0r/pywebview/ 
```
Conda:
```
 conda install -c conda-forge 
```

Flexx (🥉23 · ⭐ 3.2K) - Flexx is a pure Python toolkit for creating GUI's, that uses web.. BSD-2

GitHub (👨‍💻 37 · 🔀 260 · 📦 140 · 📋 460 - 19% open · ⏱️ 06.01.2024):
```
 git clone https://github.com/zoofIO/flexx 
```
PyPi (📥 870 / month):
```
 pip install flexx 
```
Conda (📥 100K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge flexx 
```

Toga (🥉22 · ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3

GitHub (👨‍💻 260 · 🔀 630 · 📥 2.7K · 📦 3 · 📋 850 - 17% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/pybee/toga 
```
PyPi (📥 4.1K / month):
```
 pip install toga 
```
Conda:
```
 conda install -c conda-forge toga 
```

enaml (🥉21 · ⭐ 1.5K) - Creating beautiful user-interfaces with Declarative Syntax like QML. ❗Unlicensed

GitHub (👨‍💻 39 · 🔀 120 · 📥 780 · 📦 230 · 📋 240 - 17% open · ⏱️ 12.02.2024):
```
 git clone https://github.com/nucleic/enaml 
```
PyPi (📥 4.5K / month):
```
 pip install enaml 
```
Conda (📥 160K · ⏱️ 20.11.2023):
```
 conda install -c conda-forge enaml 
```

GraphQL

Libraries for working with GraphQL.

🔗 tartiflette - SDL-first GraphQL engine implementation for Python 3.6+ and asyncio.

graphene (🥇25 · ⭐ 8K) - GraphQL framework for Python. MIT

GitHub (🔀 800 · 📦 21K · 📋 990 - 11% open · ⏱️ 06.10.2023):
```
 git clone https://github.com/graphql-python/graphene/ 
```
Conda:
```
 conda install -c conda-forge 
```

tartiflette-aiohttp (🥉15 · ⭐ 61 · 💀) - An `aiohttp`-based wrapper for Tartiflette to expose.. MIT

GitHub (🔀 10 · 📦 53 · 📋 19 - 21% open · ⏱️ 07.09.2022):
```
 git clone https://github.com/tartiflette/tartiflette-aiohttp/ 
```
Conda:
```
 conda install -c conda-forge 
```

tartiflette-asgi (🥉13 · ⭐ 99 · 💀) - ASGI support for the Tartiflette GraphQL engine. MIT

GitHub (🔀 16 · 📦 19 · 📋 49 - 12% open · ⏱️ 20.05.2022):
```
 git clone https://github.com/tartiflette/tartiflette-asgi/ 
```
Conda:
```
 conda install -c conda-forge 
```

Game Development

Awesome game development libraries.

🔗 Arcade - Arcade is a modern Python framework for crafting games with compelling graphics and sound.

🔗 Cocos2d - cocos2d is a framework for building 2D games, demos, and other graphical/interactive..

🔗 Harfang3D - Python framework for 3D, VR and game development.

🔗 Panda3D - 3D game engine developed by Disney.

🔗 Pygame - Pygame is a set of Python modules designed for writing games.

🔗 PyOgre - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.

🔗 PyOpenGL - Python ctypes bindings for OpenGL and it's related APIs.

🔗 PySDL2 - A ctypes based wrapper for the SDL2 library.

🔗 RenPy - A Visual Novel engine.

Geolocation

Libraries for geocoding addresses and working with latitudes and longitudes.

🔗 GeoDjango - A world-class geographic web framework.

geopy (🥇27 · ⭐ 4.3K) - Python Geocoding Toolbox. MIT

GitHub (👨‍💻 130 · 🔀 610 · 📥 32 · 📋 280 - 9% open · ⏱️ 23.11.2023):
```
 git clone https://github.com/geopy/geopy 
```
PyPi (📥 5.1M / month):
```
 pip install geopy 
```
Conda (📥 1.3M · ⏱️ 28.02.2024):
```
 conda install -c conda-forge geopy 
```

django-countries (🥈21 · ⭐ 1.4K) - A Django app that provides a country field for models and.. MIT

GitHub (👨‍💻 56 · 🔀 270 · 📋 290 - 6% open · ⏱️ 01.04.2024):
```
 git clone https://github.com/SmileyChris/django-countries 
```
PyPi (📥 790K / month):
```
 pip install django-countries 
```

Conda (📥 4.5K · ⏱️ 02.04.2024):

 conda install -c conda-forge django-countries

geojson (🥉18 · ⭐ 880) - Python bindings and utilities for GeoJSON. BSD-3

GitHub (👨‍💻 56 · 🔀 120 · 📦 17K · 📋 98 - 24% open · ⏱️ 25.03.2024):
```
 git clone https://github.com/frewsxcv/python-geojson 
```
PyPi:
```
 pip install python-geojson 
```

Conda:

 conda install -c conda-forge python-geojson

GeoIP (🥉16 · ⭐ 230 · 💀) - Python API for MaxMind GeoIP Legacy Database. ❗️LGPL-2.1

GitHub (👨‍💻 12 · 🔀 52 · 📦 1.6K · ⏱️ 11.02.2021):
```
 git clone https://github.com/maxmind/geoip-api-python 
```
PyPi:
```
 pip install geoip-api-python 
```

Conda:

 conda install -c conda-forge geoip-api-python

HTML Manipulation

Libraries for working with HTML and XML.

🔗 BeautifulSoup - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.

🔗 cssutils - A CSS library for Python.

🔗 lxml - A very fast, easy-to-use and versatile library for handling HTML and XML.

🔗 WeasyPrint - A visual rendering engine for HTML and CSS that can export to PDF.

🔗 xmldataset - Simple XML Parsing.

MarkupSafe (🥇33 · ⭐ 590) - Implements a XML/HTML/XHTML Markup safe string for Python. BSD-3

GitHub (👨‍💻 43 · 🔀 140 · 📥 4.4K · 📦 1.6M · 📋 110 - 0% open · ⏱️ 12.03.2024):
```
 git clone https://github.com/pallets/markupsafe 
```
PyPi (📥 170M / month):
```
 pip install markupsafe 
```

Conda (📥 39M · ⏱️ 02.02.2024):

 conda install -c conda-forge markupsafe

xmltodict (🥈32 · ⭐ 5.4K · 💀) - Working with XML feel like you are working with JSON. MIT

GitHub (👨‍💻 49 · 🔀 450 · 📦 65K · 📋 240 - 33% open · ⏱️ 12.03.2023):
```
 git clone https://github.com/martinblech/xmltodict 
```
PyPi (📥 45M / month):
```
 pip install xmltodict 
```

Conda (📥 3.8M · ⏱️ 16.06.2023):

 conda install -c conda-forge xmltodict

pyquery (🥈29 · ⭐ 2.3K) - A jQuery-like library for parsing HTML. ❗Unlicensed

GitHub (👨‍💻 53 · 🔀 180 · 📦 23K · 📋 190 - 28% open · ⏱️ 02.04.2024):
```
 git clone https://github.com/gawel/pyquery 
```
PyPi (📥 3.6M / month):
```
 pip install pyquery 
```
Conda (📥 60K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pyquery 
```

bleach (🥉28 · ⭐ 2.6K) - A whitelist-based HTML sanitization and text linkification library. ❗Unlicensed

GitHub (👨‍💻 79 · 🔀 230 · 📦 310K · 📋 370 - 1% open · ⏱️ 01.02.2024):
```
 git clone https://github.com/mozilla/bleach 
```
PyPi (📥 22M / month):
```
 pip install bleach 
```
Conda (📥 17M · ⏱️ 06.10.2023):
```
 conda install -c conda-forge bleach 
```

untangle (🥉22 · ⭐ 610) - Converts XML documents to Python objects for easy access. MIT

GitHub (👨‍💻 18 · 🔀 82 · 📥 530 · 📦 1.1K · 📋 57 - 28% open · ⏱️ 19.01.2024):
```
 git clone https://github.com/stchris/untangle 
```
PyPi (📥 150K / month):
```
 pip install untangle 
```
Conda (📥 5K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge untangle 
```

html5lib (🥉16 · ⭐ 1.1K) - A standards-compliant library for parsing and serializing HTML documents.. MIT

GitHub (👨‍💻 66 · 🔀 270 · 📋 260 - 30% open · ⏱️ 21.02.2024):
```
 git clone https://github.com/html5lib/html5lib-python 
```
PyPi:
```
 pip install html5lib-python 
```

Conda:

 conda install -c conda-forge html5lib-python

HTTP Clients

Libraries for working with HTTP.

requests (🥇39 · ⭐ 51K) - HTTP Requests for Humans. Apache-2

GitHub (👨‍💻 750 · 🔀 8.9K · 📥 9.7K · 📦 2.8M · 📋 3.9K - 5% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/psf/requests 
```
PyPi (📥 430M / month):
```
 pip install requests 
```
Conda (📥 41M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge requests 
```

httpx (🥈38 · ⭐ 12K) - A next generation HTTP client for Python. BSD-3

GitHub (👨‍💻 220 · 🔀 780 · 📦 180K · 📋 820 - 3% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/encode/httpx 
```
PyPi (📥 56M / month):
```
 pip install httpx 
```
Conda (📥 1.5M · ⏱️ 21.02.2024):
```
 conda install -c conda-forge httpx 
```

urllib3 (🥈37 · ⭐ 3.7K) - A HTTP library with thread-safe connection pooling, file post support,.. MIT

GitHub (👨‍💻 350 · 🔀 1.1K · 📥 36K · 📦 1.7M · 📋 1.2K - 9% open · ⏱️ 05.04.2024):
```
 git clone https://github.com/shazow/urllib3 
```
PyPi (📥 510M / month):
```
 pip install urllib3 
```
Conda (📥 44M · ⏱️ 18.02.2024):
```
 conda install -c conda-forge urllib3 
```

httplib2 (🥉29 · ⭐ 480 · 💀) - Comprehensive HTTP client library. ❗Unlicensed

GitHub (👨‍💻 77 · 🔀 180 · 📦 190K · 📋 120 - 40% open · ⏱️ 21.03.2023):
```
 git clone https://github.com/httplib2/httplib2 
```
PyPi (📥 39M / month):
```
 pip install httplib2 
```
Conda (📥 3M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge httplib2 
```

grequests (🥉27 · ⭐ 4.4K · 💤) - requests + gevent for asynchronous HTTP requests. BSD-2

GitHub (👨‍💻 28 · 🔀 300 · 📥 13 · 📦 4.3K · 📋 120 - 4% open · ⏱️ 08.06.2023):
```
 git clone https://github.com/spyoungtech/grequests 
```
PyPi (📥 430K / month):
```
 pip install grequests 
```

Conda (📥 92K · ⏱️ 16.06.2023):

 conda install -c conda-forge grequests

treq (🥉22 · ⭐ 580) - Python requests like API built on top of Twisted's HTTP client. ❗Unlicensed

GitHub (👨‍💻 51 · 🔀 130 · 📥 270 · 📦 1.6K · 📋 160 - 35% open · ⏱️ 06.01.2024):
```
 git clone https://github.com/twisted/treq 
```
PyPi (📥 100K / month):
```
 pip install treq 
```
Conda (📥 75K · ⏱️ 04.11.2023):
```
 conda install -c conda-forge treq 
```

Hardware

Libraries for programming with hardware.

🔗 ino - Command line toolkit for working with Arduino.

🔗 Pingo - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo,..

scapy (🥇33 · ⭐ 10K) - A brilliant packet manipulation library. ❗️GPL-2.0

GitHub (👨‍💻 460 · 🔀 1.9K · 📦 14K · 📋 1.6K - 4% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/secdev/scapy 
```
PyPi (📥 2.3M / month):
```
 pip install scapy 
```
Conda (📥 110K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge scapy 
```

keyboard (🥈29 · ⭐ 3.7K · 💀) - Hook and simulate global keyboard events on Windows and Linux. MIT

GitHub (👨‍💻 41 · 🔀 420 · 📦 16K · 📋 570 - 65% open · ⏱️ 31.01.2023):
```
 git clone https://github.com/boppreh/keyboard 
```
PyPi (📥 420K / month):
```
 pip install keyboard 
```
Conda (📥 26K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge keyboard 
```

mouse (🥉23 · ⭐ 860 · 💤) - Hook and simulate global mouse events on Windows and Linux. MIT

GitHub (👨‍💻 9 · 🔀 130 · 📦 1.4K · 📋 120 - 74% open · ⏱️ 26.06.2023):
```
 git clone https://github.com/boppreh/mouse 
```
PyPi (📥 55K / month):
```
 pip install mouse 
```
Conda:
```
 conda install -c conda-forge mouse 
```

PyUserInput (🥉20 · ⭐ 1.1K · 💀) - A module for cross-platform control of the mouse and.. ❗️GPL-3.0

GitHub (👨‍💻 21 · 🔀 170 · 📦 570 · 📋 100 - 70% open · ⏱️ 19.04.2021):
```
 git clone https://github.com/SavinaRoja/PyUserInput 
```
PyPi (📥 5.9K / month):
```
 pip install PyUserInput 
```

Conda:

 conda install -c conda-forge PyUserInput

wifi (🥉19 · ⭐ 300 · 💀) - A Python library and command line tool for working with WiFi on Linux. BSD-2

GitHub (👨‍💻 13 · 🔀 140 · 📦 620 · 📋 64 - 51% open · ⏱️ 20.03.2017):
```
 git clone https://github.com/rockymeza/wifi 
```
PyPi (📥 8.5K / month):
```
 pip install wifi 
```
Conda:
```
 conda install -c conda-forge wifi 
```

Image Processing

Libraries for manipulating images.

🔗 imgSeek - A project for searching a collection of images using visual similarity.

🔗 PyMatting - A library for alpha matting.

🔗 scikit-image - A Python library for (scientific) image processing.

pillow (🥇36 · ⭐ 12K) - Pillow is the friendly.. ❗Unlicensed

GitHub (👨‍💻 460 · 🔀 2K · 📦 1.6M · 📋 3K - 2% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/python-pillow/Pillow 
```
PyPi (📥 93M / month):
```
 pip install Pillow 
```
Conda (📥 38M · ⏱️ 03.04.2024):
```
 conda install -c conda-forge Pillow 
```

wand (🥇31 · ⭐ 1.4K) - Python bindings for.. ❗Unlicensed

GitHub (👨‍💻 100 · 🔀 200 · 📥 45K · 📦 19K · 📋 420 - 4% open · ⏱️ 11.02.2024):
```
 git clone https://github.com/dahlia/wand 
```
PyPi (📥 900K / month):
```
 pip install wand 
```
Conda (📥 39K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge wand 
```

thumbor (🥈29 · ⭐ 9.9K) - A smart imaging service. It enables on-demand crop, re-sizing and.. MIT

GitHub (👨‍💻 200 · 🔀 800 · 📦 350 · 📋 980 - 1% open · ⏱️ 04.03.2024):
```
 git clone https://github.com/thumbor/thumbor 
```
PyPi (📥 5.4K / month):
```
 pip install thumbor 
```
Conda:
```
 conda install -c conda-forge thumbor 
```

python-barcode (🥈26 · ⭐ 520) - Create barcodes in Python with no extra dependencies. MIT

GitHub (👨‍💻 49 · 🔀 120 · 📥 360 · 📦 19K · 📋 110 - 33% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/WhyNotHugo/python-barcode 
```
PyPi (📥 430K / month):
```
 pip install python-barcode 
```

Conda (📥 12K · ⏱️ 16.06.2023):

 conda install -c conda-forge python-barcode

pywal (🥈24 · ⭐ 8K · 💀) - A tool that generates color schemes from images. MIT

GitHub (👨‍💻 60 · 🔀 290 · 📥 1.1K · 📦 300 · 📋 550 - 26% open · ⏱️ 09.09.2021):
```
 git clone https://github.com/dylanaraps/pywal 
```
PyPi (📥 6.1K / month):
```
 pip install pywal 
```
Conda:
```
 conda install -c conda-forge pywal 
```

pyvips (🥉22 · ⭐ 580) - A fast image processing library with low memory needs. MIT

GitHub (👨‍💻 16 · 🔀 51 · 📦 690 · 📋 400 - 41% open · ⏱️ 01.04.2024):
```
 git clone https://github.com/libvips/pyvips 
```
PyPi (📥 44K / month):
```
 pip install pyvips 
```
Conda (📥 75K · ⏱️ 26.09.2023):
```
 conda install -c conda-forge pyvips 
```

pagan (🥉17 · ⭐ 300 · 💀) - Retro identicon (Avatar) generation based on input string and hash. ❗️GPL-2.0

GitHub (👨‍💻 11 · 🔀 43 · 📦 90 · 📋 8 - 50% open · ⏱️ 30.11.2022):
```
 git clone https://github.com/daboth/pagan 
```
PyPi (📥 260 / month):
```
 pip install pagan 
```
Conda:
```
 conda install -c conda-forge pagan 
```

nude.py (🥉16 · ⭐ 920 · 💀) - Nudity detection. MIT

GitHub (👨‍💻 12 · 🔀 130 · 📦 3.6K · 📋 12 - 66% open · ⏱️ 23.11.2020):
```
 git clone https://github.com/hhatto/nude.py 
```
PyPi:
```
 pip install nude.py 
```
Conda:
```
 conda install -c conda-forge nude.py 
```

python-qrcode (🥉12 · ⭐ 4.1K · 💀) - A pure Python QR Code generator. ❗Unlicensed

GitHub (👨‍💻 56 · 🔀 610 · 📋 230 - 30% open · ⏱️ 05.02.2023):
```
 git clone https://github.com/lincolnloop/python-qrcode 
```
PyPi:
```
 pip install python-qrcode 
```

Conda:

 conda install -c conda-forge python-qrcode

Quads (🥉12 · ⭐ 1.2K · 💀) - Computer art based on quadtrees. ❗Unlicensed

GitHub (🔀 140 · ⏱️ 20.05.2014):

 git clone https://github.com/fogleman/Quads

PyPi (📥 390 / month):
```
 pip install Quads 
```
Conda:
```
 conda install -c conda-forge Quads 
```

hmap (🥉10 · ⭐ 210 · 💀) - Image histogram remapping. ❗Unlicensed

GitHub (👨‍💻 2 · 🔀 23 · ⏱️ 04.11.2019):
```
 git clone https://github.com/rossgoodwin/hmap 
```
PyPi (📥 710 / month):
```
 pip install hmap 
```
Conda:
```
 conda install -c conda-forge hmap 
```

Implementations

Implementations of Python.

🔗 Cython - Optimizing Static Compiler for Python.

🔗 Jython - Implementation of Python programming language written in Java for the JVM.

🔗 Numba - Python JIT compiler to LLVM aimed at scientific Python.

🔗 PyPy - A very fast and compliant implementation of the Python language.

MicroPython (🥇25 · ⭐ 18K) - A lean and efficient Python programming language.. ❗Unlicensed

GitHub (👨‍💻 620 · 🔀 5.4K · 📥 76K · 📋 5.2K - 27% open · ⏱️ 30.03.2024):
```
 git clone https://github.com/micropython/micropython 
```
PyPi:
```
 pip install micropython 
```

Conda (📥 17K · ⏱️ 16.06.2023):

 conda install -c conda-forge micropython

IronPython (🥈22 · ⭐ 2.4K) - Implementation of the Python programming language written in C#. Apache-2

GitHub (👨‍💻 34 · 🔀 280 · 📥 98K · 📋 610 - 44% open · ⏱️ 06.04.2024):
```
 git clone https://github.com/IronLanguages/ironpython3 
```
PyPi:
```
 pip install ironpython3 
```

Conda:

 conda install -c conda-forge ironpython3

CPython (🥈19 · ⭐ 59K) - **Default, most widely used implementation of the Python.. ❗Unlicensed

GitHub (👨‍💻 2.9K · 🔀 28K · 📦 4 · 📋 67K - 10% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/python/cpython 
```
PyPi (📥 52 / month):
```
 pip install cpython 
```
Conda:
```
 conda install -c conda-forge cpython 
```

Pyston (🥈19 · ⭐ 4.9K · 💀) - A Python implementation using JIT techniques. ❗Unlicensed

GitHub (🔀 290 · 📥 5.2K · 📦 20 · 📋 280 - 3% open · ⏱️ 06.05.2021):
```
 git clone https://github.com/dropbox/pyston 
```
PyPi (📥 620K / month):
```
 pip install pyston 
```
Conda:
```
 conda install -c conda-forge pyston 
```

Grumpy (🥉18 · ⭐ 11K · 💀) - More compiler than interpreter as more powerful CPython2.7.. Apache-2

GitHub (👨‍💻 30 · 🔀 630 · 📦 21 · 📋 140 - 42% open · ⏱️ 22.11.2017):
```
 git clone https://github.com/google/grumpy 
```
PyPi:
```
 pip install grumpy 
```
Conda:
```
 conda install -c conda-forge grumpy 
```

PeachPy (🥉16 · ⭐ 1.9K · 💀) - x86-64 assembler embedded in Python. ❗Unlicensed

GitHub (👨‍💻 25 · 🔀 160 · 📦 17 · 📋 89 - 26% open · ⏱️ 13.11.2022):
```
 git clone https://github.com/Maratyszcza/PeachPy 
```
PyPi (📥 42 / month):
```
 pip install PeachPy 
```
Conda:
```
 conda install -c conda-forge PeachPy 
```

Pyjion (🥉15 · ⭐ 1.6K · 💀) - A JIT for Python based upon CoreCLR. MIT

GitHub (👨‍💻 19 · 🔀 67 · 📋 110 - 33% open · ⏱️ 16.11.2020):
```
 git clone https://github.com/Microsoft/Pyjion 
```
PyPi (📥 450 / month):
```
 pip install Pyjion 
```
Conda (📥 670 · ⏱️ 18.06.2023):
```
 conda install -c conda-forge Pyjion 
```

CLPython (🥉11 · ⭐ 360) - Implementation of the Python programming language written in.. ❗Unlicensed

GitHub (👨‍💻 12 · 🔀 34 · 📋 18 - 11% open · ⏱️ 26.10.2023):
```
 git clone https://github.com/metawilm/cl-python 
```
PyPi:
```
 pip install cl-python 
```

Conda:

 conda install -c conda-forge cl-python

Stackless Python (🥉10 · ⭐ 990 · 💀) - An enhanced version of the Python programming language. ❗Unlicensed

GitHub (👨‍💻 1K · 🔀 59 · 📋 270 - 4% open · ⏱️ 11.08.2021):
```
 git clone https://github.com/stackless-dev/stackless 
```
PyPi (📥 18 / month):
```
 pip install stackless 
```

Conda:

 conda install -c conda-forge stackless

Interactive Interpreter

Interactive Python interpreters (REPL).

🔗 Jupyter Notebook (IPython) - A rich toolkit to help you make the most out of using Python..

🔗 awesome-jupyter ( ⭐ 3.7K) - A curated list of awesome Jupyter projects, libraries and resources.

ptpython (🥇30 · ⭐ 5K) - Advanced Python REPL built on top of the [python-prompt-.. BSD-3

GitHub (👨‍💻 60 · 🔀 280 · 📦 2.9K · 📋 390 - 57% open · ⏱️ 28.02.2024):
```
 git clone https://github.com/jonathanslenders/ptpython 
```
PyPi (📥 790K / month):
```
 pip install ptpython 
```
Conda (📥 46K · ⏱️ 08.01.2024):
```
 conda install -c conda-forge ptpython 
```

bpython (🥉18 · ⭐ 2.5K) - A fancy interface to the Python interpreter. ❗Unlicensed

GitHub (👨‍💻 130 · 🔀 230 · 📋 790 - 17% open · ⏱️ 06.02.2024):
```
 git clone https://github.com/bpython/bpython 
```
PyPi (📥 160K / month):
```
 pip install bpython 
```
Conda (📥 85K · ⏱️ 07.10.2023):
```
 conda install -c conda-forge bpython 
```

Internationalization

Libraries for working with i18n.

🔗 Babel - An internationalization library for Python.

PyICU (🥇21 · ⭐ 130 · 💀) - A wrapper of International Components for Unicode C++ library.. ❗Unlicensed

GitHub (👨‍💻 18 · 🔀 50 · 📦 4.5K · ⏱️ 08.04.2021):
```
 git clone https://github.com/ovalhub/pyicu 
```
PyPi (📥 380K / month):
```
 pip install pyicu 
```
Conda (📥 190K · ⏱️ 01.11.2023):
```
 conda install -c conda-forge pyicu 
```

Job Scheduler

Libraries for scheduling jobs.

🔗 Airflow - Airflow is a platform to programmatically author, schedule and monitor workflows.

🔗 APScheduler - A light but powerful in-process task scheduler that lets you schedule functions.

🔗 doit - A task runner and build tool.

🔗 Joblib - A set of tools to provide lightweight pipelining in Python.

🔗 TaskFlow - A Python library that helps to make task execution easy, consistent and reliable.

Prefect (🥇32 · ⭐ 14K) - A modern workflow orchestration framework that makes it easy to.. Apache-2

GitHub (👨‍💻 240 · 🔀 1.4K · 📦 4.7K · 📋 4.7K - 12% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/PrefectHQ/prefect 
```
PyPi (📥 940K / month):
```
 pip install prefect 
```
Conda (📥 620K · ⏱️ 04.04.2024):
```
 conda install -c conda-forge prefect 
```

schedule (🥈31 · ⭐ 11K) - Python job scheduling for humans. MIT

GitHub (👨‍💻 59 · 🔀 860 · 📦 34K · 📋 430 - 31% open · ⏱️ 10.12.2023):
```
 git clone https://github.com/dbader/schedule 
```
PyPi (📥 2.1M / month):
```
 pip install schedule 
```
Conda (📥 53K · ⏱️ 02.10.2023):
```
 conda install -c conda-forge schedule 
```

Spiff (🥈21 · ⭐ 1.6K) - A powerful workflow engine implemented in pure Python. ❗️LGPL-3.0

GitHub (👨‍💻 53 · 🔀 290 · 📦 69 · 📋 130 - 4% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/knipknap/SpiffWorkflow 
```
PyPi (📥 6K / month):
```
 pip install SpiffWorkflow 
```

Conda:

 conda install -c conda-forge SpiffWorkflow

Plan (🥉16 · ⭐ 1.2K · 💀) - Writing crontab file in Python like a charm. ❗Unlicensed

GitHub (👨‍💻 7 · 🔀 91 · 📦 86 · 📋 9 - 11% open · ⏱️ 14.05.2020):
```
 git clone https://github.com/fengsp/plan 
```
PyPi (📥 1.2K / month):
```
 pip install plan 
```
Conda:
```
 conda install -c conda-forge plan 
```

gunnery (🥉13 · ⭐ 760 · 💀) - Multipurpose task execution tool for distributed systems with.. Apache-2

GitHub (👨‍💻 8 · 🔀 71 · 📋 37 - 27% open · ⏱️ 29.10.2015):
```
 git clone https://github.com/gunnery/gunnery 
```
PyPi:
```
 pip install gunnery 
```
Conda:
```
 conda install -c conda-forge gunnery 
```

django-schedule (🥉11 · ⭐ 830 · 💀) - A calendaring app for Django. ❗Unlicensed

GitHub (👨‍💻 17 · 🔀 190 · 📋 59 - 32% open · ⏱️ 16.04.2016):
```
 git clone https://github.com/thauber/django-schedule 
```
PyPi:
```
 pip install django-schedule 
```

Conda:

 conda install -c conda-forge django-schedule

Logging

Libraries for generating and working with logs.

🔗 logbook - Logging replacement for Python.

🔗 logging - (Python standard library) Logging facility for Python.

🔗 structlog - Structured logging made easy.

loguru (🥇34 · ⭐ 18K) - Library which aims to bring enjoyable logging in Python. MIT

GitHub (👨‍💻 53 · 🔀 660 · 📦 80K · 📋 950 - 16% open · ⏱️ 01.04.2024):
```
 git clone https://github.com/Delgan/loguru 
```
PyPi (📥 24M / month):
```
 pip install loguru 
```
Conda (📥 2.1M · ⏱️ 24.09.2023):
```
 conda install -c conda-forge loguru 
```

sentry-python (🥉22 · ⭐ 1.7K · 📉) - Sentry SDK for Python. MIT

GitHub (👨‍💻 220 · 🔀 440 · 📥 3.5K · 📋 1.2K - 13% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/getsentry/sentry-python 
```
PyPi:
```
 pip install sentry-python 
```

Conda:

 conda install -c conda-forge sentry-python

Machine Learning

Libraries for Machine Learning.

🔗 scikit-learn - The most popular Python library for Machine Learning.

🔗 Spark ML - Apache Spark's scalable Machine Learning library.

xgboost (🥇39 · ⭐ 26K) - A scalable, portable, and distributed gradient boosting library. Apache-2

GitHub (👨‍💻 640 · 🔀 8.2K · 📥 8.3K · 📦 87K · 📋 5.1K - 7% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/dmlc/xgboost 
```
PyPi (📥 19M / month):
```
 pip install xgboost 
```
Conda (📥 4.6M · ⏱️ 02.04.2024):
```
 conda install -c conda-forge xgboost 
```

gym (🥈33 · ⭐ 34K · 💀) - A toolkit for developing and comparing reinforcement learning.. ❗Unlicensed

GitHub (👨‍💻 380 · 🔀 8.1K · 📦 52K · 📋 1.8K - 4% open · ⏱️ 30.01.2023):
```
 git clone https://github.com/openai/gym 
```
PyPi (📥 490K / month):
```
 pip install gym 
```
Conda (📥 270K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge gym 
```

NuPIC (🥈23 · ⭐ 6.3K · 💤) - Numenta Platform for Intelligent Computing. ❗️AGPL-3.0

GitHub (👨‍💻 120 · 🔀 1.6K · 📥 7 · 📦 21 · 📋 1.8K - 25% open · ⏱️ 31.08.2023):
```
 git clone https://github.com/numenta/nupic 
```
PyPi (📥 2.1K / month):
```
 pip install nupic 
```
Conda:
```
 conda install -c conda-forge nupic 
```

H2O (🥉22 · ⭐ 6.7K) - Open Source Fast Scalable Machine Learning Platform. Apache-2

GitHub (👨‍💻 260 · 🔀 2K · 📦 21 · 📋 9.3K - 28% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/h2oai/h2o-3 
```
PyPi:
```
 pip install h2o-3 
```
Conda:
```
 conda install -c conda-forge h2o-3 
```

MindsDB (🥉21 · ⭐ 21K) - MindsDB is an open source AI layer for existing databases that.. ❗Unlicensed

GitHub (👨‍💻 820 · 🔀 2.7K · 📋 3.7K - 9% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/mindsdb/mindsdb 
```
PyPi (📥 17K / month):
```
 pip install mindsdb 
```
Conda:
```
 conda install -c conda-forge mindsdb 
```

Metrics (🥉15 · ⭐ 1.6K · 💀) - Machine learning evaluation metrics. ❗Unlicensed

GitHub (👨‍💻 7 · 🔀 420 · 📋 19 - 63% open · ⏱️ 09.09.2015):
```
 git clone https://github.com/benhamner/Metrics 
```
PyPi (📥 4K / month):
```
 pip install Metrics 
```
Conda:
```
 conda install -c conda-forge Metrics 
```

vowpal_porpoise (🥉9 · ⭐ 170 · 💀) - A lightweight Python wrapper for [Vowpal.. ❗Unlicensed

GitHub (👨‍💻 14 · 🔀 28 · 📋 9 - 66% open · ⏱️ 07.01.2020):
```
 git clone https://github.com/josephreisinger/vowpal_porpoise 
```
PyPi (📥 11 / month):
```
 pip install vowpal_porpoise 
```

Conda:

 conda install -c conda-forge vowpal_porpoise

Microsoft Windows

Python programming on Microsoft Windows.

🔗 Python(x,y) - Scientific-applications-oriented Python Distribution based on Qt and Spyder.

🔗 pythonlibs - Unofficial Windows binaries for Python extension packages.

🔗 WinPython - Portable development environment for Windows 7/8.

PythonNet (🥇29 · ⭐ 4.3K) - Python Integration with the .NET Common Language Runtime (CLR). MIT

GitHub (👨‍💻 100 · 🔀 600 · 📥 2.7K · 📦 2.2K · 📋 1.4K - 8% open · ⏱️ 28.02.2024):
```
 git clone https://github.com/pythonnet/pythonnet 
```
PyPi (📥 420K / month):
```
 pip install pythonnet 
```

Conda (📥 96K · ⏱️ 11.10.2023):

 conda install -c conda-forge pythonnet

PyWin32 (🥉28 · ⭐ 4.8K) - Python Extensions for Windows. ❗Unlicensed

GitHub (👨‍💻 94 · 🔀 770 · 📥 660K · 📦 180K · 📋 1.8K - 20% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/mhammond/pywin32 
```
PyPi (📥 9.8M / month):
```
 pip install pywin32 
```
Conda (📥 4.9M · ⏱️ 29.09.2023):
```
 conda install -c conda-forge pywin32 
```

Miscellaneous

Useful libraries or tools that don't fit in the categories above.

🔗 tryton - A general purpose business framework.

itsdangerous (🥇33 · ⭐ 2.8K · 💤) - Various helpers to pass trusted data to untrusted.. BSD-3

GitHub (👨‍💻 42 · 🔀 210 · 📦 1M · 📋 110 - 0% open · ⏱️ 06.09.2023):
```
 git clone https://github.com/pallets/itsdangerous 
```
PyPi (📥 76M / month):
```
 pip install itsdangerous 
```

Conda (📥 7M · ⏱️ 16.06.2023):

 conda install -c conda-forge itsdangerous

blinker (🥈32 · ⭐ 1.7K) - A fast Python in-process signal/event dispatching system. MIT

GitHub (👨‍💻 19 · 🔀 170 · 📥 42 · 📦 320K · 📋 47 - 4% open · ⏱️ 01.11.2023):
```
 git clone https://github.com/jek/blinker 
```
PyPi (📥 36M / month):
```
 pip install blinker 
```
Conda (📥 11M · ⏱️ 02.11.2023):
```
 conda install -c conda-forge blinker 
```

boltons (🥉31 · ⭐ 6.4K) - A set of pure-Python utilities. ❗Unlicensed

GitHub (👨‍💻 90 · 🔀 350 · 📥 27 · 📦 6.8K · 📋 160 - 32% open · ⏱️ 31.03.2024):
```
 git clone https://github.com/mahmoud/boltons 
```
PyPi (📥 4M / month):
```
 pip install boltons 
```
Conda (📥 4.5M · ⏱️ 01.04.2024):
```
 conda install -c conda-forge boltons 
```

magenta (🥉26 · ⭐ 19K · 💤) - A tool to generate music and art using artificial intelligence. Apache-2

GitHub (👨‍💻 160 · 🔀 3.6K · 📦 500 · 📋 950 - 38% open · ⏱️ 11.07.2023):
```
 git clone https://github.com/magenta/magenta 
```
PyPi (📥 3.2K / month):
```
 pip install magenta 
```
Conda:
```
 conda install -c conda-forge magenta 
```

pluginbase (🥉22 · ⭐ 1.1K · 💀) - A simple but flexible plugin system for Python. ❗Unlicensed

GitHub (👨‍💻 9 · 🔀 140 · 📦 2.3K · 📋 15 - 20% open · ⏱️ 16.05.2021):
```
 git clone https://github.com/mitsuhiko/pluginbase 
```
PyPi (📥 670K / month):
```
 pip install pluginbase 
```

Conda (📥 310K · ⏱️ 16.06.2023):

 conda install -c conda-forge pluginbase

Natural Language Processing

Libraries for working with human languages.

🔗 nltk - A leading platform for building Python programs to work with human language data.

🔗 spacy - A library for industrial-strength natural language processing in Python and Cython.

gensim (🥇35 · ⭐ 15K) - Topic Modeling for Humans. ❗️LGPL-2.1

GitHub (👨‍💻 450 · 🔀 4.2K · 📥 4.6K · 📦 58K · 📋 1.8K - 20% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/RaRe-Technologies/gensim 
```
PyPi (📥 5M / month):
```
 pip install gensim 
```
Conda (📥 1.2M · ⏱️ 08.02.2024):
```
 conda install -c conda-forge gensim 
```

jieba (🥇33 · ⭐ 32K · 💀) - The most popular Chinese text segmentation library. MIT

GitHub (👨‍💻 49 · 🔀 6.5K · 📦 28K · 📋 840 - 73% open · ⏱️ 15.02.2020):
```
 git clone https://github.com/fxsjy/jieba 
```
PyPi (📥 880K / month):
```
 pip install jieba 
```
Conda (📥 150K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge jieba 
```

pattern (🥈29 · ⭐ 8.7K · 💀) - A web mining module. BSD-3

GitHub (👨‍💻 30 · 🔀 1.5K · 📥 110 · 📦 1.7K · 📋 210 - 63% open · ⏱️ 25.04.2020):
```
 git clone https://github.com/clips/pattern 
```
PyPi (📥 640K / month):
```
 pip install pattern 
```
Conda (📥 16K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pattern 
```

Stanza (🥈25 · ⭐ 7K) - The Stanford NLP Group's official Python library, supporting 60+.. ❗Unlicensed

GitHub (👨‍💻 68 · 🔀 840 · 📦 2.6K · 📋 870 - 11% open · ⏱️ 01.03.2024):
```
 git clone https://github.com/stanfordnlp/stanza 
```
PyPi (📥 200K / month):
```
 pip install stanza 
```
Conda (📥 15K · ⏱️ 01.03.2024):
```
 conda install -c conda-forge stanza 
```

snownlp (🥈24 · ⭐ 6.3K · 💀) - A library for processing Chinese text. MIT

GitHub (👨‍💻 8 · 🔀 1.4K · 📦 1.3K · 📋 110 - 39% open · ⏱️ 19.01.2020):
```
 git clone https://github.com/isnowfy/snownlp 
```
PyPi (📥 81K / month):
```
 pip install snownlp 
```
Conda (📥 2.9K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge snownlp 
```

polyglot (🥉23 · ⭐ 2.2K · 💀) - Natural language pipeline supporting hundreds of languages. ❗Unlicensed

GitHub (👨‍💻 26 · 🔀 330 · 📦 1.2K · 📋 220 - 69% open · ⏱️ 22.09.2020):
```
 git clone https://github.com/aboSamoor/polyglot 
```
PyPi (📥 110K / month):
```
 pip install polyglot 
```
Conda:
```
 conda install -c conda-forge polyglot 
```

PyTorch-NLP (🥉23 · ⭐ 2.2K · 💤) - A toolkit enabling rapid deep learning NLP prototyping for.. BSD-3

GitHub (👨‍💻 18 · 🔀 250 · 📦 660 · 📋 69 - 27% open · ⏱️ 04.07.2023):
```
 git clone https://github.com/PetrochukM/PyTorch-NLP 
```
PyPi (📥 7.7K / month):
```
 pip install PyTorch-NLP 
```

Conda:

 conda install -c conda-forge PyTorch-NLP

pkuseg-python (🥉22 · ⭐ 6.4K · 💀) - A toolkit for Chinese word segmentation in various domains. MIT

GitHub (👨‍💻 6 · 🔀 960 · 📥 180K · 📦 300 · 📋 160 - 75% open · ⏱️ 08.06.2022):
```
 git clone https://github.com/lancopku/pkuseg-python 
```
PyPi:
```
 pip install pkuseg-python 
```

Conda:

 conda install -c conda-forge pkuseg-python

langid.py (🥉18 · ⭐ 2.2K · 💀) - Stand-alone language identification system. ❗Unlicensed

GitHub (👨‍💻 9 · 🔀 300 · 📦 11K · 📋 72 - 36% open · ⏱️ 15.07.2017):
```
 git clone https://github.com/saffsd/langid.py 
```
PyPi:
```
 pip install langid.py 
```

Conda:

 conda install -c conda-forge langid.py

funNLP (🥉17 · ⭐ 63K · 💤) - A collection of tools and datasets for Chinese NLP. ❗Unlicensed

GitHub (👨‍💻 13 · 🔀 14K · 📋 71 - 33% open · ⏱️ 24.08.2023):
```
 git clone https://github.com/fighting41love/funNLP 
```
PyPi (📥 18 / month):
```
 pip install funNLP 
```
Conda:
```
 conda install -c conda-forge funNLP 
```

pytext (🥉16 · ⭐ 6.3K · 💀) - A natural language modeling framework based on PyTorch. ❗Unlicensed

GitHub (👨‍💻 230 · 🔀 790 · 📥 360 · 📦 21 · 📋 140 - 45% open · ⏱️ 17.10.2022):
```
 git clone https://github.com/facebookresearch/pytext 
```
PyPi:
```
 pip install pytext 
```
Conda:
```
 conda install -c conda-forge pytext 
```

Network Virtualization

Tools and libraries for Virtual Networking and SDN (Software Defined Networking).

mininet (🥇27 · ⭐ 5.1K · 💤) - A popular network emulator and API written in Python. BSD-3

GitHub (👨‍💻 81 · 🔀 1.7K · 📥 580K · 📦 310 · 📋 710 - 37% open · ⏱️ 17.09.2023):
```
 git clone https://github.com/mininet/mininet 
```
PyPi (📥 4K / month):
```
 pip install mininet 
```
Conda:
```
 conda install -c conda-forge mininet 
```

napalm (🥇27 · ⭐ 2.2K) - Cross-vendor API to manipulate network devices. Apache-2

GitHub (👨‍💻 210 · 🔀 520 · 📦 1.5K · 📋 630 - 20% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/napalm-automation/napalm 
```
PyPi (📥 53K / month):
```
 pip install napalm 
```
Conda:
```
 conda install -c conda-forge napalm 
```

pox (🥉20 · ⭐ 610 · 💀) - A Python-based SDN control applications, such as OpenFlow SDN.. Apache-2

GitHub (👨‍💻 26 · 🔀 440 · 📋 200 - 15% open · ⏱️ 20.05.2020):
```
 git clone https://github.com/noxrepo/pox 
```
PyPi (📥 18M / month):
```
 pip install pox 
```
Conda (📥 410K · ⏱️ 28.01.2024):
```
 conda install -c conda-forge pox 
```

News Feed

Libraries for building user's activities.

django-activity-stream (🥇26 · ⭐ 2.3K) - Generating generic activity streams from the actions.. BSD-3

GitHub (👨‍💻 110 · 🔀 460 · 📥 9 · 📦 1.2K · 📋 310 - 5% open · ⏱️ 04.10.2023):
```
 git clone https://github.com/justquick/django-activity-stream 
```
PyPi (📥 77K / month):
```
 pip install django-activity-stream 
```

Conda:

 conda install -c conda-forge django-activity-stream

Stream Framework (🥉16 · ⭐ 4.7K · 💀) - Building news feed and notification systems using.. ❗Unlicensed

GitHub (👨‍💻 26 · 🔀 520 · 📋 180 - 35% open · ⏱️ 15.07.2020):
```
 git clone https://github.com/tschellenbach/Stream-Framework 
```
PyPi (📥 620 / month):
```
 pip install Stream-Framework 
```

Conda:

 conda install -c conda-forge Stream-Framework

ORM

Libraries that implement Object-Relational Mapping or data mapping techniques.

🔗 Django Models - The Django ORM.

🔗 SQLAlchemy - The Python SQL Toolkit and Object Relational Mapper.

🔗 awesome-sqlalchemy ( ⭐ 2.7K) - A curated list of awesome tools for SQLAlchemy.

peewee (🥇36 · ⭐ 11K) - A small, expressive ORM. MIT

GitHub (👨‍💻 150 · 🔀 1.3K · 📦 28K · ⏱️ 09.04.2024):
```
 git clone https://github.com/coleifer/peewee 
```
PyPi (📥 2.4M / month):
```
 pip install peewee 
```
Conda (📥 620K · ⏱️ 05.02.2024):
```
 conda install -c conda-forge peewee 
```

mongoengine (🥈35 · ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT

GitHub (👨‍💻 390 · 🔀 1.2K · 📦 24K · 📋 1.7K - 20% open · ⏱️ 10.03.2024):
```
 git clone https://github.com/MongoEngine/mongoengine 
```
PyPi (📥 1.2M / month):
```
 pip install mongoengine 
```

Conda (📥 240K · ⏱️ 28.09.2023):

 conda install -c conda-forge mongoengine

PynamoDB (🥈30 · ⭐ 2.4K) - A Pythonic interface for [Amazon.. MIT

GitHub (👨‍💻 110 · 🔀 420 · 📦 1.7K · 📋 600 - 37% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/pynamodb/PynamoDB 
```
PyPi (📥 2M / month):
```
 pip install PynamoDB 
```
Conda (📥 550K · ⏱️ 17.01.2024):
```
 conda install -c conda-forge PynamoDB 
```

dataset (🥈26 · ⭐ 4.7K · 💤) - Store Python dicts in a database - works with SQLite, MySQL, and.. MIT

GitHub (👨‍💻 78 · 🔀 290 · 📦 3.8K · 📋 290 - 9% open · ⏱️ 12.07.2023):
```
 git clone https://github.com/pudo/dataset 
```
PyPi (📥 120K / month):
```
 pip install dataset 
```
Conda (📥 8.2K · ⏱️ 12.07.2023):
```
 conda install -c conda-forge dataset 
```

orator (🥉25 · ⭐ 1.4K · 💀) - The Orator ORM provides a simple yet beautiful ActiveRecord.. MIT

GitHub (👨‍💻 32 · 🔀 160 · 📦 590 · 📋 320 - 42% open · ⏱️ 13.03.2022):
```
 git clone https://github.com/sdispater/orator 
```
PyPi (📥 25K / month):
```
 pip install orator 
```
Conda (📥 3.2K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge orator 
```

pony (🥉21 · ⭐ 3.5K · 💤) - ORM that provides a generator-oriented interface to SQL. Apache-2

GitHub (🔀 240 · 📥 96 · 📦 3.9K · 📋 630 - 47% open · ⏱️ 25.09.2023):
```
 git clone https://github.com/ponyorm/pony/ 
```
Conda:
```
 conda install -c conda-forge 
```

orm (🥉21 · ⭐ 1.8K · 💀) - An async ORM. BSD-3

GitHub (👨‍💻 18 · 🔀 97 · 📦 510 · 📋 80 - 20% open · ⏱️ 30.08.2022):
```
 git clone https://github.com/encode/orm 
```
PyPi (📥 7.6K / month):
```
 pip install orm 
```
Conda:
```
 conda install -c conda-forge orm 
```

pydal (🥉18 · ⭐ 480) - A pure Python Database Abstraction Layer. BSD-3

GitHub (🔀 130 · 📦 460 · 📋 310 - 45% open · ⏱️ 16.01.2024):
```
 git clone https://github.com/web2py/pydal/ 
```
Conda:
```
 conda install -c conda-forge 
```

hot-redis (🥉17 · ⭐ 290 · 💀) - Rich Python data types for Redis. BSD-2

GitHub (👨‍💻 6 · 🔀 30 · 📦 29 · 📋 11 - 54% open · ⏱️ 16.10.2018):
```
 git clone https://github.com/stephenmcd/hot-redis 
```
PyPi (📥 780 / month):
```
 pip install hot-redis 
```

Conda:

 conda install -c conda-forge hot-redis

redisco (🥉14 · ⭐ 440 · 💀) - A Python Library for Simple Models and Containers Persisted in Redis. MIT

GitHub (👨‍💻 20 · 🔀 78 · 📋 51 - 68% open · ⏱️ 06.06.2016):
```
 git clone https://github.com/kiddouk/redisco 
```
PyPi (📥 330 / month):
```
 pip install redisco 
```
Conda:
```
 conda install -c conda-forge redisco 
```

Package Management

Libraries for package and dependency management.

🔗 pip - The package installer for Python.

🔗 PyPI

pip-tools (🥇32 · ⭐ 7.5K) - A set of tools to keep your pinned Python dependencies fresh. BSD-3

GitHub (👨‍💻 210 · 🔀 530 · 📦 27K · 📋 1K - 14% open · ⏱️ 25.03.2024):
```
 git clone https://github.com/jazzband/pip-tools 
```
PyPi (📥 12M / month):
```
 pip install pip-tools 
```

Conda (📥 140K · ⏱️ 06.03.2024):

 conda install -c conda-forge pip-tools

poetry (🥉31 · ⭐ 29K) - Python dependency management and packaging made easy. MIT

GitHub (👨‍💻 550 · 🔀 2.2K · 📥 15M · 📋 5.6K - 10% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/sdispater/poetry 
```
PyPi (📥 34M / month):
```
 pip install poetry 
```
Conda (📥 1.2M · ⏱️ 03.03.2024):
```
 conda install -c conda-forge poetry 
```

conda (🥉22 · ⭐ 6.1K) - Cross-platform, Python-agnostic binary package manager. ❗Unlicensed

GitHub (🔀 1.5K · 📥 270 · 📦 46K · 📋 9.5K - 6% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/conda/conda/ 
```
Conda:
```
 conda install -c conda-forge 
```

Package Repositories

Local PyPI repository server and proxies.

devpi (🥇20 · ⭐ 820) - PyPI server and packaging/testing/release tool. ❗Unlicensed

GitHub (👨‍💻 99 · 🔀 120 · 📦 250 · 📋 780 - 10% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/devpi/devpi 
```
PyPi (📥 4K / month):
```
 pip install devpi 
```
Conda:
```
 conda install -c conda-forge devpi 
```

warehouse (🥈15 · ⭐ 3.5K) - Next generation Python Package Repository (PyPI). Apache-2

GitHub (👨‍💻 380 · 🔀 880 · 📋 3.2K - 13% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/pypa/warehouse 
```
PyPi:
```
 pip install warehouse 
```

Conda:

 conda install -c conda-forge warehouse

localshop (🥈15 · ⭐ 390 · 💀) - Local PyPI server (custom packages and auto-mirroring of pypi). MIT

GitHub (👨‍💻 46 · 🔀 110 · 📦 5 · 📋 110 - 30% open · ⏱️ 17.07.2022):
```
 git clone https://github.com/jazzband/localshop 
```
PyPi (📥 61 / month):
```
 pip install localshop 
```

Conda:

 conda install -c conda-forge localshop

bandersnatch (🥉13 · ⭐ 410) - PyPI mirroring tool provided by Python Packaging Authority.. ❗️AFL-3.0

GitHub (🔀 120 · 📋 260 - 17% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/pypa/bandersnatch/ 
```
Conda:
```
 conda install -c conda-forge 
```

Penetration Testing

Frameworks and tools for penetration testing.

sqlmap (🥇26 · ⭐ 30K) - Automatic SQL injection and database takeover tool. ❗Unlicensed

GitHub (👨‍💻 140 · 🔀 5.4K · 📦 21 · 📋 5.1K - 1% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/sqlmapproject/sqlmap 
```
PyPi (📥 10K / month):
```
 pip install sqlmap 
```
Conda:
```
 conda install -c conda-forge sqlmap 
```

fsociety (🥉23 · ⭐ 10K · 💀) - A Penetration testing framework. MIT

GitHub (👨‍💻 22 · 🔀 1.8K · 📦 21 · 📋 140 - 35% open · ⏱️ 06.09.2022):
```
 git clone https://github.com/Manisso/fsociety 
```
PyPi (📥 1.8K / month):
```
 pip install fsociety 
```
Conda:
```
 conda install -c conda-forge fsociety 
```

setoolkit (🥉19 · ⭐ 10K · 💀) - A toolkit for social engineering. ❗Unlicensed

GitHub (👨‍💻 85 · 🔀 2.5K · 📦 20 · 📋 900 - 31% open · ⏱️ 26.01.2022):
```
 git clone https://github.com/trustedsec/social-engineer-toolkit 
```
PyPi:
```
 pip install social-engineer-toolkit 
```

Conda:

 conda install -c conda-forge social-engineer-toolkit

Permissions

Libraries that allow or deny users access to data or functionality.

django-guardian (🥇28 · ⭐ 3.5K · 💀) - Implementation of per object permissions for Django.. ❗Unlicensed

GitHub (👨‍💻 160 · 🔀 540 · 📦 6.6K · 📋 450 - 28% open · ⏱️ 25.03.2022):
```
 git clone https://github.com/django-guardian/django-guardian 
```
PyPi (📥 480K / month):
```
 pip install django-guardian 
```

Conda (📥 51K · ⏱️ 16.06.2023):

 conda install -c conda-forge django-guardian

django-rules (🥉24 · ⭐ 1.8K) - A tiny but powerful app providing object-level permissions to.. MIT

GitHub (👨‍💻 31 · 🔀 140 · 📦 1.6K · 📋 110 - 21% open · ⏱️ 25.03.2024):
```
 git clone https://github.com/dfunckt/django-rules 
```
PyPi (📥 500 / month):
```
 pip install django-rules 
```

Conda:

 conda install -c conda-forge django-rules

Processes

Libraries for starting and communicating with OS processes.

🔗 sarge - Yet another wrapper for subprocess.

sh (🥇32 · ⭐ 6.8K) - A full-fledged subprocess replacement for Python. MIT

GitHub (👨‍💻 98 · 🔀 480 · 📦 14K · 📋 470 - 1% open · ⏱️ 13.03.2024):
```
 git clone https://github.com/amoffat/sh 
```
PyPi (📥 7.2M / month):
```
 pip install sh 
```
Conda (📥 190K · ⏱️ 10.08.2023):
```
 conda install -c conda-forge sh 
```

delegator.py (🥉21 · ⭐ 1.7K · 💀) - .. MIT

GitHub (👨‍💻 23 · 🔀 89 · 📦 600 · 📋 45 - 17% open · ⏱️ 06.05.2019):
```
 git clone https://github.com/amitt001/delegator.py 
```
PyPi (📥 46K / month):
```
 pip install delegator.py 
```

Conda:

 conda install -c conda-forge delegator.py

Recommender Systems

Libraries for building recommender systems.

annoy (🥇29 · ⭐ 13K · 💤) - Approximate Nearest Neighbors in C++/Python optimized for memory.. Apache-2

GitHub (👨‍💻 88 · 🔀 1.1K · 📦 3.7K · 📋 390 - 12% open · ⏱️ 20.08.2023):
```
 git clone https://github.com/spotify/annoy 
```
PyPi (📥 1.2M / month):
```
 pip install annoy 
```
Conda:
```
 conda install -c conda-forge annoy 
```

lightfm (🥈27 · ⭐ 4.6K · 💤) - A Python implementation of a number of popular recommendation.. Apache-2

GitHub (👨‍💻 47 · 🔀 670 · 📦 1.4K · 📋 500 - 28% open · ⏱️ 30.04.2023):
```
 git clone https://github.com/lyst/lightfm 
```
PyPi (📥 620K / month):
```
 pip install lightfm 
```
Conda (📥 170K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge lightfm 
```

implicit (🥈26 · ⭐ 3.4K) - A fast Python implementation of collaborative filtering for implicit.. MIT

GitHub (👨‍💻 34 · 🔀 580 · 📥 710 · 📦 1.3K · 📋 480 - 16% open · ⏱️ 21.11.2023):
```
 git clone https://github.com/benfred/implicit 
```
PyPi (📥 160K / month):
```
 pip install implicit 
```
Conda (📥 580K · ⏱️ 21.11.2023):
```
 conda install -c conda-forge implicit 
```

Surprise (🥉21 · ⭐ 6.2K · 💀) - A scikit for building and analyzing recommender systems. BSD-3

GitHub (👨‍💻 45 · 🔀 980 · 📦 21 · 📋 380 - 19% open · ⏱️ 27.01.2023):
```
 git clone https://github.com/NicolasHug/Surprise 
```
PyPi (📥 21K / month):
```
 pip install Surprise 
```
Conda:
```
 conda install -c conda-forge Surprise 
```

spotlight (🥉18 · ⭐ 2.9K · 💀) - Deep recommender models using PyTorch. MIT

GitHub (👨‍💻 11 · 🔀 410 · 📋 110 - 56% open · ⏱️ 09.02.2020):
```
 git clone https://github.com/maciejkula/spotlight 
```
PyPi (📥 730 / month):
```
 pip install spotlight 
```

Conda:

 conda install -c conda-forge spotlight

tensorrec (🥉18 · ⭐ 1.2K · 💀) - A Recommendation Engine Framework in TensorFlow. Apache-2

GitHub (👨‍💻 9 · 🔀 220 · 📦 34 · 📋 130 - 28% open · ⏱️ 04.02.2020):
```
 git clone https://github.com/jfkirk/tensorrec 
```
PyPi (📥 260 / month):
```
 pip install tensorrec 
```

Conda:

 conda install -c conda-forge tensorrec

fastFM (🥉18 · ⭐ 1.1K · 💀) - A library for Factorization Machines. ❗Unlicensed

GitHub (👨‍💻 20 · 🔀 200 · 📥 600 · 📦 120 · 📋 110 - 43% open · ⏱️ 24.03.2021):
```
 git clone https://github.com/ibayer/fastFM 
```
PyPi (📥 460 / month):
```
 pip install fastFM 
```
Conda:
```
 conda install -c conda-forge fastFM 
```

libffm (🥉13 · ⭐ 1.6K · 💀) - A library for Field-aware Factorization Machine (FFM). BSD-3

GitHub (👨‍💻 5 · 🔀 420 · 📋 36 - 55% open · ⏱️ 22.02.2019):
```
 git clone https://github.com/guestwalk/libffm 
```
PyPi:
```
 pip install libffm 
```
Conda:
```
 conda install -c conda-forge libffm 
```

Refactoring

Refactoring tools and libraries for Python

🔗 Bicycle Repair Man - Bicycle Repair Man, a refactoring tool for Python.

🔗 Bowler - Safe code refactoring for modern Python.

Rope (🥇32 · ⭐ 1.8K · 📈) - Rope is a python refactoring library. ❗️LGPL-3.0

GitHub (👨‍💻 81 · 🔀 160 · 📥 28 · 📦 73K · 📋 350 - 26% open · ⏱️ 04.04.2024):
```
 git clone https://github.com/python-rope/rope 
```
PyPi (📥 900K / month):
```
 pip install rope 
```
Conda (📥 1.4M · ⏱️ 24.03.2024):
```
 conda install -c conda-forge rope 
```

RESTful API

Libraries for building RESTful APIs.

🔗 django-rest-framework - A powerful and flexible toolkit to build web APIs.

🔗 django-tastypie - Creating delicious APIs for Django apps.

🔗 vibora - Fast, efficient and asynchronous Web framework inspired by Flask.

fastapi (🥇40 · ⭐ 70K · 📈) - A modern, fast, web framework for building APIs with Python 3.6+ based.. MIT

GitHub (👨‍💻 620 · 🔀 5.8K · 📦 340K · 📋 3.4K - 1% open · ⏱️ 06.04.2024):
```
 git clone https://github.com/tiangolo/fastapi 
```
PyPi (📥 31M / month):
```
 pip install fastapi 
```
Conda (📥 2M · ⏱️ 08.04.2024):
```
 conda install -c conda-forge fastapi 
```

falcon (🥈34 · ⭐ 9.4K) - A high-performance framework for building cloud APIs and web app.. Apache-2

GitHub (👨‍💻 200 · 🔀 910 · 📥 7.2K · 📦 9.1K · 📋 1K - 15% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/falconry/falcon 
```
PyPi (📥 780K / month):
```
 pip install falcon 
```
Conda (📥 360K · ⏱️ 07.12.2023):
```
 conda install -c conda-forge falcon 
```

flask-restful (🥈33 · ⭐ 6.8K · 💤) - Quickly building REST APIs for Flask. BSD-3

GitHub (👨‍💻 160 · 🔀 1K · 📦 110K · 📋 560 - 17% open · ⏱️ 21.05.2023):
```
 git clone https://github.com/flask-restful/flask-restful 
```
PyPi (📥 1.9M / month):
```
 pip install flask-restful 
```

Conda (📥 180K · ⏱️ 16.06.2023):

 conda install -c conda-forge flask-restful

sanic (🥈32 · ⭐ 18K) - A Python 3.6+ web server and web framework that's written to go fast. MIT

GitHub (👨‍💻 340 · 🔀 1.5K · 📦 17K · 📋 1.4K - 6% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/huge-success/sanic 
```
PyPi (📥 840K / month):
```
 pip install sanic 
```
Conda (📥 320K · ⏱️ 09.01.2024):
```
 conda install -c conda-forge sanic 
```

hug (🥉29 · ⭐ 6.8K · 💤) - A Python 3 framework for cleanly exposing APIs. MIT

GitHub (👨‍💻 120 · 🔀 380 · 📦 4.9K · 📋 460 - 35% open · ⏱️ 30.06.2023):
```
 git clone https://github.com/hugapi/hug 
```
PyPi (📥 66K / month):
```
 pip install hug 
```
Conda (📥 190K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge hug 
```

flask-api (🥉26 · ⭐ 1.4K) - Browsable Web APIs for Flask. ❗Unlicensed

GitHub (👨‍💻 35 · 🔀 180 · 📦 6.2K · 📋 69 - 21% open · ⏱️ 20.02.2024):
```
 git clone https://github.com/flask-api/flask-api 
```
PyPi (📥 130K / month):
```
 pip install flask-api 
```

Conda:

 conda install -c conda-forge flask-api

eve (🥉24 · ⭐ 6.7K · 💤) - REST API framework powered by Flask, MongoDB and good intentions. ❗Unlicensed

GitHub (👨‍💻 210 · 🔀 730 · 📦 1.1K · 📋 970 - 2% open · ⏱️ 10.07.2023):
```
 git clone https://github.com/pyeve/eve 
```
PyPi (📥 14K / month):
```
 pip install eve 
```
Conda:
```
 conda install -c conda-forge eve 
```

apistar (🥉24 · ⭐ 5.6K · 💀) - A smart Web API framework, designed for Python 3. BSD-3

GitHub (👨‍💻 91 · 🔀 400 · 📦 760 · 📋 310 - 7% open · ⏱️ 31.08.2021):
```
 git clone https://github.com/encode/apistar 
```
PyPi (📥 8.1K / month):
```
 pip install apistar 
```
Conda (📥 130K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge apistar 
```

cornice (🥉22 · ⭐ 380) - A RESTful framework for Pyramid. ❗Unlicensed

GitHub (👨‍💻 120 · 🔀 140 · 📦 860 · 📋 240 - 20% open · ⏱️ 04.04.2024):
```
 git clone https://github.com/Cornices/cornice 
```
PyPi (📥 46K / month):
```
 pip install cornice 
```
Conda (📥 250 · ⏱️ 14.10.2023):
```
 conda install -c conda-forge cornice 
```

sandman2 (🥉20 · ⭐ 2K · 💀) - Automated REST APIs for existing database-driven systems. Apache-2

GitHub (👨‍💻 23 · 🔀 210 · 📦 26 · 📋 88 - 40% open · ⏱️ 21.12.2020):
```
 git clone https://github.com/jeffknupp/sandman2 
```
PyPi (📥 160 / month):
```
 pip install sandman2 
```
Conda:
```
 conda install -c conda-forge sandman2 
```

Robotics

Libraries for robotics.

🔗 rospy - This is a library for ROS (Robot Operating System).

PythonRobotics (🥇19 · ⭐ 22K) - This is a compilation of various robotics algorithms.. ❗Unlicensed

GitHub (👨‍💻 120 · 🔀 5.9K · 📦 21 · 📋 340 - 4% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/AtsushiSakai/PythonRobotics 
```
PyPi:
```
 pip install PythonRobotics 
```

Conda:

 conda install -c conda-forge PythonRobotics

RPC Servers

RPC-compatible servers.

zeroRPC (🥇14 · ⭐ 3.1K · 💀) - zerorpc is a flexible RPC implementation based on.. ❗Unlicensed

GitHub (👨‍💻 38 · 🔀 370 · 📋 170 - 26% open · ⏱️ 06.01.2022):
```
 git clone https://github.com/0rpc/zerorpc-python 
```
PyPi:
```
 pip install zerorpc-python 
```

Conda (📥 3K · ⏱️ 18.06.2023):

 conda install -c conda-forge zerorpc-python

Science

Libraries for scientific computing.

🔗 astropy - A community Python library for Astronomy.

🔗 Biopython - Biopython is a set of freely available tools for biological computation.

🔗 cclib - A library for parsing and interpreting the results of computational chemistry packages.

🔗 Colour - Implementing a comprehensive number of colour theory transformations and algorithms.

🔗 NetworkX - A high-productivity software for complex networks.

🔗 NIPY - A collection of neuroimaging toolkits.

🔗 NumPy - A fundamental package for scientific computing with Python.

🔗 Open Babel - A chemical toolbox designed to speak the many languages of chemical data.

🔗 PyDy - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.

🔗 QuTiP - Quantum Toolbox in Python.

🔗 RDKit - Cheminformatics and Machine Learning Software.

🔗 SciPy - A Python-based ecosystem of open-source software for mathematics, science, and engineering.

🔗 SimPy - A process-based discrete-event simulation framework.

SymPy (🥇38 · ⭐ 12K) - A Python library for symbolic mathematics. ❗Unlicensed

GitHub (👨‍💻 1.3K · 🔀 4.2K · 📥 540K · 📦 130K · 📋 13K - 33% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/sympy/sympy 
```
PyPi (📥 28M / month):
```
 pip install sympy 
```
Conda (📥 5.2M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sympy 
```

statsmodels (🥈35 · ⭐ 9.5K) - Statistical modeling and econometrics in Python. BSD-3

GitHub (👨‍💻 420 · 🔀 2.6K · 📥 30 · 📦 120K · 📋 5.3K - 48% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/statsmodels/statsmodels 
```
PyPi (📥 17M / month):
```
 pip install statsmodels 
```

Conda (📥 13M · ⏱️ 14.12.2023):

 conda install -c conda-forge statsmodels

Zipline (🥈30 · ⭐ 17K · 💀) - A Pythonic algorithmic trading library. Apache-2

GitHub (👨‍💻 160 · 🔀 4.1K · 📦 990 · 📋 980 - 33% open · ⏱️ 14.10.2020):
```
 git clone https://github.com/quantopian/zipline 
```
PyPi (📥 2.8K / month):
```
 pip install zipline 
```
Conda (📥 7.5K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge zipline 
```

PyMC (🥉29 · ⭐ 8.1K) - Markov Chain Monte Carlo sampling toolkit. ❗Unlicensed

GitHub (👨‍💻 490 · 🔀 1.8K · 📥 1.9K · 📦 3K · 📋 3.2K - 6% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/pymc-devs/pymc3 
```
PyPi (📥 870K / month):
```
 pip install pymc3 
```
Conda (📥 550K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pymc3 
```

Karate Club (🥉23 · ⭐ 2.1K) - Unsupervised machine learning toolbox for graph structured data. ❗️GPL-3.0

GitHub (👨‍💻 20 · 🔀 230 · 📦 230 · 📋 120 - 4% open · ⏱️ 05.03.2024):
```
 git clone https://github.com/benedekrozemberczki/karateclub 
```
PyPi (📥 3.4K / month):
```
 pip install karateclub 
```

Conda (📥 22K · ⏱️ 16.06.2023):

 conda install -c conda-forge karateclub

bcbio-nextgen (🥉20 · ⭐ 970) - Providing best-practice pipelines for fully automated high.. MIT

GitHub (👨‍💻 97 · 🔀 350 · 📋 3K - 4% open · ⏱️ 07.02.2024):
```
 git clone https://github.com/chapmanb/bcbio-nextgen 
```
PyPi (📥 49 / month):
```
 pip install bcbio-nextgen 
```

Conda:

 conda install -c conda-forge bcbio-nextgen

ObsPy (🥉18 · ⭐ 1.1K) - A Python toolbox for seismology. ❗Unlicensed

GitHub (🔀 520 · 📥 7K · 📋 1.7K - 10% open · ⏱️ 23.02.2024):
```
 git clone https://github.com/obspy/obspy/wiki/ 
```
Conda:
```
 conda install -c conda-forge 
```

bccb (🥉17 · ⭐ 590) - Collection of useful code related to biological analysis. ❗Unlicensed

GitHub (👨‍💻 35 · 🔀 230 · 📦 310 · 📋 79 - 21% open · ⏱️ 29.01.2024):
```
 git clone https://github.com/chapmanb/bcbb 
```
PyPi:
```
 pip install bcbb 
```
Conda:
```
 conda install -c conda-forge bcbb 
```

Search

Libraries and software for indexing and performing search queries on data.

🔗 elasticsearch-py - The official low-level Python client for..

🔗 whoosh - A fast, pure Python search engine library.

django-haystack (🥇31 · ⭐ 3.5K) - Modular search for Django. ❗Unlicensed

GitHub (👨‍💻 210 · 🔀 1.2K · 📦 9.6K · 📋 1.2K - 36% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/django-haystack/django-haystack 
```
PyPi (📥 130K / month):
```
 pip install django-haystack 
```

Conda (📥 5.9K · ⏱️ 11.02.2024):

 conda install -c conda-forge django-haystack

pysolr (🥉27 · ⭐ 660) - A lightweight Python wrapper for [Apache.. BSD-3

GitHub (👨‍💻 72 · 🔀 310 · 📦 3.4K · 📋 150 - 15% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/django-haystack/pysolr 
```
PyPi (📥 320K / month):
```
 pip install pysolr 
```
Conda (📥 27K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pysolr 
```

elasticsearch-dsl-py (🥉23 · ⭐ 3.8K) - The official high-level Python client for.. Apache-2

GitHub (👨‍💻 130 · 🔀 780 · 📥 200 · 📦 10K · 📋 1.3K - 5% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/elastic/elasticsearch-dsl-py 
```
PyPi:
```
 pip install elasticsearch-dsl-py 
```

Conda:

 conda install -c conda-forge elasticsearch-dsl-py

Serialization

Libraries for serializing complex data types

marshmallow (🥇32 · ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT

GitHub (👨‍💻 210 · 🔀 610 · 📦 130K · 📋 1.2K - 12% open · ⏱️ 01.04.2024):
```
 git clone https://github.com/marshmallow-code/marshmallow 
```
PyPi (📥 45M / month):
```
 pip install marshmallow 
```

Conda (📥 2.3M · ⏱️ 04.03.2024):

 conda install -c conda-forge marshmallow

python-rapidjson (🥈25 · ⭐ 490) - A Python wrapper around.. ❗Unlicensed

GitHub (👨‍💻 23 · 🔀 45 · 📦 5.2K · 📋 110 - 10% open · ⏱️ 28.02.2024):
```
 git clone https://github.com/python-rapidjson/python-rapidjson 
```
PyPi (📥 1.6M / month):
```
 pip install python-rapidjson 
```

Conda (📥 1.6M · ⏱️ 28.02.2024):

 conda install -c conda-forge python-rapidjson

pysimdjson (🥉24 · ⭐ 630) - A Python bindings for.. ❗Unlicensed

GitHub (👨‍💻 14 · 🔀 50 · 📦 1.3K · 📋 84 - 7% open · ⏱️ 05.02.2024):
```
 git clone https://github.com/TkTech/pysimdjson 
```
PyPi (📥 950K / month):
```
 pip install pysimdjson 
```

Conda (📥 86K · ⏱️ 06.02.2024):

 conda install -c conda-forge pysimdjson

ultrajson (🥉15 · ⭐ 4.2K) - A fast JSON decoder and encoder written in C with Python.. ❗Unlicensed

GitHub (👨‍💻 88 · 🔀 340 · 📋 340 - 7% open · ⏱️ 01.04.2024):
```
 git clone https://github.com/esnme/ultrajson 
```
PyPi:
```
 pip install ultrajson 
```

Conda:

 conda install -c conda-forge ultrajson

Serverless Frameworks

Frameworks for developing serverless Python code.

Zappa (🥇28 · ⭐ 12K · 💀) - A tool for deploying WSGI applications on AWS Lambda and API Gateway. MIT

GitHub (👨‍💻 260 · 🔀 1.2K · 📥 320 · 📦 21 · 📋 1.3K - 47% open · ⏱️ 20.02.2021):
```
 git clone https://github.com/Miserlou/Zappa 
```
PyPi (📥 150K / month):
```
 pip install Zappa 
```
Conda:
```
 conda install -c conda-forge Zappa 
```

python-lambda (🥉22 · ⭐ 1.5K · 💀) - A toolkit for developing and deploying Python code in AWS.. ISC

GitHub (👨‍💻 48 · 🔀 220 · 📦 210 · 📋 93 - 41% open · ⏱️ 03.06.2022):
```
 git clone https://github.com/nficano/python-lambda 
```
PyPi (📥 6.2K / month):
```
 pip install python-lambda 
```

Conda:

 conda install -c conda-forge python-lambda

Shell

Shells based on Python.

xonsh (🥇19 · ⭐ 7.9K) - A Python-powered, cross-platform, Unix-gazing shell language and.. ❗Unlicensed

GitHub (🔀 610 · 📥 9.9K · 📦 670 · 📋 2.5K - 11% open · ⏱️ 11.04.2024):
```
 git clone https://github.com/xonsh/xonsh/ 
```
Conda:
```
 conda install -c conda-forge 
```

Specific Formats Processing

Libraries for parsing and manipulating specific text formats.

🔗 openpyxl - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.

🔗 ReportLab - Allowing Rapid creation of rich PDF documents.

🔗 PyYAML - YAML implementations for Python.

Mistune (🥇33 · ⭐ 2.4K) - Fastest and full featured pure Python parsers of Markdown. BSD-3

GitHub (👨‍💻 44 · 🔀 240 · 📦 280K · 📋 280 - 9% open · ⏱️ 04.04.2024):
```
 git clone https://github.com/lepture/mistune 
```
PyPi (📥 23M / month):
```
 pip install mistune 
```
Conda (📥 17M · ⏱️ 02.11.2023):
```
 conda install -c conda-forge mistune 
```

XlsxWriter (🥇32 · ⭐ 3.5K) - A Python module for creating Excel .xlsx files. BSD-2

GitHub (👨‍💻 52 · 🔀 610 · 📦 75K · 📋 930 - 1% open · ⏱️ 06.04.2024):
```
 git clone https://github.com/jmcnamara/XlsxWriter 
```
PyPi (📥 18M / month):
```
 pip install XlsxWriter 
```

Conda (📥 3.2M · ⏱️ 05.11.2023):

 conda install -c conda-forge XlsxWriter

PyPDF2 (🥈31 · ⭐ 7.3K) - A library capable of splitting, merging and transforming PDF pages. ❗Unlicensed

GitHub (👨‍💻 220 · 🔀 1.2K · 📦 74K · 📋 1K - 7% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/mstamy2/PyPDF2 
```
PyPi (📥 6.3M / month):
```
 pip install PyPDF2 
```
Conda (📥 540K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge PyPDF2 
```

python-docx (🥈30 · ⭐ 4.2K) - Reads, queries and modifies Microsoft Word 2007/2008 docx files. MIT

GitHub (👨‍💻 16 · 🔀 940 · 📦 26K · 📋 1.2K - 43% open · ⏱️ 04.11.2023):
```
 git clone https://github.com/python-openxml/python-docx 
```
PyPi (📥 4.3M / month):
```
 pip install python-docx 
```

Conda (📥 180K · ⏱️ 04.11.2023):

 conda install -c conda-forge python-docx

Python-Markdown (🥈29 · ⭐ 3.6K) - A Python implementation of John Grubers Markdown. BSD-3

GitHub (👨‍💻 170 · 🔀 830 · 📥 61 · 📦 350K · 📋 870 - 2% open · ⏱️ 18.03.2024):
```
 git clone https://github.com/waylan/Python-Markdown 
```
PyPi:
```
 pip install Python-Markdown 
```

Conda:

 conda install -c conda-forge Python-Markdown

csvkit (🥈28 · ⭐ 5.8K) - Utilities for converting to and working with CSV. MIT

GitHub (👨‍💻 110 · 🔀 590 · 📦 1.6K · 📋 900 - 3% open · ⏱️ 28.03.2024):
```
 git clone https://github.com/wireservice/csvkit 
```
PyPi (📥 200K / month):
```
 pip install csvkit 
```
Conda (📥 110K · ⏱️ 28.03.2024):
```
 conda install -c conda-forge csvkit 
```

PDFMiner (🥉27 · ⭐ 5.2K · 💀) - A tool for extracting information from PDF documents. MIT

GitHub (👨‍💻 28 · 🔀 1K · 📦 8.2K · 📋 240 - 82% open · ⏱️ 18.01.2020):
```
 git clone https://github.com/euske/pdfminer 
```
PyPi (📥 200K / month):
```
 pip install pdfminer 
```
Conda (📥 37K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pdfminer 
```

xlwings (🥉27 · ⭐ 2.8K) - A BSD-licensed library that makes it easy to call Python from.. ❗Unlicensed

GitHub (👨‍💻 65 · 🔀 480 · 📥 17K · 📦 31K · 📋 1.9K - 17% open · ⏱️ 02.04.2024):
```
 git clone https://github.com/ZoomerAnalytics/xlwings 
```
PyPi (📥 170K / month):
```
 pip install xlwings 
```
Conda (📥 730K · ⏱️ 03.04.2024):
```
 conda install -c conda-forge xlwings 
```

pyexcel (🥉27 · ⭐ 1.2K · 💤) - Providing one API for reading, manipulating and writing csv,.. ❗Unlicensed

GitHub (👨‍💻 21 · 🔀 160 · 📥 190 · 📦 4K · 📋 220 - 9% open · ⏱️ 16.07.2023):
```
 git clone https://github.com/pyexcel/pyexcel 
```
PyPi (📥 340K / month):
```
 pip install pyexcel 
```
Conda (📥 65K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pyexcel 
```

tablib (🥉26 · ⭐ 4.5K · 📉) - A module for Tabular Datasets in XLS, CSV, JSON, YAML. MIT

GitHub (👨‍💻 130 · 🔀 560 · 📋 250 - 10% open · ⏱️ 05.04.2024):
```
 git clone https://github.com/jazzband/tablib 
```
PyPi (📥 2M / month):
```
 pip install tablib 
```
Conda (📥 95K · ⏱️ 04.04.2024):
```
 conda install -c conda-forge tablib 
```

unoconv (🥉23 · ⭐ 2.5K · 💀) - Convert between any document format supported by.. ❗️GPL-2.0

GitHub (👨‍💻 52 · 🔀 370 · 📦 160 · 📋 490 - 18% open · ⏱️ 12.11.2021):
```
 git clone https://github.com/unoconv/unoconv 
```
PyPi (📥 13K / month):
```
 pip install unoconv 
```
Conda:
```
 conda install -c conda-forge unoconv 
```

python-pptx (🥉23 · ⭐ 2.1K) - Python library for creating and updating PowerPoint (.pptx) files. MIT

GitHub (👨‍💻 12 · 🔀 450 · 📋 840 - 46% open · ⏱️ 02.11.2023):
```
 git clone https://github.com/scanny/python-pptx 
```
PyPi (📥 1.8M / month):
```
 pip install python-pptx 
```

Conda (📥 260K · ⏱️ 03.11.2023):

 conda install -c conda-forge python-pptx

docxtpl (🥉20 · ⭐ 1.8K) - Editing a docx document by jinja2 template. ❗️LGPL-2.1

GitHub (👨‍💻 57 · 🔀 360 · 📦 2.5K · 📋 440 - 24% open · ⏱️ 12.02.2024):
```
 git clone https://github.com/elapouya/python-docx-template 
```
PyPi:
```
 pip install python-docx-template 
```

Conda:

 conda install -c conda-forge python-docx-template

unp (🥉10 · ⭐ 420 · 💀) - A command line tool that can unpack archives easily. ❗Unlicensed

GitHub (👨‍💻 2 · 🔀 56 · 📦 10 · 📋 7 - 85% open · ⏱️ 26.08.2014):
```
 git clone https://github.com/mitsuhiko/unp 
```
PyPi (📥 47 / month):
```
 pip install unp 
```
Conda:
```
 conda install -c conda-forge unp 
```

Static Site Generator

Static site generator is a software that takes some text + templates as input and produces HTML files on the output.

pelican (🥇32 · ⭐ 12K) - Static site generator that supports Markdown and reST syntax. ❗️AGPL-3.0

GitHub (👨‍💻 460 · 🔀 1.8K · 📥 1K · 📦 7.7K · 📋 1.6K - 1% open · ⏱️ 27.03.2024):
```
 git clone https://github.com/getpelican/pelican 
```
PyPi (📥 28K / month):
```
 pip install pelican 
```
Conda (📥 150K · ⏱️ 27.11.2023):
```
 conda install -c conda-forge pelican 
```

nikola (🥈29 · ⭐ 2.5K) - A static website and blog generator. MIT

GitHub (👨‍💻 240 · 🔀 380 · 📥 100 · 📦 510 · 📋 2.2K - 2% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/getnikola/nikola 
```
PyPi (📥 2K / month):
```
 pip install nikola 
```
Conda (📥 11K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge nikola 
```

mkdocs (🥉27 · ⭐ 18K) - Markdown friendly documentation generator. BSD-2

GitHub (🔀 2.3K · 📦 60K · 📋 1.9K - 4% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/mkdocs/mkdocs/ 
```
Conda:
```
 conda install -c conda-forge 
```

lektor (🥉27 · ⭐ 3.8K) - An easy to use static CMS and blog engine. BSD-3

GitHub (👨‍💻 94 · 🔀 300 · 📥 7.1K · 📦 450 · 📋 650 - 34% open · ⏱️ 27.02.2024):
```
 git clone https://github.com/lektor/lektor 
```
PyPi (📥 4K / month):
```
 pip install lektor 
```
Conda (📥 68K · ⏱️ 05.03.2024):
```
 conda install -c conda-forge lektor 
```

makesite (🥉15 · ⭐ 1.8K · 💀) - Simple, lightweight, and magic-free static site/blog generator ( 130.. MIT

GitHub (👨‍💻 8 · 🔀 290 · 📋 15 - 40% open · ⏱️ 12.10.2022):
```
 git clone https://github.com/sunainapai/makesite 
```
PyPi (📥 160 / month):
```
 pip install makesite 
```
Conda:
```
 conda install -c conda-forge makesite 
```

Tagging

Libraries for tagging items.

django-taggit (🥇24 · ⭐ 3.2K) - Simple tagging for Django. BSD-3

GitHub (👨‍💻 150 · 🔀 570 · 📋 430 - 20% open · ⏱️ 07.03.2024):
```
 git clone https://github.com/jazzband/django-taggit 
```
PyPi (📥 660K / month):
```
 pip install django-taggit 
```

Conda (📥 120K · ⏱️ 29.10.2023):

 conda install -c conda-forge django-taggit

Task Queues

Libraries for working with task queues.

🔗 celery - An asynchronous task queue/job queue based on distributed message passing.

rq (🥇33 · ⭐ 9.5K) - Simple job queues for Python. ❗Unlicensed

GitHub (👨‍💻 310 · 🔀 1.4K · 📦 16K · 📋 1.1K - 15% open · ⏱️ 23.03.2024):
```
 git clone https://github.com/rq/rq 
```
PyPi (📥 1.7M / month):
```
 pip install rq 
```
Conda (📥 100K · ⏱️ 26.03.2024):
```
 conda install -c conda-forge rq 
```

huey (🥈28 · ⭐ 4.9K) - Little multi-threaded task queue. MIT

GitHub (👨‍💻 67 · 🔀 360 · 📦 1.4K · ⏱️ 04.04.2024):
```
 git clone https://github.com/coleifer/huey 
```
PyPi (📥 93K / month):
```
 pip install huey 
```
Conda (📥 34K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge huey 
```

dramatiq (🥈28 · ⭐ 4K) - A fast and reliable background task processing library for Python 3. ❗️LGPL-3.0

GitHub (👨‍💻 100 · 🔀 280 · 📥 40 · 📦 1.1K · 📋 360 - 15% open · ⏱️ 10.02.2024):
```
 git clone https://github.com/Bogdanp/dramatiq 
```
PyPi (📥 210K / month):
```
 pip install dramatiq 
```
Conda (📥 52K · ⏱️ 25.01.2024):
```
 conda install -c conda-forge dramatiq 
```

mrq (🥉19 · ⭐ 880 · 💀) - A distributed worker task queue in Python using Redis & gevent. MIT

GitHub (👨‍💻 40 · 🔀 120 · 📦 32 · 📋 170 - 30% open · ⏱️ 13.12.2020):
```
 git clone https://github.com/pricingassistant/mrq 
```
PyPi (📥 150 / month):
```
 pip install mrq 
```
Conda:
```
 conda install -c conda-forge mrq 
```

Template Engine

Libraries and tools for templating and lexing.

🔗 Genshi - Python templating toolkit for generation of web-aware output.

🔗 Mako - Hyperfast and lightweight templating for the Python platform.

Jinja2 (🥇25 · ⭐ 9.9K) - A modern and designer friendly templating language. BSD-3

GitHub (👨‍💻 310 · 🔀 1.5K · 📥 56K · 📦 21 · 📋 1K - 6% open · ⏱️ 10.01.2024):
```
 git clone https://github.com/pallets/jinja 
```
PyPi (📥 5.6K / month):
```
 pip install jinja 
```
Conda:
```
 conda install -c conda-forge jinja 
```

Testing

Libraries for testing codebases and generating test data.

🔗 pytest - A mature full-featured Python testing tool.

🔗 unittest - (Python standard library) Unit testing framework.

🔗 mamba - The definitive testing tool for Python. Born under the banner of BDD.

🔗 tox - Auto builds and tests distributions in multiple Python versions.

🔗 Selenium - Python bindings for Selenium WebDriver.

🔗 doublex - Powerful test doubles framework for Python.

🔗 mock - (Python standard library) A mocking and patching library.

🔗 coverage - Code coverage measurement.

🔗 radar - Generate random datetime / time.

faker (🥇38 · ⭐ 17K) - A Python package that generates fake data. MIT

GitHub (👨‍💻 570 · 🔀 1.8K · 📦 210K · 📋 700 - 1% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/joke2k/faker 
```
PyPi (📥 14M / month):
```
 pip install faker 
```
Conda (📥 900K · ⏱️ 09.04.2024):
```
 conda install -c conda-forge faker 
```

Robot Framework (🥇35 · ⭐ 9K) - A generic test automation framework. Apache-2

GitHub (👨‍💻 200 · 🔀 2.2K · 📥 550 · 📦 10K · 📋 4.4K - 6% open · ⏱️ 04.04.2024):
```
 git clone https://github.com/robotframework/robotframework 
```
PyPi (📥 2.4M / month):
```
 pip install robotframework 
```

Conda (📥 170K · ⏱️ 11.01.2024):

 conda install -c conda-forge robotframework

responses (🥇33 · ⭐ 4K) - A utility library for mocking out the requests Python library. Apache-2

GitHub (👨‍💻 120 · 🔀 320 · 📥 240 · 📦 36K · 📋 300 - 3% open · ⏱️ 15.02.2024):
```
 git clone https://github.com/getsentry/responses 
```
PyPi (📥 19M / month):
```
 pip install responses 
```

Conda (📥 2.1M · ⏱️ 14.02.2024):

 conda install -c conda-forge responses

PyAutoGUI (🥈32 · ⭐ 9.5K · 💤) - PyAutoGUI is a cross-platform GUI automation Python module for.. BSD-3

GitHub (👨‍💻 52 · 🔀 1.2K · 📦 34K · 📋 680 - 66% open · ⏱️ 07.06.2023):
```
 git clone https://github.com/asweigart/pyautogui 
```
PyPi (📥 670K / month):
```
 pip install pyautogui 
```

Conda (📥 220K · ⏱️ 16.10.2023):

 conda install -c conda-forge pyautogui

hypothesis (🥈32 · ⭐ 7.2K) - Hypothesis is an advanced Quickcheck style property based.. ❗Unlicensed

GitHub (👨‍💻 330 · 🔀 560 · 📦 26K · 📋 1.5K - 2% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/HypothesisWorks/hypothesis 
```
PyPi (📥 6.8M / month):
```
 pip install hypothesis 
```

Conda (📥 8.5M · ⏱️ 08.04.2024):

 conda install -c conda-forge hypothesis

VCR.py (🥈32 · ⭐ 2.6K) - Record and replay HTTP interactions on your tests. MIT

GitHub (👨‍💻 140 · 🔀 350 · 📦 8.6K · 📋 380 - 23% open · ⏱️ 11.03.2024):
```
 git clone https://github.com/kevin1024/vcrpy 
```
PyPi (📥 1.2M / month):
```
 pip install vcrpy 
```
Conda (📥 330K · ⏱️ 07.02.2024):
```
 conda install -c conda-forge vcrpy 
```

splinter (🥈31 · ⭐ 2.7K) - Open source tool for testing web applications. BSD-3

GitHub (👨‍💻 180 · 🔀 490 · 📦 6.7K · 📋 520 - 7% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/cobrateam/splinter 
```
PyPi (📥 150K / month):
```
 pip install splinter 
```
Conda:
```
 conda install -c conda-forge splinter 
```

locust (🥈30 · ⭐ 24K) - Scalable user load testing tool written in Python. MIT

GitHub (👨‍💻 320 · 🔀 2.8K · 📦 4 · 📋 1.6K - 1% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/locustio/locust 
```
PyPi (📥 1.7M / month):
```
 pip install locust 
```
Conda (📥 140K · ⏱️ 21.03.2024):
```
 conda install -c conda-forge locust 
```

mimesis (🥈30 · ⭐ 4.3K) - is a Python library that help you generate fake data. MIT

GitHub (👨‍💻 120 · 🔀 320 · 📥 560 · 📦 1.7K · 📋 340 - 1% open · ⏱️ 05.04.2024):
```
 git clone https://github.com/lk-geimfari/mimesis 
```
PyPi (📥 170K / month):
```
 pip install mimesis 
```
Conda (📥 190K · ⏱️ 24.01.2024):
```
 conda install -c conda-forge mimesis 
```

Schemathesis (🥉28 · ⭐ 2.1K) - A tool for automatic property-based testing of web applications.. MIT

GitHub (👨‍💻 62 · 🔀 140 · 📦 310 · 📋 800 - 8% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/kiwicom/schemathesis 
```
PyPi (📥 140K / month):
```
 pip install schemathesis 
```

Conda (📥 13K · ⏱️ 04.04.2024):

 conda install -c conda-forge schemathesis

httpretty (🥉27 · ⭐ 2.1K · 💀) - HTTP request mock tool for Python. MIT

GitHub (👨‍💻 100 · 🔀 260 · 📦 15K · 📋 250 - 41% open · ⏱️ 16.10.2022):
```
 git clone https://github.com/gabrielfalcao/HTTPretty 
```
PyPi (📥 570K / month):
```
 pip install HTTPretty 
```

Conda (📥 370K · ⏱️ 16.06.2023):

 conda install -c conda-forge HTTPretty

freezegun (🥉26 · ⭐ 4K) - Travel through time by mocking the datetime module. Apache-2

GitHub (👨‍💻 120 · 🔀 260 · 📥 13 · 📋 300 - 35% open · ⏱️ 18.03.2024):
```
 git clone https://github.com/spulec/freezegun 
```
PyPi (📥 11M / month):
```
 pip install freezegun 
```

Conda (📥 1.5M · ⏱️ 19.12.2023):

 conda install -c conda-forge freezegun

factory_boy (🥉24 · ⭐ 3.4K) - A test fixtures replacement for Python. MIT

GitHub (👨‍💻 130 · 🔀 380 · 📋 570 - 26% open · ⏱️ 18.03.2024):
```
 git clone https://github.com/FactoryBoy/factory_boy 
```
PyPi (📥 4.1M / month):
```
 pip install factory_boy 
```

Conda (📥 140K · ⏱️ 19.07.2023):

 conda install -c conda-forge factory_boy

green (🥉24 · ⭐ 780) - A clean, colorful test runner. MIT

GitHub (👨‍💻 39 · 🔀 74 · 📦 1.2K · 📋 180 - 3% open · ⏱️ 15.02.2024):
```
 git clone https://github.com/CleanCut/green 
```
PyPi (📥 14K / month):
```
 pip install green 
```
Conda (📥 140K · ⏱️ 28.09.2023):
```
 conda install -c conda-forge green 
```

nose2 (🥉24 · ⭐ 770) - The successor to `nose`, based on `unittest2`. ❗Unlicensed

GitHub (👨‍💻 77 · 🔀 130 · 📦 25K · 📋 270 - 18% open · ⏱️ 31.01.2024):
```
 git clone https://github.com/nose-devs/nose2 
```
PyPi (📥 900K / month):
```
 pip install nose2 
```
Conda (📥 130K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge nose2 
```

model_mommy (🥉22 · ⭐ 900 · 💀) - Creating random fixtures for testing in Django. ❗Unlicensed

GitHub (👨‍💻 100 · 🔀 140 · 📦 390 · ⏱️ 21.10.2019):
```
 git clone https://github.com/vandersonmota/model_mommy 
```
PyPi (📥 140K / month):
```
 pip install model_mommy 
```

Conda:

 conda install -c conda-forge model_mommy

httmock (🥉21 · ⭐ 460 · 💀) - A mocking library for requests for Python 2.6+ and 3.2+. ❗Unlicensed

GitHub (👨‍💻 29 · 🔀 50 · 📦 2.6K · 📋 27 - 44% open · ⏱️ 28.10.2020):
```
 git clone https://github.com/patrys/httmock 
```
PyPi (📥 1.1M / month):
```
 pip install httmock 
```
Conda (📥 9.6K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge httmock 
```

sixpack (🥉20 · ⭐ 1.8K · 💀) - A language-agnostic A/B Testing framework. BSD-2

GitHub (👨‍💻 56 · 🔀 180 · 📦 11 · 📋 200 - 34% open · ⏱️ 26.08.2020):
```
 git clone https://github.com/seatgeek/sixpack 
```
PyPi (📥 30 / month):
```
 pip install sixpack 
```
Conda:
```
 conda install -c conda-forge sixpack 
```

mocket (🥉18 · ⭐ 270) - A socket mock framework with gevent/asyncio/SSL support. BSD-3

GitHub (👨‍💻 26 · 🔀 39 · 📦 93 · 📋 77 - 2% open · ⏱️ 06.02.2024):
```
 git clone https://github.com/mindflayer/python-mocket 
```
PyPi:
```
 pip install python-mocket 
```

Conda:

 conda install -c conda-forge python-mocket

fake2db (🥉17 · ⭐ 2.3K · 💀) - Fake database generator. ❗️GPL-2.0

GitHub (👨‍💻 18 · 🔀 120 · 📦 25 · 📋 22 - 31% open · ⏱️ 25.11.2019):
```
 git clone https://github.com/emirozer/fake2db 
```
PyPi (📥 140 / month):
```
 pip install fake2db 
```
Conda:
```
 conda install -c conda-forge fake2db 
```

mixer (🥉17 · ⭐ 930 · 💀) - Another fixtures replacement. Supports Django, Flask,.. ❗Unlicensed

GitHub (👨‍💻 43 · 🔀 93 · 📋 86 - 43% open · ⏱️ 23.03.2022):
```
 git clone https://github.com/klen/mixer 
```
PyPi (📥 120K / month):
```
 pip install mixer 
```
Conda (📥 300 · ⏱️ 29.08.2023):
```
 conda install -c conda-forge mixer 
```

Text Processing

Libraries for parsing and manipulating plain texts.

🔗 difflib - (Python standard library) Helpers for computing deltas.

🔗 unidecode - ASCII transliterations of Unicode text.

🔗 pygments - A generic syntax highlighter.

pyparsing (🥇37 · ⭐ 2.1K) - A general purpose framework for generating parsers. MIT

GitHub (👨‍💻 66 · 🔀 270 · 📥 10K · 📦 960K · 📋 330 - 10% open · ⏱️ 30.03.2024):
```
 git clone https://github.com/pyparsing/pyparsing 
```
PyPi (📥 110M / month):
```
 pip install pyparsing 
```

Conda (📥 42M · ⏱️ 06.03.2024):

 conda install -c conda-forge pyparsing

sqlparse (🥇35 · ⭐ 3.6K) - A non-validating SQL parser. BSD-3

GitHub (👨‍💻 110 · 🔀 640 · 📦 1M · 📋 530 - 42% open · ⏱️ 17.03.2024):
```
 git clone https://github.com/andialbrecht/sqlparse 
```
PyPi (📥 48M / month):
```
 pip install sqlparse 
```
Conda (📥 2.3M · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sqlparse 
```

fuzzywuzzy (🥈31 · ⭐ 9.1K · 💀) - Fuzzy String Matching. ❗️GPL-2.0

GitHub (👨‍💻 70 · 🔀 870 · 📦 24K · 📋 190 - 44% open · ⏱️ 09.09.2021):
```
 git clone https://github.com/seatgeek/fuzzywuzzy 
```
PyPi (📥 7.4M / month):
```
 pip install fuzzywuzzy 
```

Conda (📥 530K · ⏱️ 16.06.2023):

 conda install -c conda-forge fuzzywuzzy

shortuuid (🥈31 · ⭐ 2K) - A generator library for concise, unambiguous and URL-safe UUIDs. BSD-3

GitHub (👨‍💻 34 · 🔀 110 · 📦 24K · ⏱️ 11.03.2024):
```
 git clone https://github.com/skorokithakis/shortuuid 
```
PyPi (📥 3.6M / month):
```
 pip install shortuuid 
```

Conda (📥 440K · ⏱️ 12.03.2024):

 conda install -c conda-forge shortuuid

python-slugify (🥈31 · ⭐ 1.4K) - A Python slugify library that translates unicode to ASCII. MIT

GitHub (👨‍💻 36 · 🔀 100 · 📦 81K · 📋 73 - 2% open · ⏱️ 01.03.2024):
```
 git clone https://github.com/un33k/python-slugify 
```
PyPi (📥 18M / month):
```
 pip install python-slugify 
```

Conda (📥 2M · ⏱️ 08.02.2024):

 conda install -c conda-forge python-slugify

textdistance (🥈29 · ⭐ 3.3K) - Compute distance between sequences with 30+ algorithms. MIT

GitHub (👨‍💻 14 · 🔀 240 · 📥 1K · 📦 6.1K · ⏱️ 29.12.2023):
```
 git clone https://github.com/orsinium/textdistance 
```
PyPi (📥 720K / month):
```
 pip install textdistance 
```

Conda (📥 530K · ⏱️ 16.06.2023):

 conda install -c conda-forge textdistance

pypinyin (🥈26 · ⭐ 4.7K) - Convert Chinese hanzi () to pinyin (). MIT

GitHub (👨‍💻 24 · 🔀 600 · 📦 5.5K · 📋 260 - 12% open · ⏱️ 10.03.2024):
```
 git clone https://github.com/mozillazg/python-pinyin 
```
PyPi (📥 78 / month):
```
 pip install python-pinyin 
```

Conda:

 conda install -c conda-forge python-pinyin

pyfiglet (🥈25 · ⭐ 1.3K) - An implementation of figlet written in Python. ❗Unlicensed

GitHub (👨‍💻 31 · 🔀 120 · 📦 36K · 📋 61 - 3% open · ⏱️ 28.12.2023):
```
 git clone https://github.com/pwaller/pyfiglet 
```
PyPi (📥 1.4M / month):
```
 pip install pyfiglet 
```
Conda (📥 180K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge pyfiglet 
```

ply (🥉23 · ⭐ 2.7K · 💤) - Implementation of lex and yacc parsing tools for Python. ❗Unlicensed

GitHub (👨‍💻 36 · 🔀 440 · 📋 200 - 0% open · ⏱️ 19.04.2023):
```
 git clone https://github.com/dabeaz/ply 
```
PyPi (📥 38M / month):
```
 pip install ply 
```
Conda (📥 9.1M · ⏱️ 04.04.2024):
```
 conda install -c conda-forge ply 
```

chardet (🥉23 · ⭐ 2.1K · 💤) - Python 2/3 compatible character encoding detector. ❗️LGPL-2.1

GitHub (👨‍💻 48 · 🔀 250 · 📦 6 · 📋 140 - 38% open · ⏱️ 01.08.2023):
```
 git clone https://github.com/chardet/chardet 
```
PyPi (📥 65M / month):
```
 pip install chardet 
```
Conda (📥 23M · ⏱️ 23.09.2023):
```
 conda install -c conda-forge chardet 
```

python-user-agents (🥉21 · ⭐ 1.4K · 💀) - Browser user agent parser. MIT

GitHub (👨‍💻 32 · 🔀 190 · 📦 8K · 📋 76 - 56% open · ⏱️ 16.02.2023):
```
 git clone https://github.com/selwin/python-user-agents 
```
PyPi:
```
 pip install python-user-agents 
```

Conda:

 conda install -c conda-forge python-user-agents

unicode-slugify (🥉20 · ⭐ 320 · 💀) - A slugifier that generates unicode slugs with Django as a.. BSD-3

GitHub (👨‍💻 14 · 🔀 48 · 📦 2.2K · 📋 18 - 55% open · ⏱️ 22.10.2021):
```
 git clone https://github.com/mozilla/unicode-slugify 
```
PyPi (📥 48K / month):
```
 pip install unicode-slugify 
```

Conda:

 conda install -c conda-forge unicode-slugify

ftfy (🥉19 · ⭐ 3.7K) - Makes Unicode text less broken and more consistent automagically. ❗Unlicensed

GitHub (👨‍💻 18 · 🔀 120 · 📦 18K · 📋 140 - 9% open · ⏱️ 15.03.2024):
```
 git clone https://github.com/LuminosoInsight/python-ftfy 
```
PyPi:
```
 pip install python-ftfy 
```

Conda:

 conda install -c conda-forge python-ftfy

python-nameparser (🥉18 · ⭐ 640 · 💤) - Parsing human names into their individual components. ❗Unlicensed

GitHub (👨‍💻 23 · 🔀 100 · 📦 1.4K · 📋 110 - 24% open · ⏱️ 21.09.2023):
```
 git clone https://github.com/derek73/python-nameparser 
```
PyPi:
```
 pip install python-nameparser 
```

Conda:

 conda install -c conda-forge python-nameparser

awesome-slugify (🥉18 · ⭐ 480 · 💀) - A Python slugify library that can preserve unicode. ❗Unlicensed

GitHub (👨‍💻 11 · 🔀 42 · 📦 3.4K · 📋 24 - 54% open · ⏱️ 20.01.2017):
```
 git clone https://github.com/dimka665/awesome-slugify 
```
PyPi (📥 45K / month):
```
 pip install awesome-slugify 
```

Conda (📥 70K · ⏱️ 16.06.2023):

 conda install -c conda-forge awesome-slugify

pangu.py (🥉15 · ⭐ 230 · 💀) - Paranoid text spacing. MIT

GitHub (👨‍💻 7 · 🔀 24 · 📦 240 · 📋 9 - 44% open · ⏱️ 30.03.2023):
```
 git clone https://github.com/vinta/pangu.py 
```
PyPi:
```
 pip install pangu.py 
```
Conda:
```
 conda install -c conda-forge pangu.py 
```

python-phonenumbers (🥉14 · ⭐ 3.4K) - Parsing, formatting, storing and validating.. Apache-2

GitHub (👨‍💻 30 · 🔀 390 · 📋 180 - 4% open · ⏱️ 05.04.2024):
```
 git clone https://github.com/daviddrysdale/python-phonenumbers 
```
PyPi:
```
 pip install python-phonenumbers 
```

Conda:

 conda install -c conda-forge python-phonenumbers

hashids (🥉12 · ⭐ 1.4K · 💀) - Implementation of [hashids](http://hashids.org) in Python. MIT

GitHub (👨‍💻 10 · 🔀 100 · 📋 24 - 25% open · ⏱️ 07.09.2020):
```
 git clone https://github.com/davidaurelio/hashids-python 
```
PyPi:
```
 pip install hashids-python 
```

Conda:

 conda install -c conda-forge hashids-python

Levenshtein (🥉12 · ⭐ 1.2K · 💀) - Fast computation of Levenshtein distance and string.. ❗️GPL-2.0

GitHub (🔀 160 · 📋 65 - 75% open · ⏱️ 01.02.2021):
```
 git clone https://github.com/ztane/python-Levenshtein/ 
```
Conda:
```
 conda install -c conda-forge 
```

Third-party APIs

Libraries for accessing third party services APIs.

🔗 apache-libcloud - One Python library for all clouds.

boto3 (🥇40 · ⭐ 8.7K) - Python interface to Amazon Web Services. Apache-2

GitHub (👨‍💻 160 · 🔀 1.8K · 📦 420K · 📋 3.2K - 5% open · ⏱️ 10.04.2024):
```
 git clone https://github.com/boto/boto3 
```
PyPi (📥 1.2B / month):
```
 pip install boto3 
```
Conda (📥 18M · ⏱️ 11.04.2024):
```
 conda install -c conda-forge boto3 
```

google-api-python-client (🥈35 · ⭐ 7.4K) - Google APIs Client Library for Python. Apache-2

GitHub (👨‍💻 190 · 🔀 2.3K · 📦 190K · 📋 1K - 11% open · ⏱️ 09.04.2024):
```
 git clone https://github.com/google/google-api-python-client 
```
PyPi (📥 42M / month):
```
 pip install google-api-python-client 
```

Conda (📥 2.7M · ⏱️ 03.04.2024):

 conda install -c conda-forge google-api-python-client

gspread (🥈35 · ⭐ 6.8K) - Google Spreadsheets Python API. MIT

GitHub (👨‍💻 170 · 🔀 900 · 📥 3.1K · 📦 31K · 📋 900 - 4% open · ⏱️ 05.04.2024):
```
 git clone https://github.com/burnash/gspread 
```
PyPi (📥 9.3M / month):
```
 pip install gspread 
```
Conda (📥 310K · ⏱️ 24.01.2024):
```
 conda install -c conda-forge gspread 
```

twython (🥉28 · ⭐ 1.8K · 💀) - A Python wrapper for the Twitter API. MIT

GitHub (👨‍💻 100 · 🔀 390 · 📦 7K · 📋 330 - 6% open · ⏱️ 16.07.2021):
```
 git clone https://github.com/ryanmcgrath/twython 
```
PyPi (📥 150K / month):
```
 pip install twython 
```
Conda (📥 270K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge twython 
```

facebook-sdk (🥉27 · ⭐ 2.7K · 💀) - Facebook Platform Python SDK. Apache-2

GitHub (👨‍💻 99 · 🔀 920 · 📦 4.9K · 📋 240 - 8% open · ⏱️ 27.12.2020):
```
 git clone https://github.com/mobolic/facebook-sdk 
```
PyPi (📥 180K / month):
```
 pip install facebook-sdk 
```

Conda:

 conda install -c conda-forge facebook-sdk

django-wordpress (🥉12 · ⭐ 340 · 💀) - WordPress models and views for Django. BSD-3

GitHub (👨‍💻 11 · 🔀 79 · 📦 6 · 📋 11 - 18% open · ⏱️ 24.01.2018):
```
 git clone https://github.com/istrategylabs/django-wordpress 
```
PyPi (📥 14 / month):
```
 pip install django-wordpress 
```

Conda:

 conda install -c conda-forge django-wordpress

URL Manipulation

Libraries for parsing URLs.

webargs (🥇27 · ⭐ 1.4K) - A friendly library for parsing HTTP request arguments with built-in.. MIT

GitHub (👨‍💻 68 · 🔀 160 · 📦 8.1K · 📋 290 - 2% open · ⏱️ 01.04.2024):
```
 git clone https://github.com/marshmallow-code/webargs 
```
PyPi (📥 1.5M / month):
```
 pip install webargs 
```
Conda (📥 220K · ⏱️ 08.01.2024):
```
 conda install -c conda-forge webargs 
```

pyshorteners (🥈23 · ⭐ 380 · 💀) - A pure Python URL shortening lib. ❗️GPL-3.0

GitHub (👨‍💻 24 · 🔀 63 · 📦 12K · ⏱️ 06.06.2022):
```
 git clone https://github.com/ellisonleao/pyshorteners 
```
PyPi (📥 69K / month):
```
 pip install pyshorteners 
```

Conda:

 conda install -c conda-forge pyshorteners

purl (🥈23 · ⭐ 300 · 💀) - A simple, immutable URL class with a clean API for interrogation and.. MIT

GitHub (👨‍💻 18 · 🔀 37 · 📦 4K · 📋 20 - 25% open · ⏱️ 15.05.2021):
```
 git clone https://github.com/codeinthehole/purl 
```
PyPi (📥 96K / month):
```
 pip install purl 
```
Conda:
```
 conda install -c conda-forge purl 
```

furl (🥉19 · ⭐ 2.6K · 💀) - A small Python library that makes parsing and manipulating URLs.. ❗Unlicensed

GitHub (👨‍💻 15 · 🔀 150 · 📋 120 - 26% open · ⏱️ 01.08.2022):
```
 git clone https://github.com/gruns/furl 
```
PyPi (📥 2.4M / month):
```
 pip install furl 
```
Conda (📥 350K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge furl 
```

Video

Libraries for manipulating video and GIFs.

🔗 moviepy - A module for script-based movie editing with many formats, including animated GIFs.

vidgear (🥇24 · ⭐ 3.2K · 💤) - Most Powerful multi-threaded Video Processing framework. Apache-2

GitHub (👨‍💻 14 · 🔀 240 · 📥 1.1K · 📦 520 · 📋 280 - 2% open · ⏱️ 10.09.2023):
```
 git clone https://github.com/abhiTronix/vidgear 
```
PyPi (📥 14K / month):
```
 pip install vidgear 
```
Conda:
```
 conda install -c conda-forge vidgear 
```

scikit-video (🥉12 · ⭐ 130 · 💀) - Video processing routines for SciPy. ❗Unlicensed

GitHub (👨‍💻 2 · 🔀 22 · 📋 8 - 62% open · ⏱️ 28.05.2016):
```
 git clone https://github.com/aizvorski/scikit-video 
```
PyPi (📥 160K / month):
```
 pip install scikit-video 
```

Conda (📥 33K · ⏱️ 16.06.2023):

 conda install -c conda-forge scikit-video

Web Asset Management

Tools for managing, compressing and minifying website assets.

🔗 fanstatic - Packages, optimizes, and serves static file dependencies as Python packages.

🔗 fileconveyor - A daemon to detect and sync files to CDNs, S3 and FTP.

django-storages (🥇34 · ⭐ 2.6K · 📈) - A collection of custom storage back ends for Django. BSD-3

GitHub (👨‍💻 260 · 🔀 790 · 📦 180K · 📋 680 - 19% open · ⏱️ 26.03.2024):
```
 git clone https://github.com/jschneier/django-storages 
```
PyPi (📥 3.4M / month):
```
 pip install django-storages 
```

Conda (📥 57K · ⏱️ 21.10.2023):

 conda install -c conda-forge django-storages

django-pipeline (🥈31 · ⭐ 1.5K) - An asset packaging library for Django. MIT

GitHub (👨‍💻 180 · 🔀 350 · 📦 2.4K · 📋 440 - 26% open · ⏱️ 15.01.2024):
```
 git clone https://github.com/jazzband/django-pipeline 
```
PyPi (📥 150K / month):
```
 pip install django-pipeline 
```

Conda:

 conda install -c conda-forge django-pipeline

webassets (🥉29 · ⭐ 920 · 💀) - Bundles, optimizes, and manages unique cache-busting URLs for.. BSD-2

GitHub (👨‍💻 160 · 🔀 250 · 📦 6.9K · 📋 290 - 20% open · ⏱️ 01.05.2021):
```
 git clone https://github.com/miracle2k/webassets 
```
PyPi (📥 330K / month):
```
 pip install webassets 
```

Conda (📥 63K · ⏱️ 16.06.2023):

 conda install -c conda-forge webassets

flask-assets (🥉26 · ⭐ 450) - Helps you integrate webassets into your Flask app. BSD-2

GitHub (👨‍💻 42 · 🔀 91 · 📦 7.5K · 📋 100 - 21% open · ⏱️ 15.12.2023):
```
 git clone https://github.com/miracle2k/flask-assets 
```
PyPi (📥 190K / month):
```
 pip install flask-assets 
```

Conda (📥 45K · ⏱️ 09.11.2023):

 conda install -c conda-forge flask-assets

django-compressor (🥉22 · ⭐ 2.8K) - Compresses linked and inline JavaScript or CSS into a.. ❗Unlicensed

GitHub (👨‍💻 220 · 🔀 560 · 📋 650 - 16% open · ⏱️ 18.03.2024):
```
 git clone https://github.com/django-compressor/django-compressor 
```
PyPi (📥 600K / month):
```
 pip install django-compressor 
```

Conda (📥 670 · ⏱️ 27.09.2023):

 conda install -c conda-forge django-compressor

Web Content Extracting

Libraries for extracting web contents.

requests-html (🥇30 · ⭐ 14K · 💤) - Pythonic HTML Parsing for Humans. MIT

GitHub (👨‍💻 66 · 🔀 920 · 📦 13K · 📋 400 - 45% open · ⏱️ 03.04.2023):
```
 git clone https://github.com/psf/requests-html 
```
PyPi (📥 1.1M / month):
```
 pip install requests-html 
```

Conda (📥 9.4K · ⏱️ 16.06.2023):

 conda install -c conda-forge requests-html

sumy (🥈27 · ⭐ 3.4K) - A module for automatic summarization of text documents and HTML pages. Apache-2

GitHub (👨‍💻 31 · 🔀 520 · 📦 2.6K · 📋 120 - 15% open · ⏱️ 24.02.2024):
```
 git clone https://github.com/miso-belica/sumy 
```
PyPi (📥 480K / month):
```
 pip install sumy 
```
Conda (📥 7.6K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge sumy 
```

newspaper (🥈26 · ⭐ 14K · 💀) - News extraction, article extraction and content curation in Python. MIT

GitHub (👨‍💻 100 · 🔀 2K · 📦 21 · 📋 690 - 61% open · ⏱️ 02.09.2020):
```
 git clone https://github.com/codelucas/newspaper 
```
PyPi (📥 9K / month):
```
 pip install newspaper 
```

Conda:

 conda install -c conda-forge newspaper

html2text (🥈24 · ⭐ 1.6K) - Convert HTML to Markdown-formatted text. ❗️GPL-3.0

GitHub (👨‍💻 77 · 🔀 250 · 📋 210 - 36% open · ⏱️ 28.02.2024):
```
 git clone https://github.com/Alir3z4/html2text 
```
PyPi (📥 1.8M / month):
```
 pip install html2text 
```

Conda (📥 55K · ⏱️ 16.06.2023):

 conda install -c conda-forge html2text

textract (🥉23 · ⭐ 3.8K) - Extract text from any document, Word, PowerPoint, PDFs, etc. MIT

GitHub (👨‍💻 41 · 🔀 540 · 📋 240 - 45% open · ⏱️ 10.03.2024):
```
 git clone https://github.com/deanmalmgren/textract 
```
PyPi (📥 130K / month):
```
 pip install textract 
```
Conda (📥 23K · ⏱️ 16.06.2023):
```
 conda install -c conda-forge textract 
```

micawber (🥉23 · ⭐ 620) - A small library for extracting rich content from URLs. MIT

GitHub (👨‍💻 27 · 🔀 88 · 📦 2.8K · ⏱️ 02.01.2024):
```
 git clone https://github.com/coleifer/micawber 
```
PyPi (📥 25K / month):
```
 pip install micawber 
```
Conda (📥 15K · ⏱️ 10.07.2023):
```
 conda install -c conda-forge micawber 
```

toapi (🥉17 · ⭐ 3.5K · 💀) - Every web site provides APIs. MIT

GitHub (👨‍💻 12 · 🔀 230 · 📦 19 · 📋 54 - 11% open · ⏱️ 28.06.2021):
```
 git clone https://github.com/gaojiuli/toapi 
```
PyPi (📥 110 / month):
```
 pip install toapi 
```
Conda:
```
 conda install -c conda-forge toapi 
```

python-readability (🥉17 · ⭐ 2.5K · 💤) - Fast Python port of arc90's readability tool. Apache-2

GitHub (👨‍💻 42 · 🔀 350 · 📋 100 - 36% open · ⏱️ 17.06.2023):
```
 git clone https://github.com/buriy/python-readability 
```
PyPi:
```
 pip install python-readability 
```

Conda:

 conda install -c conda-forge python-readability

lassie (🥉17 · ⭐ 600 · 💀) - Web Content Retrieval for Humans. MIT

GitHub (👨‍💻 15 · 🔀 47 · 📦 41 · 📋 39 - 25% open · ⏱️ 20.08.2021):
```
 git clone https://github.com/michaelhelmick/lassie 
```
PyPi (📥 1.9K / month):
```
 pip install lassie 
```
Conda:
```
 conda install -c conda-forge lassie 
```

Web Crawling

Libraries to automate web scraping.

🔗 feedparser - Universal feed parser.

🔗 scrapy - A fast high-level screen scraping and web crawling framework.

pyspider (🥇27 · ⭐ 16K · 💀) - A powerful spider system. Apache-2

GitHub (👨‍💻 62 · 🔀 3.6K · 📦 330 · 📋 820 - 33% open · ⏱️ 02.08.2020):
```
 git clone https://github.com/binux/pyspider 
```
PyPi (📥 1.2K / month):
```
 pip install pyspider 
```
Conda:
```
 conda install -c conda-forge pyspider 
```

grab (🥇27 · ⭐ 2.4K · 💤) - Site scraping framework. MIT

GitHub (👨‍💻 67 · 🔀 260 · 📦 410 · ⏱️ 01.07.2023):
```
 git clone https://github.com/lorien/grab 
```
PyPi (📥 19K / month):
```
 pip install grab 
```
Conda:
```
 conda install -c conda-forge grab 
```

portia (🥈22 · ⭐ 9.2K · 💀) - Visual scraping for Scrapy. BSD-3

GitHub (👨‍💻 53 · 🔀 1.4K · 📥 270 · 📦 21 · 📋 450 - 24% open · ⏱️ 10.07.2019):
```
 git clone https://github.com/scrapinghub/portia 
```
PyPi (📥 180 / month):
```
 pip install portia 
```
Conda:
```
 conda install -c conda-forge portia 
```

robobrowser (🥈22 · ⭐ 3.7K · 💀) - A simple, Pythonic library for browsing the web without a.. BSD-3

GitHub (👨‍💻 10 · 🔀 340 · 📦 940 · 📋 74 - 59% open · ⏱️ 07.06.2015):
```
 git clone https://github.com/jmcarp/robobrowser 
```
PyPi (📥 17K / month):
```
 pip install robobrowser 
```

Conda (📥 5.5K · ⏱️ 16.06.2023):

 conda install -c conda-forge robobrowser

MechanicalSoup (🥉20 · ⭐ 4.5K) - A Python library for automating interaction with websites. MIT

GitHub (👨‍💻 55 · 🔀 370 · 📥 45 · 📋 170 - 18% open · ⏱️ 24.12.2023):
```
 git clone https://github.com/MechanicalSoup/MechanicalSoup 
```
PyPi (📥 75K / month):
```
 pip install MechanicalSoup 
```

Conda (📥 140K · ⏱️ 16.06.2023):

 conda install -c conda-forge MechanicalSoup

cola (🥉15 · ⭐ 1.5K · 💀) - A distributed crawling framework. ❗Unlicensed

GitHub (👨‍💻 4 · 🔀 530 · 📦 39 · 📋 65 - 20% open · ⏱️ 01.03.2020):
```
 git clone https://github.com/chineking/cola 
```
PyPi (📥 97 / month):
```
 pip install cola 
```
Conda:
```
 conda install -c conda-forge cola 
```

Web Frameworks

Traditional full stack web frameworks.

🔗 Django - The most popular web framework in Python.

🔗 awesome-django ( ⭐ 1.5K) - The Best Django Resource, Awesome Django for mature packages.

🔗 Flask - A microframework for Python.

🔗 awesome-flask ( ⭐ 12K · 💀) - A curated list of awesome Flask resources and plugins.

🔗 Pyramid - A small, fast, down-to-earth, open source Python web framework.

🔗 awesome-pyramid ( ⭐ 540 · 💀) - A curated list of awesome Pyramid apps, projects and resources.

🔗 Tornado - A web framework and asynchronous networking library.

Masonite (🥇26 · ⭐ 2.1K) - The modern and developer centric Python web framework. MIT

GitHub (👨‍💻 87 · 🔀 130 · 📦 510 · 📋 410 - 8% open · ⏱️ 04.04.2024):
```
 git clone https://github.com/MasoniteFramework/masonite 
```
PyPi (📥 3.9K / month):
```
 pip install masonite 
```
Conda:
```
 conda install -c conda-forge masonite 
```

WebSocket

Libraries for working with WebSocket.

websockets (🥇31 · ⭐ 5K) - A library for building WebSocket servers and clients with a focus on.. BSD-3

GitHub (👨‍💻 71 · 🔀 490 · 📦 180K · 📋 1.1K - 3% open · ⏱️ 11.02.2024):
```
 git clone https://github.com/aaugustin/websockets 
```
PyPi (📥 26M / month):
```
 pip install websockets 
```

Conda (📥 2.5M · ⏱️ 21.10.2023):

 conda install -c conda-forge websockets

channels (🥉24 · ⭐ 5.9K) - Developer-friendly asynchrony for Django. BSD-3

GitHub (👨‍💻 260 · 🔀 770 · 📦 21 · 📋 1.2K - 6% open · ⏱️ 05.04.2024):
```
 git clone https://github.com/django/channels 
```
PyPi (📥 1.3M / month):
```
 pip install channels 
```
Conda (📥 180K · ⏱️ 03.04.2024):
```
 conda install -c conda-forge channels 
```

autobahn-python (🥉24 · ⭐ 2.5K · 💤) - WebSocket & WAMP for Python on Twisted and.. MIT

GitHub (👨‍💻 130 · 🔀 740 · 📦 32K · 📋 890 - 20% open · ⏱️ 14.06.2023):
```
 git clone https://github.com/crossbario/autobahn-python 
```
PyPi:
```
 pip install autobahn-python 
```

Conda:

 conda install -c conda-forge autobahn-python

WSGI Servers

WSGI-compatible web servers.

🔗 uWSGI - A project aims at developing a full stack for building hosting services, written in C.

gunicorn (🥇37 · ⭐ 9.5K) - Pre-forked, ported from Ruby's Unicorn project. ❗Unlicensed

GitHub (👨‍💻 420 · 🔀 1.7K · 📥 100 · 📦 1.2M · 📋 2.1K - 13% open · ⏱️ 05.01.2024):
```
 git clone https://github.com/benoitc/gunicorn 
```
PyPi (📥 37M / month):
```
 pip install gunicorn 
```
Conda (📥 2.5M · ⏱️ 22.09.2023):
```
 conda install -c conda-forge gunicorn 
```

werkzeug (🥈36 · ⭐ 6.5K) - A WSGI utility library for Python that powers Flask and can easily be.. BSD-3

GitHub (👨‍💻 490 · 🔀 1.7K · 📥 830 · 📦 1.3M · 📋 1.2K - 0% open · ⏱️ 08.04.2024):
```
 git clone https://github.com/pallets/werkzeug 
```
PyPi (📥 110M / month):
```
 pip install werkzeug 
```
Conda (📥 10M · ⏱️ 02.04.2024):
```
 conda install -c conda-forge werkzeug 
```

waitress (🥉30 · ⭐ 1.4K) - Multi-threaded, powers Pyramid. ❗Unlicensed

GitHub (👨‍💻 54 · 🔀 160 · 📦 180K · 📋 230 - 5% open · ⏱️ 05.02.2024):
```
 git clone https://github.com/Pylons/waitress 
```
PyPi (📥 4.8M / month):
```
 pip install waitress 
```
Conda (📥 180K · ⏱️ 05.02.2024):
```
 conda install -c conda-forge waitress 
```

bjoern (🥉22 · ⭐ 3K · 💀) - Asynchronous, very fast and written in C. ❗Unlicensed

GitHub (👨‍💻 44 · 🔀 180 · 📦 740 · 📋 160 - 16% open · ⏱️ 11.09.2022):
```
 git clone https://github.com/jonashaag/bjoern 
```
PyPi (📥 29K / month):
```
 pip install bjoern 
```
Conda (📥 120K · ⏱️ 05.10.2023):
```
 conda install -c conda-forge bjoern 
```

HanXinzi-AI/awesome-python-resources

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Python资源与工具库大全

Contents

Explanation

Admin Panels

Algorithms and Design Patterns

ASGI Servers

Asynchronous Programming

Audio

Authentication

Build Tools

Built-in Classes Enhancement

CMS

Caching

ChatOps Tools

Code Analysis

Command-line Interface Development

Command-line Tools

Compatibility

Computer Vision

Concurrency and Parallelism

Configuration

Cryptography

Data Analysis

Data Validation

Data Visualization

Database

Database Drivers

Date and Time

Debugging Tools

Deep Learning

DevOps Tools

Distributed Computing

Distribution

Documentation

Downloader

E-commerce

Editor Plugins and IDEs

Email

Enterprise Application Integrations

Environment Management

Files

Foreign Function Interface

Forms

Functional Programming

GUI Development

GraphQL

Game Development

Geolocation

HTML Manipulation

HTTP Clients

Hardware

Image Processing

Implementations

Interactive Interpreter

Internationalization

Job Scheduler

Logging

Machine Learning

Microsoft Windows

Miscellaneous

Natural Language Processing

Network Virtualization

News Feed

ORM

Package Management

Package Repositories

Penetration Testing

Permissions

Processes

Recommender Systems

Refactoring

RESTful API

Robotics

RPC Servers

Science

Packages