diff --git a/.github/FUNDING.yml b/.github/FUNDING.yml
new file mode 100644
index 000000000..aa22b9d0a
--- /dev/null
+++ b/.github/FUNDING.yml
@@ -0,0 +1 @@
+# These are supported funding model platforms
diff --git a/.github/ISSUE_TEMPLATE/add-new-library-to-this-list.md b/.github/ISSUE_TEMPLATE/add-new-library-to-this-list.md
new file mode 100644
index 000000000..eba33ff62
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/add-new-library-to-this-list.md
@@ -0,0 +1,10 @@
+---
+name: Add new library to this list
+about: ''
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+**Please open a Pull Request instead.**
diff --git a/.github/ISSUE_TEMPLATE/add-xxx.md b/.github/ISSUE_TEMPLATE/add-xxx.md
new file mode 100644
index 000000000..585f4919e
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/add-xxx.md
@@ -0,0 +1,10 @@
+---
+name: Add XXX
+about: Add new item to the list
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+**Please open a Pull Request instead.**
diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md
new file mode 100644
index 000000000..fdacb788a
--- /dev/null
+++ b/.github/PULL_REQUEST_TEMPLATE.md
@@ -0,0 +1,11 @@
+## What is this Python project?
+
+Describe features.
+
+## What's the difference between this Python project and similar ones?
+
+Enumerate comparisons.
+
+--
+
+Anyone who agrees with this pull request could submit an *Approve* review to it.
diff --git a/.gitignore b/.gitignore
index af83fd5ca..096c327d6 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,9 @@
.DS_Store
+
*.py[co]
+
+docs/index.md
+site/
+
+# PyCharm IDE
+.idea
diff --git a/.travis.yml b/.travis.yml
new file mode 100644
index 000000000..e1c0a23d2
--- /dev/null
+++ b/.travis.yml
@@ -0,0 +1,18 @@
+language: python
+
+python:
+ - "3.6"
+
+script:
+ - python sort.py
+ - cp README.md docs/index.md
+ - mkdocs build
+
+deploy:
+ provider: pages
+ local-dir: site
+ skip-cleanup: true
+ keep-history: true
+ github-token: $GITHUB_TOKEN
+ on:
+ branch: master
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index d9f68bd60..943f93cba 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -4,12 +4,17 @@ Your contributions are always welcome!
## Guidelines
-* Add section if needed.
- * Add section description.
- * Add section title to Table of contents.
-* Search previous suggestions before making a new one, as yours may be a duplicate.
-* Add your links: `* [project-name](http://example.com/) - A short description ends with a dot.`
+* Add one link per Pull Request.
+ * Make sure the PR title is in the format of `Add project-name`.
+ * Write down the reason why the library is awesome.
+* Add the link: `* [project-name](http://example.com/) - A short description ends with a period.`
+ * Keep descriptions concise and **short**.
+* Add a section if needed.
+ * Add the section description.
+ * Add the section title to Table of Contents.
+* Search previous Pull Requests or Issues before making a new one, as yours may be a duplicate.
* Don't mention `Python` in the description as it's implied.
* Check your spelling and grammar.
-* Make sure your text editor is set to remove trailing whitespace.
-* Send a Pull Request.
+* Remove any trailing whitespace.
+
+Just a gentle reminder: **Try not to submit your own project. Instead, wait for someone finds it useful and submits it for you.**
diff --git a/Makefile b/Makefile
new file mode 100644
index 000000000..eda7a8ff3
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,14 @@
+site_install:
+ pip install -r requirements.txt
+
+site_link:
+ ln -sf $(CURDIR)/README.md $(CURDIR)/docs/index.md
+
+site_preview: site_link
+ mkdocs serve
+
+site_build: site_link
+ mkdocs build
+
+site_deploy: site_link
+ mkdocs gh-deploy --clean
diff --git a/README.md b/README.md
index 629457c74..5a7f5f89d 100644
--- a/README.md
+++ b/README.md
@@ -1,1157 +1,1200 @@
-# Awesome Python
+# Awesome Python [](https://github.com/sindresorhus/awesome)
-A curated list of awesome Python frameworks, libraries and software. Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
+An opinionated list of awesome Python frameworks, libraries, software and resources.
+
+Inspired by [awesome-php](https://github.com/ziadoz/awesome-php).
- [Awesome Python](#awesome-python)
- - [Environment Management](#environment-management)
- - [Package Management](#package-management)
- - [Package Repositories](#package-repositories)
- - [Distribution](#distribution)
+ - [Admin Panels](#admin-panels)
+ - [Algorithms and Design Patterns](#algorithms-and-design-patterns)
+ - [ASGI Servers](#asgi-servers)
+ - [Asynchronous Programming](#asynchronous-programming)
+ - [Audio](#audio)
+ - [Authentication](#authentication)
- [Build Tools](#build-tools)
- - [Interactive Interpreter](#interactive-interpreter)
- - [Files](#files)
+ - [Built-in Classes Enhancement](#built-in-classes-enhancement)
+ - [Caching](#caching)
+ - [ChatOps Tools](#chatops-tools)
+ - [CMS](#cms)
+ - [Code Analysis](#code-analysis)
+ - [Command-line Interface Development](#command-line-interface-development)
+ - [Command-line Tools](#command-line-tools)
+ - [Computer Vision](#computer-vision)
+ - [Configuration Files](#configuration-files)
+ - [Cryptography](#cryptography)
+ - [Data Analysis](#data-analysis)
+ - [Data Validation](#data-validation)
+ - [Data Visualization](#data-visualization)
+ - [Database Drivers](#database-drivers)
+ - [Database](#database)
- [Date and Time](#date-and-time)
- - [Text Processing](#text-processing)
- - [Specific Formats Processing](#specific-formats-processing)
- - [Natural Language Processing](#natural-language-processing)
+ - [Debugging Tools](#debugging-tools)
+ - [Deep Learning](#deep-learning)
+ - [DevOps Tools](#devops-tools)
+ - [Distributed Computing](#distributed-computing)
+ - [Distribution](#distribution)
- [Documentation](#documentation)
- - [Configuration](#configuration)
- - [Command-line Tools](#command-line-tools)
- [Downloader](#downloader)
- - [Imagery](#imagery)
- - [OCR](#ocr)
- - [Audio](#audio)
- - [Video](#video)
+ - [Editor Plugins and IDEs](#editor-plugins-and-ides)
+ - [Email](#email)
+ - [Environment Management](#environment-management)
+ - [File Manipulation](#file-manipulation)
+ - [Functional Programming](#functional-programming)
+ - [Game Development](#game-development)
- [Geolocation](#geolocation)
- - [HTTP](#http)
- - [Database](#database)
- - [Database Drivers](#database-drivers)
+ - [GUI Development](#gui-development)
+ - [Hardware](#hardware)
+ - [HTML Manipulation](#html-manipulation)
+ - [HTTP Clients](#http-clients)
+ - [Image Processing](#image-processing)
+ - [Implementations](#implementations)
+ - [Interactive Interpreter](#interactive-interpreter)
+ - [Internationalization](#internationalization)
+ - [Job Scheduler](#job-scheduler)
+ - [Logging](#logging)
+ - [Machine Learning](#machine-learning)
+ - [Miscellaneous](#miscellaneous)
+ - [Natural Language Processing](#natural-language-processing)
+ - [Network Virtualization](#network-virtualization)
+ - [News Feed](#news-feed)
- [ORM](#orm)
- - [Web Frameworks](#web-frameworks)
+ - [Package Management](#package-management)
+ - [Package Repositories](#package-repositories)
+ - [Penetration testing](#penetration-testing)
- [Permissions](#permissions)
- - [CMS](#cms)
- - [E-commerce](#e-commerce)
+ - [Processes](#processes)
+ - [Recommender Systems](#recommender-systems)
+ - [Refactoring](#refactoring)
- [RESTful API](#restful-api)
- - [Authentication](#authentication)
- - [Template Engine](#template-engine)
- - [Queue](#queue)
+ - [Robotics](#robotics)
+ - [RPC Servers](#rpc-servers)
+ - [Science](#science)
- [Search](#search)
- - [News Feed](#news-feed)
- - [Asset Management](#asset-management)
- - [Caching](#caching)
- - [Email](#email)
- - [Internationalization](#internationalization)
+ - [Serialization](#serialization)
+ - [Serverless Frameworks](#serverless-frameworks)
+ - [Shell](#shell)
+ - [Specific Formats Processing](#specific-formats-processing)
+ - [Static Site Generator](#static-site-generator)
+ - [Tagging](#tagging)
+ - [Task Queues](#task-queues)
+ - [Template Engine](#template-engine)
+ - [Testing](#testing)
+ - [Text Processing](#text-processing)
+ - [Third-party APIs](#third-party-apis)
- [URL Manipulation](#url-manipulation)
- - [HTML Manipulation](#html-manipulation)
- - [Web Crawling](#web-crawling)
+ - [Video](#video)
+ - [Web Asset Management](#web-asset-management)
- [Web Content Extracting](#web-content-extracting)
- - [Forms](#forms)
- - [Data Validation](#data-validation)
- - [Anti-spam](#anti-spam)
- - [Tagging](#tagging)
- - [Admin Panels](#admin-panels)
- - [Static Site Generator](#static-site-generator)
- - [Processes and Threads](#processes-and-threads)
- - [Concurrency and Networking](#concurrency-and-networking)
+ - [Web Crawling](#web-crawling)
+ - [Web Frameworks](#web-frameworks)
- [WebSocket](#websocket)
- [WSGI Servers](#wsgi-servers)
- - [RPC Servers](#rpc-servers)
- - [Cryptography](#cryptography)
- - [GUI](#gui)
- - [Game Development](#game-development)
- - [Logging](#logging)
- - [Testing](#testing)
- - [Code Analysis and Linter](#code-analysis-and-linter)
- - [Debugging Tools](#debugging-tools)
- - [Science and Data Analysis](#science-and-data-analysis)
- - [Data Visualization](#data-visualization)
- - [Computer Vision](#computer-vision)
- - [Machine Learning](#machine-learning)
- - [Functional Programming](#functional-programming)
- - [MapReduce](#mapreduce)
- - [Third-party APIs](#third-party-apis)
- - [DevOps Tools](#devops-tools)
- - [Job Scheduler](#job-scheduler)
- - [Foreign Function Interface](#foreign-function-interface)
- - [High Performance](#high-performance)
- - [Network Virtualization and SDN](#network-virtualization-and-sdn)
- - [Hardware](#hardware)
- - [Compatibility](#compatibility)
- - [Miscellaneous](#miscellaneous)
- - [Algorithms and Design Patterns](#algorithms-and-design-patterns)
- - [Editor Plugins](#editor-plugins)
- [Resources](#resources)
- - [Websites](#websites)
- - [Weekly](#weekly)
- - [Twitter](#twitter)
-- [Other Awesome Lists](#other-awesome-lists)
+ - [Newsletters](#newsletters)
+ - [Podcasts](#podcasts)
- [Contributing](#contributing)
---
-## Environment Management
-
-*Libraries for Python version and environment management.*
-
-* [pyenv](https://github.com/yyuu/pyenv) - Simple Python version management.
-* [virtualenv](https://pypi.python.org/pypi/virtualenv) - A tool to create isolated Python environments.
-* [virtualenvwrapper](https://pypi.python.org/pypi/virtualenvwrapper) - A set of extensions to virtualenv.
-* [virtualenv-api](https://github.com/sjkingo/virtualenv-api) - An API for virtualenv and pip.
-* [pew](https://pypi.python.org/pypi/pew/) - A set of tools to manage multiple virtual environments.
-* [Vex](https://github.com/sashahart/vex) - Run a command in the named virtualenv.
-* [PyRun](https://www.egenix.com/products/python/PyRun/) - A one-file, no-installation-needed version of Python.
-
-## Package Management
+## Admin Panels
-*Libraries for package and dependency management.*
+*Libraries for administrative interfaces.*
-* [pip](https://pip.pypa.io/) - The Python package and dependency manager.
- * [Python Package Index](https://pypi.python.org/pypi)
-* [conda](https://github.com/conda/conda/) - Cross-platform, Python-agnostic binary package manager.
-* [Curdling](http://clarete.li/curdling/) - Curdling is a command line tool for managing Python packages.
-* [wheel](http://pythonwheels.com/) - The new standard of Python distribution and are intended to replace eggs.
+* [ajenti](https://github.com/ajenti/ajenti) - The admin panel your servers deserve.
+* [django-grappelli](https://github.com/sehmaschine/django-grappelli) - A jazzy skin for the Django Admin-Interface.
+* [flask-admin](https://github.com/flask-admin/flask-admin) - Simple and extensible administrative interface framework for Flask.
+* [flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery.
+* [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django).
+* [wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts.
+* [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
-## Package Repositories
+## Algorithms and Design Patterns
-*Local PyPI repository server and proxies.*
+*Python implementation of data structures, algorithms and design patterns. Also see [awesome-algorithms](https://github.com/tayllan/awesome-algorithms).*
-* [warehouse](https://github.com/pypa/warehouse) - Next generation Python Package Repository (PyPI).
- * [Warehouse](https://warehouse.python.org/)
-* [devpi](http://doc.devpi.net/) - PyPI server and packaging/testing/release tool.
-* [localshop](https://github.com/mvantellingen/localshop) - PyPI server which mirrors official packages on-demand, and also supports local (private) package uploads.
+* Algorithms
+ * [algorithms](https://github.com/keon/algorithms) - Minimal examples of data structures and algorithms.
+ * [python-ds](https://github.com/prabhupant/python-ds) - A collection of data structure and algorithms for coding interviews.
+ * [sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - Fast and pure-Python implementation of sorted collections.
+ * [thealgorithms](https://github.com/TheAlgorithms/Python) - All Algorithms implemented in Python.
+* Design Patterns
+ * [pypattyrn](https://github.com/tylerlaberge/PyPattyrn) - A simple yet effective library for implementing common design patterns.
+ * [python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python.
+ * [transitions](https://github.com/pytransitions/transitions) - A lightweight, object-oriented finite state machine implementation.
-## Distribution
+## ASGI Servers
-*Libraries to create packaged executables for release distribution.*
+*[ASGI](https://asgi.readthedocs.io/en/latest/)-compatible web servers.*
-* [cx-Freeze](http://cx-freeze.readthedocs.org/) - Freezes Python scripts (cross-platform).
-* [py2exe](http://www.py2exe.org/) - Freezes Python scripts (Windows).
-* [pynsist](http://pynsist.readthedocs.org/) - A tool to build Windows installers, installers bundle Python itself.
-* [py2app](http://pythonhosted.org/py2app/) - Freezes Python scripts (Mac OS X).
-* [PyInstaller](http://www.pyinstaller.org/) - Converts Python programs into stand-alone executables (cross-platform).
-* [dh-virtualenv](http://dh-virtualenv.readthedocs.org/) - Build and distribute a virtualenv as a Debian package.
-* [Nuitka](http://nuitka.net/) - Compile scripts, modules, packages to an executable or extension module.
+* [daphne](https://github.com/django/daphne) - A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
+* [uvicorn](https://github.com/encode/uvicorn) - A lightning-fast ASGI server implementation, using uvloop and httptools.
+* [hypercorn](https://github.com/pgjones/hypercorn) - An ASGI and WSGI Server based on Hyper libraries and inspired by Gunicorn.
-## Build Tools
+## Asynchronous Programming
-*Compile software from source code.*
+*Libraries for asynchronous, concurrent and parallel execution. Also see [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio).*
-* [buildout](http://www.buildout.org/) - A build system for creating, assembling and deploying applications from multiple parts, some of which may be non-Python-based.
-* [SCons](http://www.scons.org/) - A software construction tool.
-* [PlatformIO](https://github.com/ivankravets/platformio) - A console tool to build code with different development platforms.
-* [BitBake](http://www.yoctoproject.org/docs/1.6/bitbake-user-manual/bitbake-user-manual.html) - A make-like build tool with the special focus of distributions and packages for embedded Linux.
-* [fabricate](https://code.google.com/p/fabricate/) - A build tool that finds dependencies automatically for any language.
+* [asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
+ - [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)
+* [concurrent.futures](https://docs.python.org/3/library/concurrent.futures.html) - (Python standard library) A high-level interface for asynchronously executing callables.
+* [multiprocessing](https://docs.python.org/3/library/multiprocessing.html) - (Python standard library) Process-based parallelism.
+* [trio](https://github.com/python-trio/trio) - A friendly library for async concurrency and I/O.
+* [twisted](https://github.com/twisted/twisted) - An event-driven networking engine.
+* [uvloop](https://github.com/MagicStack/uvloop) - Ultra fast asyncio event loop.
+* [eventlet](https://github.com/eventlet/eventlet) - Asynchronous framework with WSGI support.
+* [gevent](https://github.com/gevent/gevent) - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
-## Interactive Interpreter
+## Audio
-*Interactive Python interpreters (REPL).*
+*Libraries for manipulating audio and its metadata.*
+
+* Audio
+ * [audioread](https://github.com/beetbox/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
+ * [audioFlux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
+ * [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
+ * [kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
+ * [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
+ * [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
+ * [mingus](http://bspaans.github.io/python-mingus/) - An advanced music theory and notation package with MIDI file and playback support.
+ * [pyaudioanalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
+ * [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
+ * [timeside](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
+* Metadata
+ * [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
+ * [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
+ * [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
+ * [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
-* [IPython](https://github.com/ipython/ipython) - A rich toolkit to help you make the most out of using Python interactively.
-* [bpython](http://bpython-interpreter.org) – A fancy interface to the Python interpreter.
-* [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
+## Authentication
-## Files
+*Libraries for implementing authentications schemes.*
-*Libraries for file manipulation and MIME type detection.*
+* OAuth
+ * [authlib](https://github.com/lepture/authlib) - JavaScript Object Signing and Encryption draft implementation.
+ * [django-allauth](https://github.com/pennersr/django-allauth) - Authentication app for Django that "just works."
+ * [django-oauth-toolkit](https://github.com/jazzband/django-oauth-toolkit) - OAuth 2 goodies for Django.
+ * [oauthlib](https://github.com/oauthlib/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic.
+* JWT
+ * [pyjwt](https://github.com/jpadilla/pyjwt) - JSON Web Token implementation in Python.
+ * [python-jose](https://github.com/mpdavis/python-jose/) - A JOSE implementation in Python.
-* [mimetypes](https://docs.python.org/2/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.
-* [imghdr](https://docs.python.org/2/library/imghdr.html) - (Python standard library) Determine the type of an image.
-* [python-magic](https://github.com/ahupp/python-magic) - A Python interface to the libmagic file type identification library.
-* [path.py](https://github.com/jaraco/path.py) - A module wrapper for [os.path](https://docs.python.org/2/library/os.path.html).
-* [watchdog](https://github.com/gorakhargosh/watchdog) - API and shell utilities to monitor file system events.
-* [Unipath](https://github.com/mikeorr/Unipath) - An object-oriented approach to file/directory operations.
-* [pathlib](https://pathlib.readthedocs.org/en/pep428/) - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library.
+## Build Tools
-## Date and Time
+*Compile software from source code.*
-*Libraries for working with dates and times.*
+* [bitbake](https://github.com/openembedded/bitbake) - A make-like build tool for embedded Linux.
+* [buildout](https://github.com/buildout/buildout) - A build system for creating, assembling and deploying applications from multiple parts.
+* [platformio](https://github.com/platformio/platformio-core) - A console tool to build code with different development platforms.
+* [pybuilder](https://github.com/pybuilder/pybuilder) - A continuous build tool written in pure Python.
+* [scons](https://github.com/SCons/scons) - A software construction tool.
-* [arrow](https://github.com/crsmithdev/arrow) - Better dates & times for Python.
-* [Chronyk](https://github.com/KoffeinFlummi/Chronyk) - A Python 3 library for parsing human-written times and dates.
-* [dateutil](https://pypi.python.org/pypi/python-dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/2/library/datetime.html) module.
-* [delorean](https://github.com/myusuf3/delorean/) - A library for clearing up the inconvenient truths that arise dealing with datetimes.
-* [when.py](https://github.com/dirn/When.py) - Providing user-friendly functions to help perform common date and time actions.
-* [moment](https://github.com/zachwill/moment) - A Python library for dealing with dates/times. Inspired by [Moment.js](http://momentjs.com/).
-* [pytz](https://launchpad.net/pytz) - World timezone definitions, modern and historical. Brings the [tz database](http://en.wikipedia.org/wiki/Tz_database) into Python.
+## Built-in Classes Enhancement
-## Text Processing
+*Libraries for enhancing Python built-in classes.*
-*Libraries for parsing and manipulating plain texts.*
+* [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
+* [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality..
+* [box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
+* [dataclasses](https://docs.python.org/3/library/dataclasses.html) - (Python standard library) Data classes.
+* [dotteddict](https://github.com/carlosescri/DottedDict) - A library that provides a method of accessing lists and dicts with a dotted path notation.
-* General
- * [difflib](https://docs.python.org/2/library/difflib.html) - (Python standard library) Helpers for computing deltas.
- * [Levenshtein](https://github.com/ztane/python-Levenshtein/) - Fast computation of Levenshtein distance and string similarity.
- * [fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - Fuzzy String Matching.
- * [esmre](https://code.google.com/p/esmre/) - Regular expression accelerator.
- * [shortuuid](https://github.com/stochastic-technologies/shortuuid) - A generator library for concise, unambiguous and URL-safe UUIDs.
- * [ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically.
- * [unidecode](https://pypi.python.org/pypi/Unidecode) - ASCII transliterations of Unicode text.
- * [chardet](https://github.com/chardet/chardet) - Python 2/3 compatible character encoding detector.
- * [xpinyin](https://github.com/lxneng/xpinyin) - A library to translate Chinese hanzi (漢字) to pinyin (拼音).
- * [pangu.py](https://github.com/vinta/pangu.py) - Spacing texts for CJK and alphanumerics.
- * [pyfiglet](https://github.com/pwaller/pyfiglet) - An implementation of figlet written in Python.
- * [uniout](https://github.com/moskytw/uniout) - Print readable chars instead of the escaped string.
-* Slugify
- * [awesome-slugify](https://github.com/dimka665/awesome-slugify) - A Python slugify library that can preserve unicode.
- * [python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII.
- * [unicode-slugify](https://github.com/mozilla/unicode-slugify) - A slugifier that generates unicode slugs with Django as a dependency.
-* Parser
- * [PLY](http://www.dabeaz.com/ply/) - Implementation of lex and yacc parsing tools for Python
- * [phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - Parsing, formatting, storing and validating international phone numbers.
- * [python-user-agents](https://github.com/selwin/python-user-agents) - Browser user agent parser.
- * [sqlparse](https://sqlparse.readthedocs.org/) - A non-validating SQL parser.
- * [Pygments](http://pygments.org/) - A generic syntax highlighter.
- * [python-nameparser](https://github.com/derek73/python-nameparser) - Parsing human names into their individual components.
- * [pyparsing](http://pyparsing.wikispaces.com/) - A general purpose framework for generating parsers.
+## CMS
-## Specific Formats Processing
+*Content Management Systems.*
-*Libraries for parsing and manipulating specific text formats.*
+* [feincms](https://github.com/feincms/feincms) - One of the most advanced Content Management Systems built on Django.
+* [indico](https://github.com/indico/indico) - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN).
+* [wagtail](https://github.com/wagtail/wagtail) - A Django content management system.
-* General
- * [tablib](https://github.com/kennethreitz/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
-* Office
- * [python-docx](https://github.com/python-openxml/python-docx) - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
- * [xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - Writing and reading data and formatting information from Excel files.
- * [XlsxWriter](https://xlsxwriter.readthedocs.org/) - A Python module for creating Excel .xlsx files.
- * [xlwings](http://xlwings.org/) - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
- * [openpyxl](https://openpyxl.readthedocs.org/en/latest/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
- * [Marmir](https://github.com/brianray/mm) - Takes Python data structures and turns them into spreadsheets.
- * [unoconv](https://github.com/dagwieers/unoconv) - Convert between any document format supported by LibreOffice/OpenOffice.
-* PDF
- * [PDFMiner](https://github.com/euske/pdfminer) - A tool for extracting information from PDF documents.
- * [PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages.
- * [ReportLab](http://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
-* Markdown
- * [Python-Markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.
- * [Mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
-* YAML
- * [PyYAML](http://pyyaml.org/) - YAML implementations for Python.
-* CSV
- * [csvkit](https://github.com/onyxfish/csvkit) - Utilities for converting to and working with CSV.
-* Archive
- * [unp](https://github.com/mitsuhiko/unp) - A command line tool that can unpack archives easily.
+## Caching
-## Natural Language Processing
+*Libraries for caching data.*
-*Libraries for working with human languages.*
+* [beaker](https://github.com/bbangert/beaker) - A WSGI middleware for sessions and caching.
+* [django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - Automatic caching and invalidation for Django models.
+* [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
+* [dogpile.cache](https://github.com/sqlalchemy/dogpile.cache) - dogpile.cache is a next generation replacement for Beaker made by the same authors.
+* [hermescache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.
+* [pylibmc](https://github.com/lericson/pylibmc) - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface.
+* [python-diskcache](https://github.com/grantjenks/python-diskcache) - SQLite and file backed cache backend with faster lookups than memcached and redis.
-* [NLTK](http://www.nltk.org/) - A leading platform for building Python programs to work with human language data.
-* [Pattern](http://www.clips.ua.ac.be/pattern) - A web mining module for the Python. It has tools for natural language processing, machine learning, among others.
-* [TextBlob](http://textblob.readthedocs.org/) - Providing a consistent API for diving into common NLP tasks. Stands on the giant shoulders of NLTK and Pattern.
-* [jieba](https://github.com/fxsjy/jieba) - Chinese Words Segmentation Utilities.
-* [SnowNLP](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
-* [loso](https://github.com/victorlin/loso) - Another Chinese segmentation library.
-* [genius](https://github.com/duanhongyi/genius) - A Chinese segment base on Conditional Random Field.
-* [langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system.
+## ChatOps Tools
-## Documentation
+*Libraries for chatbot development.*
-*Libraries for generating project documentation.*
+* [errbot](https://github.com/errbotio/errbot/) - The easiest and most popular chatbot to implement ChatOps.
-* [Sphinx](http://sphinx-doc.org/) - Python Documentation generator.
- * [awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc)
-* [reStructuredText](http://docutils.sourceforge.net/rst.html) - Markup Syntax and Parser Component of Docutils.
-* [MkDocs](http://www.mkdocs.org/) - Markdown friendly documentation generator.
-* [Pycco](http://fitzgen.github.io/pycco/) - The original quick-and-dirty, hundred-line-long, literate-programming-style documentation generator.
-* [pdoc](https://github.com/BurntSushi/pdoc) - Epydoc replacement to auto generate API documentation for Python libraries.
+## Code Analysis
-## Configuration
+*Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis).*
-*Libraries for storing configuration options.*
+* Code Analysis
+ * [code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts.
+ * [prospector](https://github.com/PyCQA/prospector) - A tool to analyse Python code.
+ * [vulture](https://github.com/jendrikseipp/vulture) - A tool for finding and analysing dead Python code.
+* Code Linters
+ * [flake8](https://github.com/PyCQA/flake8) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.
+ * [awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions)
+ * [pylint](https://github.com/pylint-dev/pylint) - A fully customizable source code analyzer.
+* Code Formatters
+ * [black](https://github.com/psf/black) - The uncompromising Python code formatter.
+ * [isort](https://github.com/timothycrosley/isort) - A Python utility / library to sort imports.
+ * [yapf](https://github.com/google/yapf) - Yet another Python code formatter from Google.
+* Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
+ * [mypy](https://github.com/python/mypy) - Check variable types during compile time.
+ * [pyre-check](https://github.com/facebook/pyre-check) - Performant type checking.
+ * [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
+* Static Type Annotations Generators
+ * [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
+ * [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
+
+## Command-line Interface Development
+
+*Libraries for building command-line applications.*
-* [ConfigParser](https://docs.python.org/2/library/configparser.html) - (Python standard library) INI file parser.
-* [ConfigObj](http://www.voidspace.org.uk/python/configobj.html) - INI file parser with validation.
-* [config](http://www.red-dove.com/config-doc/) - Hierarchical config from the author of [logging](https://docs.python.org/2/library/logging.html).
-* [profig](http://profig.readthedocs.org/) - Config from multiple formats with value conversion.
+* Command-line Application Development
+ * [cement](https://github.com/datafolklabs/cement) - CLI Application Framework for Python.
+ * [click](https://github.com/pallets/click/) - A package for creating beautiful command line interfaces in a composable way.
+ * [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands.
+ * [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object.
+ * [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit) - A library for building powerful interactive command lines.
+* Terminal Rendering
+ * [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
+ * [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations).
+ * [bashplotlib](https://github.com/glamp/bashplotlib) - Making basic plots in the terminal.
+ * [colorama](https://github.com/tartley/colorama) - Cross-platform colored terminal text.
+ * [rich](https://github.com/Textualize/rich) - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.
+ * [tqdm](https://github.com/tqdm/tqdm) - Fast, extensible progress bar for loops and CLI.
## Command-line Tools
-*Libraries for building command-line application.*
+*Useful CLI-based tools for productivity.*
-* Command-line Application Development
- * [cement](http://builtoncement.com/) - Cement provides a light-weight and fully featured foundation to build anything from single file scripts to complex and intricately designed applications.
- * [click](http://click.pocoo.org/) - A package for creating beautiful command line interfaces in a composable way.
- * [clint](https://github.com/kennethreitz/clint) - Python Command-line Application Tools.
- * [cliff](https://cliff.readthedocs.org/) - A framework for creating command-line programs with multi-level commands.
- * [Clime](http://clime.mosky.tw) – Clime lets you convert any module into a multi-command CLI program without any configuration.
- * [docopt](http://docopt.org/) - Pythonic command line arguments parser.
- * [colorama](https://pypi.python.org/pypi/colorama) - Cross-platform colored terminal text.
- * [pyCLI](https://pythonhosted.org/pyCLI/) - Command-line applications supporting standard command line parsing, logging, unit and functional testing.
- * [Gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line
- * [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit) - A Library for building powerful interactive command lines.
* Productivity Tools
- * [cookiecutter](https://github.com/audreyr/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.
- * [httpie](https://github.com/jakubroztocil/httpie) - A command line HTTP client, a user-friendly cURL replacement.
- * [percol](https://github.com/mooz/percol) - Adds flavor of interactive selection to the traditional pipe concept on UNIX.
- * [RainbowStream](http://www.rainbowstream.org/) - Smart and nice Twitter client on terminal.
- * [caniusepython3](https://github.com/brettcannon/caniusepython3) - Determine what projects are blocking you from porting to Python 3.
+ * [copier](https://github.com/copier-org/copier) - A library and command-line utility for rendering projects templates.
+ * [cookiecutter](https://github.com/cookiecutter/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates).
+ * [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal.
+ * [howdoi](https://github.com/gleitz/howdoi) - Instant coding answers via the command line.
+ * [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
+ * [pathpicker](https://github.com/facebook/PathPicker) - Select files out of bash output.
* [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
+ * [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
+ * [try](https://github.com/timofurrer/try) - A dead simple CLI to try out python packages - it's never been easier.
+* CLI Enhancements
+ * [httpie](https://github.com/httpie/cli) - A command line HTTP client, a user-friendly cURL replacement.
+ * [iredis](https://github.com/laixintao/iredis) - Redis CLI with autocompletion and syntax highlighting.
+ * [litecli](https://github.com/dbcli/litecli) - SQLite CLI with autocompletion and syntax highlighting.
+ * [mycli](https://github.com/dbcli/mycli) - MySQL CLI with autocompletion and syntax highlighting.
+ * [pgcli](https://github.com/dbcli/pgcli) - PostgreSQL CLI with autocompletion and syntax highlighting.
-## Downloader
-
-*Libraries for downloading.*
-
-* [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
-* [youtube-dl](http://rg3.github.io/youtube-dl/) - A small command-line program to download videos from YouTube.
-* [you-get](http://www.soimort.org/you-get/) - A YouTube/Youku/Niconico video downloader written in Python 3.
-* [coursera](https://github.com/coursera-dl/coursera) - Script for downloading Coursera.org videos and naming them.
-* [WikiTeam](https://github.com/WikiTeam/wikiteam) - Tools for downloading and preserving wikis.
-* [subliminal](https://github.com/Diaoul/subliminal) - Library and command line tool to search and download subtitles.
-
-## Imagery
+## Computer Vision
-*Libraries for manipulating images.*
+*Libraries for Computer Vision.*
-* [pillow](http://pillow.readthedocs.org/) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
-* [wand](https://github.com/dahlia/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
-* [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, resizing and flipping of images.
-* [imgSeek](http://www.imgseek.net/) - A project for searching a collection of images using visual similarity.
-* [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
-* [pyBarcode](https://pythonhosted.org/pyBarcode/) - Create barcodes in Python without needing PIL.
-* [pygram](https://github.com/ajkumar25/pygram) - Instagram-like image filters.
-* [Quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
-* [nude.py](https://github.com/hhatto/nude.py) - Nudity detection.
-* [scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing.
-* [hmap](https://github.com/rossgoodwin/hmap) - Image histogram remapping.
+* [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
+* [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
+* [opencv](https://opencv.org/) - Open Source Computer Vision Library.
+* [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
+* [tesserocr](https://github.com/sirfz/tesserocr) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.
-## OCR
+## Configuration Files
-*Libraries for Optical Character Recognition.*
+*Libraries for storing and parsing configuration options.*
-* [python-tesseract](https://code.google.com/p/python-tesseract) - A wrapper class for [Google Tesseract OCR](https://code.google.com/p/tesseract-ocr/).
-* [pytesseract](https://github.com/madmaze/pytesseract) - Another wrapper for Google Tesseract OCR.
-* [pyocr](https://github.com/jflesch/pyocr) - A wrapper for Tesseract and Cuneiform.
+* [configparser](https://docs.python.org/3/library/configparser.html) - (Python standard library) INI file parser.
+* [configobj](https://github.com/DiffSK/configobj) - INI file parser with validation.
+* [hydra](https://github.com/facebookresearch/hydra) - Hydra is a framework for elegantly configuring complex applications.
+* [python-decouple](https://github.com/HBNetwork/python-decouple) - Strict separation of settings from code.
-## Audio
+## Cryptography
-*Libraries for manipulating audio.*
-
-* [audiolazy](https://github.com/danilobellini/audiolazy) - Expressive Digital Signal Processing (DSP) package for Python.
-* [audioread](https://github.com/sampsyo/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
-* [beets](http://beets.radbox.org/) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
-* [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
-* [django-elastic-transcoder](https://github.com/StreetVoice/django-elastic-transcoder) - Django + [Amazon Elastic Transcoder](http://aws.amazon.com/elastictranscoder/).
-* [eyeD3](http://eyed3.nicfit.net/) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
-* [id3reader](http://nedbatchelder.com/code/modules/id3reader.py) - A Python module for reading MP3 meta data.
-* [mutagen](https://code.google.com/p/mutagen/) - A Python module to handle audio metadata.
-* [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
-* [pyechonest](https://github.com/echonest/pyechonest) - Python client for the [Echo Nest](http://developer.echonest.com/docs/) API.
-* [talkbox](http://scikits.appspot.com/talkbox) - A Python library for speech/signal processing.
-* [TimeSide](https://github.com/yomguy/TimeSide) - Open web audio processing framework.
-* [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
-* [m3u8](https://github.com/globocom/m3u8) - A module for parsing m3u8 file.
+* [cryptography](https://github.com/pyca/cryptography) - A package designed to expose cryptographic primitives and recipes to Python developers.
+* [paramiko](https://github.com/paramiko/paramiko) - The leading native Python SSHv2 protocol library.
+* [pynacl](https://github.com/pyca/pynacl) - Python binding to the Networking and Cryptography (NaCl) library.
-## Video
+## Data Analysis
-*Libraries for manipulating video and GIFs.*
+*Libraries for data analyzing.*
-* [moviepy](http://zulko.github.io/moviepy/) - A module for script-based movie editing with many formats, including animated GIFs.
-* [shorten.tv](http://www.shorten.tv/) - Video summarization.
-* [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
+* [pandas](http://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools.
+* [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas) - Pandas on AWS.
+* [datasette](https://github.com/simonw/datasette) - An open source multi-tool for exploring and publishing data.
+* [optimus](https://github.com/hi-primus/optimus) - Agile Data Science Workflows made easy with PySpark.
-## Geolocation
-
-*Libraries for geocoding addresses and working with latitudes and longitudes.*
+## Data Validation
-* [GeoDjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework.
-* [geopy](https://github.com/geopy/geopy) - Python Geocoding Toolbox.
-* [pygeoip](https://github.com/appliedsec/pygeoip) - Pure Python GeoIP API.
-* [GeoIP](https://github.com/maxmind/geoip-api-python) - Python API for MaxMind GeoIP Legacy Database.
-* [geojson](https://github.com/frewsxcv/python-geojson) - Python bindings and utlities for GeoJSON.
-* [django-countries](https://github.com/SmileyChris/django-countries) - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.
+*Libraries for validating data. Used for forms in many cases.*
-## HTTP
+* [cerberus](https://github.com/pyeve/cerberus) - A lightweight and extensible data validation library.
+* [colander](https://github.com/Pylons/colander) - Validating and deserializing data obtained via XML, JSON, an HTML form post.
+* [jsonschema](https://github.com/python-jsonschema/jsonschema) - An implementation of [JSON Schema](http://json-schema.org/) for Python.
+* [schema](https://github.com/keleshev/schema) - A library for validating Python data structures.
+* [schematics](https://github.com/schematics/schematics) - Data Structure Validation.
+* [voluptuous](https://github.com/alecthomas/voluptuous) - A Python data validation library.
+* [pydantic](https://github.com/pydantic/pydantic) - Data validation using Python type hints.
-*Libraries for working with HTTP.*
+## Data Visualization
-* [requests](http://docs.python-requests.org/) - HTTP Requests for Humans™.
-* [grequests](https://github.com/kennethreitz/grequests) - requests + gevent for asynchronous HTTP requests.
-* [urllib3](https://github.com/shazow/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
-* [httplib2](https://github.com/jcgregorio/httplib2) - Comprehensive HTTP client library.
-* [treq](https://github.com/dreid/treq) - Python requests like API built on top of Twisted's HTTP client.
+*Libraries for visualizing data. Also see [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization).*
+
+* [altair](https://github.com/altair-viz/altair) - Declarative statistical visualization library for Python.
+* [bokeh](https://github.com/bokeh/bokeh) - Interactive Web Plotting for Python.
+* [bqplot](https://github.com/bloomberg/bqplot) - Interactive Plotting Library for the Jupyter Notebook.
+* [cartopy](https://github.com/SciTools/cartopy) - A cartographic python library with matplotlib support.
+* [diagrams](https://github.com/mingrammer/diagrams) - Diagram as Code.
+* [matplotlib](https://github.com/matplotlib/matplotlib) - A Python 2D plotting library.
+* [plotnine](https://github.com/has2k1/plotnine) - A grammar of graphics for Python based on ggplot2.
+* [pygal](https://github.com/Kozea/pygal) - A Python SVG Charts Creator.
+* [pygraphviz](https://github.com/pygraphviz/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/).
+* [pyqtgraph](https://github.com/pyqtgraph/pyqtgraph) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
+* [seaborn](https://github.com/mwaskom/seaborn) - Statistical data visualization using Matplotlib.
+* [vispy](https://github.com/vispy/vispy) - High-performance scientific visualization based on OpenGL.
## Database
*Databases implemented in Python.*
-* [ZODB](http://www.zodb.org/) - A native object database for Python. A key-value and object graph database.
-* [pickleDB](https://pythonhosted.org/pickleDB/) - A simple and lightweight key-value store for Python.
-* [TinyDB](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
+* [pickleDB](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
+* [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
+* [zodb](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
## Database Drivers
*Libraries for connecting and operating databases.*
-* Relational Databases
- * [mysql-python](http://sourceforge.net/projects/mysql-python/) - The MySQL database connector for Python.
- * [mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - mysql-python fork supporting Python 3.
- * [PyMySQL](https://github.com/PyMySQL/PyMySQL) - Pure Python MySQL driver compatible to mysql-python.
- * [mysql-connector-python](https://pypi.python.org/pypi/mysql-connector-python) - A pure Python MySQL driver from Oracle.
- * [oursql](https://pythonhosted.org/oursql/) - A better MySQL connector with support for native prepared statements and BLOBs.
- * [psycopg2](http://initd.org/psycopg/) - The most popular PostgreSQL adapter for Python.
- * [txpostgres](http://txpostgres.readthedocs.org/) - Twisted based asynchronous driver for PostgreSQL.
- * [queries](https://github.com/gmr/queries) - A wrapper of the psycopg2 library for interacting with PostgreSQL.
- * [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
+* MySQL - [awesome-mysql](http://shlomi-noach.github.io/awesome-mysql/)
+ * [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
+ * [pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
+* PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
+ * [psycopg](https://github.com/psycopg/psycopg) - The most popular PostgreSQL adapter for Python.
+* SQlite - [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite)
+ * [sqlite3](https://docs.python.org/3/library/sqlite3.html) - (Python standard library) SQlite interface compliant with DB-API 2.0.
+ * [sqlite-utils](https://github.com/simonw/sqlite-utils) - Python CLI utility and library for manipulating SQLite databases.
+* Other Relational Databases
+ * [pymssql](https://github.com/pymssql/pymssql) - A simple database interface to Microsoft SQL Server.
+ * [clickhouse-driver](https://github.com/mymarilyn/clickhouse-driver) - Python driver with native interface for ClickHouse.
* NoSQL Databases
- * [cassandra-python-driver](https://github.com/datastax/python-driver) - Python driver for Cassandra.
- * [pycassa](https://github.com/pycassa/pycassa) - Python Thrift driver for Cassandra.
- * [HappyBase](http://happybase.readthedocs.org/) - A developer-friendly library for Apache HBase.
- * [PyMongo](http://docs.mongodb.org/ecosystem/drivers/python/) - The official Python client for MongoDB.
- * [Plyvel](https://plyvel.readthedocs.org/) - A fast and feature-rich Python interface to LevelDB.
- * [redis-py](https://github.com/andymccurdy/redis-py) - The Redis Python Client.
- * [py2neo](http://book.py2neo.org/) - Python wrapper client for Neo4j's restful interface.
- * [telephus](https://github.com/driftx/Telephus) - Twisted based client for Cassandra.
- * [txRedis](https://github.com/deldotdr/txRedis) - Twisted based client for Redis.
+ * [cassandra-driver](https://github.com/datastax/python-driver) - The Python Driver for Apache Cassandra.
+ * [happybase](https://github.com/python-happybase/happybase) - A developer-friendly library for Apache HBase.
+ * [kafka-python](https://github.com/dpkp/kafka-python) - The Python client for Apache Kafka.
+ * [pymongo](https://github.com/mongodb/mongo-python-driver) - The official Python client for MongoDB.
+ * [motor](https://github.com/mongodb/motor) - The async Python driver for MongoDB.
+ * [redis-py](https://github.com/redis/redis-py) - The Python client for Redis.
-## ORM
+## Date and Time
-*Libraries that implement Object-Relational Mapping or datamapping techniques.*
+*Libraries for working with dates and times.*
-* Relational Databases
- * [Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - A part of Django.
- * [SQLAlchemy](http://www.sqlalchemy.org/) - The Python SQL Toolkit and Object Relational Mapper.
- * [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy)
- * [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM.
- * [PonyORM](http://ponyorm.com) - ORM that provides a generator-oriented interface to SQL.
-* NoSQL Databases
- * [MongoEngine](http://mongoengine.org/) - A Python Object-Document-Mapper for working with MongoDB.
- * [django-mongodb-engine](https://github.com/django-nonrel/mongodb-engine) - Django MongoDB Backend.
- * [redisco](https://github.com/kiddouk/redisco) - A Python Library for Simple Models and Containers Persisted in Redis.
- * [flywheel](https://github.com/mathcamp/flywheel) - Object mapper for Amazon DynamoDB.
+* [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
+* [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
+* [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
+* [pytz](https://pypi.org/project/pytz/) - World timezone definitions, modern and historical. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
+
+## Debugging Tools
+
+*Libraries for debugging code.*
+
+* pdb-like Debugger
+ * [ipdb](https://github.com/gotcha/ipdb) - IPython-enabled [pdb](https://docs.python.org/3/library/pdb.html).
+ * [pudb](https://github.com/inducer/pudb) - A full-screen, console-based Python debugger.
+* Tracing
+ * [manhole](https://github.com/ionelmc/python-manhole) - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.
+ * [python-hunter](https://github.com/ionelmc/python-hunter) - A flexible code tracing toolkit.
+* Profiler
+ * [py-spy](https://github.com/benfred/py-spy) - A sampling profiler for Python programs. Written in Rust.
+ * [vprof](https://github.com/nvdv/vprof) - Visual Python profiler.
* Others
- * [butterdb](https://github.com/Widdershin/butterdb) - A Python ORM for Google Drive Spreadsheets.
+ * [django-debug-toolbar](https://github.com/jazzband/django-debug-toolbar) - Display various debug information for Django.
+ * [flask-debugtoolbar](https://github.com/pallets-eco/flask-debugtoolbar) - A port of the django-debug-toolbar to flask.
+ * [icecream](https://github.com/gruns/icecream) - Inspect variables, expressions, and program execution with a single, simple function call.
+ * [pyelftools](https://github.com/eliben/pyelftools) - Parsing and analyzing ELF files and DWARF debugging information.
-## Web Frameworks
+## Deep Learning
-*Full stack web frameworks.*
-
-* [Django](https://www.djangoproject.com/) - The most popular web framework in Python.
- * [awesome-django](https://github.com/rosarior/awesome-django)
-* [Flask](http://flask.pocoo.org/) - A microframework for Python.
- * [awesome-flask](https://github.com/humiaozuzu/awesome-flask)
-* [Bottle](http://bottlepy.org/) - A fast, simple and lightweight WSGI micro web-framework.
-* [Pyramid](http://www.pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework.
- * [awesome-pyramid](https://github.com/ITCase/awesome-pyramid)
-* [web2py](http://www.web2py.com) - A full stack web framework and platform focused in the ease of use.
-* [web.py](http://webpy.org/) - A web framework for Python that is as simple as it is powerful.
-* [TurboGears](http://www.turbogears.org/) - The Web Framework that starts as a microframework and scales up to a fullstack solution.
-* [CherryPy](http://www.cherrypy.org/) - A Minimalist Python Web Framework, HTTP/1.1-compliant and WSGI thread-pooled.
-* [Grok](http://grok.zope.org/) - A framework built on the existing Zope 3 libraries.
-* [Bluebream](http://bluebream.zope.org/) - An open-source web application server, framework and library, formerly known as Zope 3.
-* [guava](https://github.com/flatpeach/guava) - A lightweight and high performance web framework for Python written in C.
+*Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning).*
-## Permissions
+* [keras](https://github.com/keras-team/keras) - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
+* [pytorch](https://github.com/pytorch/pytorch) - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
+* [pytorch-lightning](https://github.com/Lightning-AI/pytorch-lightning) - Deep learning framework to train, deploy, and ship AI products Lightning fast.
+* [stable-baselines3](https://github.com/DLR-RM/stable-baselines3) - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
+* [tensorflow](https://github.com/tensorflow/tensorflow) - The most popular Deep Learning framework created by Google.
+* [theano](https://github.com/Theano/Theano) - A library for fast numerical computation.
-*Libraries that allow or deny users access to data or functionality.*
+## DevOps Tools
-* [django-guardian](https://github.com/lukaszb/django-guardian) - Implementation of per object permissions for Django 1.2+
-* [Carteblanche](http://www.github.com/neuman/python-carteblanche/) - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.
+*Software and libraries for DevOps.*
-## CMS
+* Configuration Management
+ * [ansible](https://github.com/ansible/ansible) - A radically simple IT automation platform.
+ * [cloudinit](https://github.com/canonical/cloud-init) - A multi-distribution package that handles early initialization of a cloud instance.
+ * [openstack](https://www.openstack.org/) - Open source software for building private and public clouds.
+ * [pyinfra](https://github.com/pyinfra-dev/pyinfra) - A versatile CLI tools and python libraries to automate infrastructure.
+ * [saltstack](https://github.com/saltstack/salt) - Infrastructure automation and management system.
+* SSH-style Deployment
+ * [cuisine](https://github.com/sebastien/cuisine) - Chef-like functionality for Fabric.
+ * [fabric](https://github.com/fabric/fabric) - A simple, Pythonic tool for remote execution and deployment.
+* Process Management
+ * [supervisor](https://github.com/Supervisor/supervisor) - Supervisor process control system for UNIX.
+* Monitoring
+ * [psutil](https://github.com/giampaolo/psutil) - A cross-platform process and system utilities module.
+* Backup
+ * [borg](https://github.com/borgbackup/borg) - A deduplicating archiver with compression and encryption.
+
+## Distributed Computing
+
+*Frameworks and libraries for Distributed Computing.*
+
+* Batch Processing
+ * [dask](https://github.com/dask/dask) - A flexible parallel computing library for analytic computing.
+ * [luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs.
+ * [PySpark](https://github.com/apache/spark) - [Apache Spark](https://spark.apache.org/) Python API.
+ * [Ray](https://github.com/ray-project/ray/) - A system for parallel and distributed Python that unifies the machine learning ecosystem.
+* Stream Processing
+ * [faust](https://github.com/robinhood/faust) - A stream processing library, porting the ideas from [Kafka Streams](https://kafka.apache.org/documentation/streams/) to Python.
+ * [streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/).
-*Content Management Systems.*
+## Distribution
-* [django-cms](https://www.django-cms.org/en/) - An Open source enterprise CMS based on the Django.
-* [djedi-cms](http://djedi-cms.org/) - A lightweight but yet powerful Django CMS with plugins, inline editing and performance in mind.
-* [FeinCMS](http://www.feincms.org/) - One of the most advanced Content Management Systems built on Django.
-* [Kotte](http://kotti.pylonsproject.org/) - A high-level, Pythonic web application framework built on Pyramid.
-* [Mezzanine](http://mezzanine.jupo.org/) - A powerful, consistent, and flexible content management platform.
-* [Opps](http://oppsproject.org/) - A Django-based CMS for magazines, newspapers websites and portals with high-traffic.
-* [Plone](http://plone.org/) - A CMS built on top of the open source application server Zope.
-* [Quokka](http://quokkaproject.org/) - Flexible, extensible, small CMS powered by Flask and MongoDB.
-* [Wagtail](http://wagtail.io/) - A Django content management system.
-* [Widgy](http://wid.gy/) - Last CMS framework, based on Django.
+*Libraries to create packaged executables for release distribution.*
-## E-commerce
+* [py2app](https://github.com/ronaldoussoren/py2app) - Freezes Python scripts (Mac OS X).
+* [py2exe](https://github.com/py2exe/py2exe) - Freezes Python scripts (Windows).
+* [pyarmor](https://github.com/dashingsoft/pyarmor) - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
+* [pyinstaller](https://github.com/pyinstaller/pyinstaller) - Converts Python programs into stand-alone executables (cross-platform).
+* [shiv](https://github.com/linkedin/shiv) - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
-*Frameworks and libraries for e-commerce and payments.*
+## Documentation
-* [django-oscar](http://oscarcommerce.com/) - An open-source e-commerce framework for Django.
-* [django-shop](https://www.django-cms.org/) - A Django based shop system.
-* [merchant](https://github.com/agiliq/merchant) - A Django app to accept payments from various payment processors.
-* [money](https://github.com/carlospalol/money) - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution.
-* [python-currencies](https://github.com/Alir3z4/python-currencies) - Display money format and its filthy currencies.
-* [alipay](https://github.com/lxneng/alipay) - Unofficial Alipay API for Python.
+*Libraries for generating project documentation.*
-## RESTful API
+* [sphinx](https://github.com/sphinx-doc/sphinx/) - Python Documentation generator.
+ * [awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc)
+* [pdoc](https://github.com/mitmproxy/pdoc) - Epydoc replacement to auto generate API documentation for Python libraries.
-*Libraries for developing RESTful APIs.*
-
-* [cornice](https://cornice.readthedocs.org/) - A REST framework for Pyramid.
-* [django-rest-framework](http://www.django-rest-framework.org/) - A powerful and flexible toolkit that makes it easy to build Web APIs.
-* [django-tastypie](http://tastypieapi.org/) - Creating delicious APIs for Django apps.
-* [django-formapi](https://github.com/5monkeys/django-formapi) - Create JSON APIs with HMAC authentication and Django form-validation.
-* [flask-api](http://www.flaskapi.org/) - An implementation of the same web browsable APIs that django-rest-framework provides.
-* [flask-restful](http://flask-restful.readthedocs.org/) - An extension for Flask that adds support for quickly building REST APIs.
-* [flask-restless](https://flask-restless.readthedocs.org/en/latest/) - A Flask extension for generating ReSTful APIs for database models defined with SQLAlchemy (or Flask-SQLAlchemy).
-* [flask-api-utils](https://github.com/marselester/flask-api-utils) - Flask extension that takes care of API representation and authentication.
-* [falcon](http://falconframework.org/) - A high-performance Python framework for building cloud APIs and web app backends.
-* [eve](https://github.com/nicolaiarocci/eve) - REST API framework powered by Flask, MongoDB and good intentions.
-* [sandman](https://github.com/jeffknupp/sandman) - Automated REST APIs for existing database-driven systems.
-* [restless](http://restless.readthedocs.org/en/latest/) - Framework agnostic REST framework based on lessons learned from TastyPie.
-* [savory-pie](https://github.com/RueLaLa/savory-pie/) - REST API building library (django, and others)
+## Downloader
-## Authentication
+*Libraries for downloading.*
-*Libraries for implementing authentications schemes.*
+* [akshare](https://github.com/jindaxiang/akshare) - A financial data interface library, built for human beings!
+* [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
+* [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
-* OAuth
- * [Authomatic](http://peterhudec.github.io/authomatic/) - Simple but powerful framework agnostic authentication/authorization client package.
- * [OAuthLib](https://github.com/idan/oauthlib) - A generic, spec-compliant, thorough implementation of the OAuth request-signing logic.
- * [rauth](https://github.com/litl/rauth) - A Python library for OAuth 1.0/a, 2.0, and Ofly.
- * [python-oauth2](https://github.com/simplegeo/python-oauth2) - A fully tested, abstract interface to creating OAuth clients and servers.
- * [python-social-auth](https://github.com/omab/python-social-auth) - An easy-to-setup social authentication mechanism.
- * [django-oauth-toolkit](https://github.com/evonove/django-oauth-toolkit) - OAuth2 goodies for the Djangonauts.
- * [django-oauth2-provider](https://github.com/caffeinehit/django-oauth2-provider) - Providing OAuth2 access to Django app.
- * [django-allauth](https://github.com/pennersr/django-allauth) - Authentication app for Django that "just works."
- * [Flask-OAuthlib](https://github.com/lepture/flask-oauthlib) - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.
- * [sanction](https://github.com/demianbrecht/sanction) - A dead simple OAuth2 client implementation.
+## Editor Plugins and IDEs
+
+* Emacs
+ * [elpy](https://github.com/jorgenschaefer/elpy) - Emacs Python Development Environment.
+* Vim
+ * [jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python.
+ * [python-mode](https://github.com/python-mode/python-mode) - An all in one plugin for turning Vim into a Python IDE.
+ * [YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
+* Visual Studio
+ * [PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio.
+* Visual Studio Code
+ * [Python](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
+* IDE
+ * [PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
+ * [spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE.
+
+## Email
+
+*Libraries for sending and parsing email.*
+
+* Mail Servers
+ * [modoboa](https://github.com/modoboa/modoboa) - A mail hosting and management platform including a modern Web UI.
+ * [salmon](https://github.com/moggers87/salmon) - A Python Mail Server.
+* Clients
+ * [imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans.
+ * [yagmail](https://github.com/kootenpv/yagmail) - Yet another Gmail/SMTP client.
* Others
- * [PyJWT](https://github.com/progrium/pyjwt) - Implementation of the JSON Web Token draft 01.
- * [python-jwt](https://github.com/davedoesdev/python-jwt) - Module for generating and verifying JSON Web Tokens.
- * [python-jws](https://github.com/brianloveswords/python-jws) - Implementation of JSON Web Signatures draft 02.
- * [jose](https://github.com/demonware/jose) - JavaScript Object Signing and Encryption draft implementation.
+ * [flanker](https://github.com/mailgun/flanker) - An email address and Mime parsing library.
+ * [mailer](https://github.com/marrow/mailer) - High-performance extensible mail delivery framework.
-## Template Engine
+## Environment Management
-*Libraries and tools for templating and lexing.*
+*Libraries for Python version and virtual environment management.*
-* [Jinja2](https://github.com/mitsuhiko/jinja2) - A modern and designer friendly templating language.
-* [Genshi](http://genshi.edgewall.org/) - Python templating toolkit for generation of web-aware output.
-* [Mako](http://www.makotemplates.org/) - Hyperfast and lightweight templating for the Python platform.
-* [Chameleon](https://chameleon.readthedocs.org/) - An HTML/XML template engine. Modeled after ZPT, optimized for speed.
-* [Spitfire](https://code.google.com/p/spitfire/) - A very fast Python template compiler.
+* [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
+* [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments.
-## Queue
+## File Manipulation
-*Libraries for working with event and task queues.*
+*Libraries for file manipulation.*
-* [celery](http://www.celeryproject.org/) - An asynchronous task queue/job queue based on distributed message passing.
-* [huey](https://github.com/coleifer/huey) - Little multi-threaded task queue.
-* [mrq](https://github.com/pricingassistant/mrq) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent.
-* [rq](http://python-rq.org/) - Simple job queues for Python.
-* [simpleq](https://github.com/rdegges/simpleq) - A simple, infinitely scalable, Amazon SQS based queue.
+* [mimetypes](https://docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.
+* [pathlib](https://docs.python.org/3/library/pathlib.html) - (Python standard library) An cross-platform, object-oriented path library.
+* [path.py](https://github.com/jaraco/path.py) - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html).
+* [python-magic](https://github.com/ahupp/python-magic) - A Python interface to the libmagic file type identification library.
+* [watchdog](https://github.com/gorakhargosh/watchdog) - API and shell utilities to monitor file system events.
-## Search
+## Functional Programming
-*Libraries and software for indexing and performing search queries on data.*
+*Functional Programming with Python.*
-* [django-haystack](https://github.com/toastdriven/django-haystack) - Modular search for Django.
-* [elasticsearch-py](http://www.elasticsearch.org/guide/en/elasticsearch/client/python-api/current/) - The official low-level Python client for [Elasticsearch](http://www.elasticsearch.org/).
-* [solrpy](https://code.google.com/p/solrpy/) - A Python client for [solr](http://lucene.apache.org/solr/).
-* [Whoosh](http://whoosh.readthedocs.org/) - A fast, pure Python search engine library.
+* [coconut](https://github.com/evhub/coconut) - A variant of Python built for simple, elegant, Pythonic functional programming.
+* [funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools.
+* [more-itertools](https://github.com/erikrose/more-itertools) - More routines for operating on iterables, beyond `itertools`.
+* [returns](https://github.com/dry-python/returns) - A set of type-safe monads, transformers, and composition utilities.
+* [cytoolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of `Toolz`: High performance functional utilities.
+* [toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries.
-## News Feed
+## GUI Development
-*Libraries for building user's activities.*
+*Libraries for working with graphical user interface applications.*
-* [Feedly](https://github.com/tschellenbach/Feedly) - A library to build newsfeed and notification systems using Cassandra and Redis.
-* [django-activity-stream](https://github.com/justquick/django-activity-stream) - Generate generic activity streams from the actions on your site.
+* [curses](https://docs.python.org/3/library/curses.html) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications.
+* [Eel](https://github.com/ChrisKnott/Eel) - A library for making simple Electron-like offline HTML/JS GUI apps.
+* [enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declarative Syntax like QML.
+* [Flexx](https://github.com/zoofIO/flexx) - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.
+* [Gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
+* [kivy](https://kivy.org/) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
+* [pyglet](https://github.com/pyglet/pyglet) - A cross-platform windowing and multimedia library for Python.
+* [PyGObject](https://pygobject.readthedocs.io/) - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
+* [PyQt](https://doc.qt.io/qtforpython/) - Python bindings for the [Qt](https://www.qt.io/) cross-platform application and UI framework.
+* [PySimpleGUI](https://github.com/PySimpleGUI/PySimpleGUI) - Wrapper for tkinter, Qt, WxPython and Remi.
+* [pywebview](https://github.com/r0x0r/pywebview/) - A lightweight cross-platform native wrapper around a webview component.
+* [Tkinter](https://wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package.
+* [Toga](https://github.com/pybee/toga) - A Python native, OS native GUI toolkit.
+* [urwid](http://urwid.org/) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
+* [wxPython](https://wxpython.org/) - A blending of the wxWidgets C++ class library with the Python.
+* [DearPyGui](https://github.com/RaylockLLC/DearPyGui/) - A Simple GPU accelerated Python GUI framework
-## Asset Management
+## GraphQL
-*Tools for managing, compressing and minifying website assets.*
+*Libraries for working with GraphQL.*
+
+* [graphene](https://github.com/graphql-python/graphene/) - GraphQL framework for Python.
+
+## Game Development
+
+*Awesome game development libraries.*
-* [django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline javascript or CSS into a single cached file.
-* [jinja-assets-compressor](https://github.com/jaysonsantos/jinja-assets-compressor) - A Jinja extension to compile and compress your assets.
-* [webassets](http://webassets.readthedocs.org/) - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
-* [fanstatic](http://www.fanstatic.org/) - Packages, optimizes, and serves static file dependencies as Python packages.
-* [fileconveyor](http://fileconveyor.org/) - Monitors changes, processes, and transports assets to CDNs and file storage systems.
-* [django-storages](http://code.larlet.fr/django-storages/) - A collection of custom storage backends for Django.
-* [glue](http://gluecss.com) - Glue is a simple command line tool to generate CSS sprites.
-* [libsass-python](http://hongminhee.org/libsass-python/) - A Python binding of [libsass](https://github.com/hcatlin/libsass), the reference implementation of SASS/SCSS.
-* [Flask-Assets](http://flask-assets.readthedocs.org/) - Helps you integrate webassets into your Flask app.
+* [Arcade](https://api.arcade.academy/en/latest/) - Arcade is a modern Python framework for crafting games with compelling graphics and sound.
+* [Cocos2d](https://www.cocos.com/en/cocos2d-x) - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.
+* [Harfang3D](http://www.harfang3d.com) - Python framework for 3D, VR and game development.
+* [Panda3D](https://www.panda3d.org/) - 3D game engine developed by Disney.
+* [Pygame](http://www.pygame.org/news.html) - Pygame is a set of Python modules designed for writing games.
+* [PyOgre](http://www.ogre3d.org/tikiwiki/PyOgre) - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
+* [PyOpenGL](http://pyopengl.sourceforge.net/) - Python ctypes bindings for OpenGL and it's related APIs.
+* [PySDL2](https://pysdl2.readthedocs.io) - A ctypes based wrapper for the SDL2 library.
+* [RenPy](https://www.renpy.org/) - A Visual Novel engine.
+
+## Geolocation
+
+*Libraries for geocoding addresses and working with latitudes and longitudes.*
+
+* [django-countries](https://github.com/SmileyChris/django-countries) - A Django app that provides a country field for models and forms.
+* [geodjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework.
+* [geojson](https://github.com/jazzband/geojson) - Python bindings and utilities for GeoJSON.
+* [geopy](https://github.com/geopy/geopy) - Python Geocoding Toolbox.
+
+## HTML Manipulation
+
+*Libraries for working with HTML and XML.*
+
+* [beautifulsoup](https://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
+* [bleach](https://github.com/mozilla/bleach) - A whitelist-based HTML sanitization and text linkification library.
+* [cssutils](https://pypi.org/project/cssutils/) - A CSS library for Python.
+* [html5lib](https://github.com/html5lib/html5lib-python) - A standards-compliant library for parsing and serializing HTML documents and fragments.
+* [lxml](http://lxml.de/) - A very fast, easy-to-use and versatile library for handling HTML and XML.
+* [markupsafe](https://github.com/pallets/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
+* [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
+* [untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access.
+* [WeasyPrint](http://weasyprint.org) - A visual rendering engine for HTML and CSS that can export to PDF.
+* [xmldataset](https://xmldataset.readthedocs.io/en/latest/) - Simple XML Parsing.
+* [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
-## Caching
+## HTTP Clients
-*Libraries for caching data.*
+*Libraries for working with HTTP.*
-* [Beaker](http://beaker.readthedocs.org/) - A library for caching and sessions for use with web applications and stand-alone Python scripts and applications.
-* [dogpile.cache](http://dogpilecache.readthedocs.org/) - dogpile.cache is next generation replacement for Beaker made by same authors.
-* [HermesCache](https://pypi.python.org/pypi/HermesCache) - Python caching library with tag-based invalidation and dogpile effect prevention.
-* [django-cache-machine](https://github.com/jbalogh/django-cache-machine) - Automatic caching and invalidation for Django models through the ORM.
-* [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
-* [johnny-cache](https://github.com/jmoiron/johnny-cache) - A caching framework for django applications.
-* [django-viewlet](https://github.com/5monkeys/django-viewlet) - Render template parts with extended cache control.
-* [pylibmc](https://github.com/lericson/pylibmc) - A Python wrapper around the [libmemcached](http://libmemcached.org/libMemcached.html) interface.
+* [httpx](https://github.com/encode/httpx) - A next generation HTTP client for Python.
+* [requests](https://github.com/psf/requests) - HTTP Requests for Humans.
+* [treq](https://github.com/twisted/treq) - Python requests like API built on top of Twisted's HTTP client.
+* [urllib3](https://github.com/urllib3/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
-## Email
+## Hardware
-*Libraries for sending and parsing email.*
+*Libraries for programming with hardware.*
-* [inbox.py](https://github.com/kennethreitz/inbox.py) - Python SMTP Server for Humans.
-* [imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans.
-* [inbox](https://github.com/inboxapp/inbox) - The open source email toolkit.
-* [lamson](https://github.com/zedshaw/lamson) - Pythonic SMTP Application Server.
-* [flanker](https://github.com/mailgun/flanker) - A email address and Mime parsing library.
-* [marrow.mailer](https://github.com/marrow/marrow.mailer) - High-performance extensible mail delivery framework.
-* [django-celery-ses](https://github.com/StreetVoice/django-celery-ses) - Django email backend with AWS SES and Celery.
-* [modoboa](https://github.com/tonioo/modoboa) - A mail hosting and management platform including a modern and simplified Web UI.
-* [envelopes](http://tomekwojcik.github.io/envelopes/) - Mailing for human beings.
-* [mailjet](https://github.com/WoLpH/mailjet) - Mailjet API implementation for batch mailing, statistics and more.
-* [Talon](https://github.com/mailgun/talon) - Mailgun library to extract message quotations and signatures.
-* [pyzmail](http://www.magiksys.net/pyzmail/) - Compose, send and parse emails.
+* [keyboard](https://github.com/boppreh/keyboard) - Hook and simulate global keyboard events on Windows and Linux.
+* [mouse](https://github.com/boppreh/mouse) - Hook and simulate global mouse events on Windows and Linux.
+* [pynput](https://github.com/moses-palmer/pynput) - A library to control and monitor input devices.
+* [scapy](https://github.com/secdev/scapy) - A brilliant packet manipulation library.
-## Internationalization
+## Image Processing
-*Libraries for working with i18n.*
+*Libraries for manipulating images.*
-* [Babel](http://babel.pocoo.org/) - An internationalization library for Python.
-* [Korean](https://korean.readthedocs.org/) - A library for [Korean](http://en.wikipedia.org/wiki/Korean_language) morphology.
+* [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
+* [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
+* [pymatting](http://github.com/pymatting/pymatting) - A library for alpha matting.
+* [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
+* [pywal](https://github.com/dylanaraps/pywal) - A tool that generates color schemes from images.
+* [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
+* [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
+* [scikit-image](http://scikit-image.org/) - A Python library for (scientific) image processing.
+* [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
+* [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
-## URL Manipulation
+## Implementations
-*Libraries for parsing URLs.*
+*Implementations of Python.*
-* [furl](https://github.com/gruns/furl) - A small Python library that makes manipulating URLs simple.
-* [purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation.
-* [pyshorteners](https://github.com/ellisonleao/pyshorteners) - A pure Python URL shortening lib.
-* [short_url](https://github.com/Alir3z4/python-short_url) - Python implementation for generating Tiny URL and bit.ly-like URLs.
-* [webargs](https://github.com/sloria/webargs) - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid.
+* [cpython](https://github.com/python/cpython) - **Default, most widely used implementation of the Python programming language written in C.**
+* [cython](https://github.com/cython/cython) - Optimizing Static Compiler for Python.
+* [clpython](https://github.com/metawilm/cl-python) - Implementation of the Python programming language written in Common Lisp.
+* [ironpython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
+* [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
+* [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
+* [peachpy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
+* [pypy](https://foss.heptapod.net/pypy/pypy) - A very fast and compliant implementation of the Python language.
+* [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
-## HTML Manipulation
+## Interactive Interpreter
-*Libraries for working with HTML and XML.*
+*Interactive Python interpreters (REPL).*
-* [BeautifulSoup](http://www.crummy.com/software/BeautifulSoup/bs4/doc/) - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
-* [lxml](http://lxml.de/) - A very fast, easy-to-use and versatile library for handling HTML and XML.
-* [html5lib](https://github.com/html5lib/html5lib-python) - A standards-compliant library for parsing and serializing HTML documents and fragments.
-* [pyquery](https://github.com/gawel/pyquery) - A jQuery-like library for parsing HTML.
-* [cssutils](https://pypi.python.org/pypi/cssutils/) - A CSS library for Python.
-* [MarkupSafe](https://github.com/mitsuhiko/markupsafe) - Implements a XML/HTML/XHTML Markup safe string for Python.
-* [bleach](http://bleach.readthedocs.org/) - A whitelist-based HTML sanitization and text linkification library.
-* [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
-* [xhtml2pdf](https://github.com/chrisglass/xhtml2pdf) - HTML/CSS to PDF converter.
-* [untangle](https://github.com/stchris/untangle) - Converts XML documents to Python objects for easy access.
+* [bpython](https://github.com/bpython/bpython) - A fancy interface to the Python interpreter.
+* [Jupyter Notebook (IPython)](https://jupyter.org) - A rich toolkit to help you make the most out of using Python interactively.
+ * [awesome-jupyter](https://github.com/markusschanta/awesome-jupyter)
+* [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
-## Web Crawling
+## Internationalization
-*Libraries for scraping websites.*
+*Libraries for working with i18n.*
-* [Scrapy](http://scrapy.org/) - A fast high-level screen scraping and web crawling framework.
-* [portia](https://github.com/scrapinghub/portia) - Visual scraping for Scrapy.
-* [feedparser](http://pythonhosted.org/feedparser/) - Universal feed parser.
-* [RoboBrowser](https://github.com/jmcarp/robobrowser) - A simple, Pythonic library for browsing the web without a standalone web browser.
-* [MechanicalSoup](https://github.com/hickford/MechanicalSoup) - A Python library for automating interaction with websites.
-* [mechanize](http://wwwsearch.sourceforge.net/mechanize/) - Stateful programmatic web browsing.
-* [Demiurge](https://github.com/matiasb/demiurge) - PyQuery-based scraping micro-framework.
-* [cola](https://github.com/chineking/cola) - A distributed crawling framework.
-* [pyspider](https://github.com/binux/pyspider) - A powerful spider system.
-* [Grab](http://grablib.org/) - Site scraping framework.
+* [Babel](http://babel.pocoo.org/en/latest/) - An internationalization library for Python.
+* [PyICU](https://github.com/ovalhub/pyicu) - A wrapper of International Components for Unicode C++ library ([ICU](http://site.icu-project.org/)).
-## Web Content Extracting
+## Job Scheduler
-*Libraries for extracting web contents.*
+*Libraries for scheduling jobs.*
-* [newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python.
-* [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
-* [python-goose](https://github.com/grangier/python-goose) - HTML Content/Article Extractor.
-* [lassie](https://github.com/michaelhelmick/lassie) - Web Content Retrieval for Humans.
-* [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
-* [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
-* [Haul](https://github.com/vinta/Haul) - An Extensible Image Crawler.
-* [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
-* [opengraph](https://github.com/erikriver/opengraph) - A Python module to parse the Open Graph Protocol
-* [textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc.
-* [sanitize](https://github.com/Alir3z4/sanitize) - Bringing sanity to world of messed-up data.
+* [Airflow](https://airflow.apache.org/) - Airflow is a platform to programmatically author, schedule and monitor workflows.
+* [APScheduler](http://apscheduler.readthedocs.io/en/latest/) - A light but powerful in-process task scheduler that lets you schedule functions.
+* [django-schedule](https://github.com/thauber/django-schedule) - A calendaring app for Django.
+* [doit](http://pydoit.org/) - A task runner and build tool.
+* [gunnery](https://github.com/gunnery/gunnery) - Multipurpose task execution tool for distributed systems with web-based interface.
+* [Joblib](https://joblib.readthedocs.io/) - A set of tools to provide lightweight pipelining in Python.
+* [Plan](https://github.com/fengsp/plan) - Writing crontab file in Python like a charm.
+* [Prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
+* [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
+* [Spiff](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
+* [TaskFlow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
-## Forms
+## Logging
-*Libraries for working with forms.*
+*Libraries for generating and working with logs.*
-* [WTForms](http://wtforms.readthedocs.org/) - A flexible forms validation and rendering library.
-* [WTForms-JSON](http://wtforms-json.readthedocs.org/) - A WTForms extension for JSON data handling.
-* [Deform](http://deform.readthedocs.org/) - Python HTML form generation library influenced by the formish form generation library.
-* [django-bootstrap3](https://github.com/dyve/django-bootstrap3) - Bootstrap 3 integration with Django.
-* [django-crispy-forms](http://django-crispy-forms.readthedocs.org/) - A Django app which lets you create beautiful forms in a very elegant and DRY way.
-* [django-remote-forms](https://github.com/WiserTogether/django-remote-forms) - A platform independent Django form serializer.
+* [logbook](http://logbook.readthedocs.io/en/stable/) - Logging replacement for Python.
+* [logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.
+* [loguru](https://github.com/Delgan/loguru) - Library which aims to bring enjoyable logging in Python.
+* [sentry-python](https://github.com/getsentry/sentry-python) - Sentry SDK for Python.
+* [structlog](https://www.structlog.org/en/stable/) - Structured logging made easy.
-## Data Validation
+## Machine Learning
-*Libraries for validating data. Used for forms in many cases.*
+*Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python).*
-* [voluptuous](https://github.com/alecthomas/voluptuous) - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc.
-* [colander](http://docs.pylonsproject.org/projects/colander/) - A system for validating and deserializing data obtained via XML, JSON, an HTML form post or any other equally simple data serialization.
-* [schema](https://github.com/halst/schema) - A library for validating Python data structures.
-* [Schematics](https://github.com/schematics/schematics) - Data Structure Validation.
-* [kmatch](https://github.com/ambitioninc/kmatch) - A language for matching/validating/filtering Python dictionaries.
-* [valideer](https://github.com/podio/valideer) - Lightweight extensible data validation and adaptation library.
+* [gym](https://github.com/openai/gym) - A toolkit for developing and comparing reinforcement learning algorithms.
+* [H2O](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
+* [Metrics](https://github.com/benhamner/Metrics) - Machine learning evaluation metrics.
+* [NuPIC](https://github.com/numenta/nupic) - Numenta Platform for Intelligent Computing.
+* [scikit-learn](http://scikit-learn.org/) - The most popular Python library for Machine Learning.
+* [Spark ML](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library.
+* [vowpal_porpoise](https://github.com/josephreisinger/vowpal_porpoise) - A lightweight Python wrapper for [Vowpal Wabbit](https://github.com/JohnLangford/vowpal_wabbit/).
+* [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library.
+* [MindsDB](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
-## Anti-spam
+## Microsoft Windows
-*Libraries for fighting spam.*
+*Python programming on Microsoft Windows.*
-* [django-simple-spam-blocker](https://github.com/moqada/django-simple-spam-blocker) - Simple spam blocker for Django.
-* [django-simple-captcha](https://github.com/mbi/django-simple-captcha) - A simple and highly customizable Django app to add captcha images to any Django form.
+* [Python(x,y)](http://python-xy.github.io/) - Scientific-applications-oriented Python Distribution based on Qt and Spyder.
+* [pythonlibs](http://www.lfd.uci.edu/~gohlke/pythonlibs/) - Unofficial Windows binaries for Python extension packages.
+* [PythonNet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR).
+* [PyWin32](https://github.com/mhammond/pywin32) - Python Extensions for Windows.
+* [WinPython](https://winpython.github.io/) - Portable development environment for Windows 7/8.
-## Tagging
+## Miscellaneous
-*Libraries for tagging items.*
+*Useful libraries or tools that don't fit in the categories above.*
-* [django-taggit](https://github.com/alex/django-taggit) - Simple tagging for Django.
+* [blinker](https://github.com/jek/blinker) - A fast Python in-process signal/event dispatching system.
+* [boltons](https://github.com/mahmoud/boltons) - A set of pure-Python utilities.
+* [itsdangerous](https://github.com/pallets/itsdangerous) - Various helpers to pass trusted data to untrusted environments.
+* [magenta](https://github.com/magenta/magenta) - A tool to generate music and art using artificial intelligence.
+* [pluginbase](https://github.com/mitsuhiko/pluginbase) - A simple but flexible plugin system for Python.
+* [tryton](http://www.tryton.org/) - A general purpose business framework.
-## Admin Panels
+## Natural Language Processing
-*Libraries for administrative interfaces.*
+*Libraries for working with human languages.*
-* [Ajenti](https://github.com/Eugeny/ajenti) - The admin panel your servers deserve.
-* [Grappelli](http://grappelliproject.com) – A jazzy skin for the Django Admin-Interface.
-* [django-suit](http://djangosuit.com/) - Alternative Django Admin-Interface (free only for Non-commercial use).
-* [django-xadmin](https://github.com/sshwsfc/django-xadmin) - Drop-in replacement of Django admin comes with lots of goodies.
-* [flask-admin](https://github.com/mrjoes/flask-admin) - Simple and extensible administrative interface framework for Flask.
-* [flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery.
+- General
+ * [gensim](https://github.com/RaRe-Technologies/gensim) - Topic Modeling for Humans.
+ * [langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system.
+ * [nltk](http://www.nltk.org/) - A leading platform for building Python programs to work with human language data.
+ * [pattern](https://github.com/clips/pattern) - A web mining module.
+ * [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
+ * [pytext](https://github.com/facebookresearch/pytext) - A natural language modeling framework based on PyTorch.
+ * [PyTorch-NLP](https://github.com/PetrochukM/PyTorch-NLP) - A toolkit enabling rapid deep learning NLP prototyping for research.
+ * [spacy](https://spacy.io/) - A library for industrial-strength natural language processing in Python and Cython.
+ * [Stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
+- Chinese
+ * [funNLP](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
+ * [jieba](https://github.com/fxsjy/jieba) - The most popular Chinese text segmentation library.
+ * [pkuseg-python](https://github.com/lancopku/pkuseg-python) - A toolkit for Chinese word segmentation in various domains.
+ * [snownlp](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
+
+## Network Virtualization
-## Static Site Generator
+*Tools and libraries for Virtual Networking and SDN (Software Defined Networking).*
-*Static site generator is a software that takes some text + templates as input and produces html files on the output.*
+* [mininet](https://github.com/mininet/mininet) - A popular network emulator and API written in Python.
+* [napalm](https://github.com/napalm-automation/napalm) - Cross-vendor API to manipulate network devices.
+* [pox](https://github.com/noxrepo/pox) - A Python-based SDN control applications, such as OpenFlow SDN controllers.
-* [Pelican](http://blog.getpelican.com/) - Uses Markdown or ReST for content and Jinja 2 for themes. Supports DVCS, Disqus. AGPL.
-* [Cactus](http://github.com/koenbok/Cactus/) – Static site generator for designers.
-* [Hyde](https://hyde.github.com/) - Jinja2-based static web site generator.
-* [Nikola](http://www.getnikola.com/) - A static website and blog generator.
-* [Tinkerer](http://tinkerer.me/) - Tinkerer is a blogging engine/.static website generator powered by Sphinx.
+## News Feed
-## Processes and Threads
+*Libraries for building user's activities.*
-*Libraries for working with processes or threads*
+* [django-activity-stream](https://github.com/justquick/django-activity-stream) - Generating generic activity streams from the actions on your site.
+* [Stream Framework](https://github.com/tschellenbach/Stream-Framework) - Building news feed and notification systems using Cassandra and Redis.
-* [multiprocessing](https://docs.python.org/2/library/multiprocessing.html) - (Python standard library) Process-based "threading" interface.
-* [threading](https://docs.python.org/2/library/threading.html) - (Python standard library) Higher-level threading interface.
-* [envoy](https://github.com/kennethreitz/envoy) - Python Subprocesses for Humans™.
-* [sh](https://github.com/amoffat/sh) - A full-fledged [subprocess](https://docs.python.org/2/library/subprocess.html) replacement for Python.
-* [sarge](http://sarge.readthedocs.org/) - A wrapper for subprocess.
+## ORM
-## Concurrency and Networking
+*Libraries that implement Object-Relational Mapping or data mapping techniques.*
-*Libraries for concurrency and network programming.*
+* Relational Databases
+ * [Django Models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
+ * [SQLAlchemy](https://www.sqlalchemy.org/) - The Python SQL Toolkit and Object Relational Mapper.
+ * [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy)
+ * [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
+ * [orator](https://github.com/sdispater/orator) - The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
+ * [orm](https://github.com/encode/orm) - An async ORM.
+ * [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM.
+ * [pony](https://github.com/ponyorm/pony/) - ORM that provides a generator-oriented interface to SQL.
+ * [pydal](https://github.com/web2py/pydal/) - A pure Python Database Abstraction Layer.
+* NoSQL Databases
+ * [hot-redis](https://github.com/stephenmcd/hot-redis) - Rich Python data types for Redis.
+ * [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
+ * [PynamoDB](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
+ * [redisco](https://github.com/kiddouk/redisco) - A Python Library for Simple Models and Containers Persisted in Redis.
-* [asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library in Python 3.4+) Asynchronous I/O, event loop, coroutines and tasks.
-* [gevent](http://www.gevent.org/) - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
-* [Twisted](https://twistedmatrix.com/trac/) - An event-driven networking engine.
-* [Tornado](http://www.tornadoweb.org/) - A Web framework and asynchronous networking library.
-* [pulsar](https://github.com/quantmind/pulsar) - Event-driven concurrent framework for Python.
-* [diesel](https://github.com/jamwt/diesel) - Greenlet-based event I/O Framework for Python.
-* [eventlet](http://eventlet.net/) - Asynchronous framework with WSGI support.
-* [pyzmq](http://zeromq.github.io/pyzmq/) - A Python wrapper for the 0MQ message library.
-* [txZMQ](https://github.com/smira/txZMQ) - Twisted based wrapper for the 0MQ message library.
-* [Crossbar](http://crossbar.io) - Open-source Unified Application Router (Websocket & WAMP for Python on Autobahn).
+## Package Management
-## WebSocket
+*Libraries for package and dependency management.*
-*Libraries for working with WebSocket.*
+* [pip](https://pip.pypa.io/en/stable/) - The package installer for Python.
+ * [pip-tools](https://github.com/jazzband/pip-tools) - A set of tools to keep your pinned Python dependencies fresh.
+ * [PyPI](https://pypi.org/)
+* [conda](https://github.com/conda/conda/) - Cross-platform, Python-agnostic binary package manager.
+* [poetry](https://github.com/sdispater/poetry) - Python dependency management and packaging made easy.
-* [AutobahnPython](https://github.com/tavendo/AutobahnPython) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
-* [WebSocket-for-Python](https://github.com/Lawouach/WebSocket-for-Python) - WebSocket client and server library for Python 2 and 3 as well as PyPy.
+## Package Repositories
-## WSGI Servers
+*Local PyPI repository server and proxies.*
-*WSGI-compatible web servers.*
+* [bandersnatch](https://github.com/pypa/bandersnatch/) - PyPI mirroring tool provided by Python Packaging Authority (PyPA).
+* [devpi](https://github.com/devpi/devpi) - PyPI server and packaging/testing/release tool.
+* [localshop](https://github.com/jazzband/localshop) - Local PyPI server (custom packages and auto-mirroring of pypi).
+* [warehouse](https://github.com/pypa/warehouse) - Next generation Python Package Repository (PyPI).
-* [wsgiref](http://docs.python.org/library/wsgiref.html) - (Python standard library) WSGI reference implementation, single-threaded.
-* [Werkzeug](http://werkzeug.pocoo.org/) - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
-* [paste](http://pythonpaste.org/) - Multi-threaded, stable, tried and tested.
-* [rocket](http://pypi.python.org/pypi/rocket) - Multi-threaded.
-* [waitress](https://waitress.readthedocs.org/) - Multi-threaded, poweres Pyramid.
-* [netius](https://github.com/hivesolutions/netius) - Asynchronous, very fast.
-* [gunicorn](http://pypi.python.org/pypi/gunicorn) - Pre-forked, partly written in C.
-* [fapws3](http://www.fapws.org/) - Asynchronous (network side only), written in C.
-* [meinheld](http://pypi.python.org/pypi/meinheld) - Asynchronous, partly written in C.
-* [bjoern](http://pypi.python.org/pypi/bjoern) - Asynchronous, very fast and written in C.
+## Penetration Testing
-## RPC Servers
+*Frameworks and tools for penetration testing.*
-*RPC-compatible servers.*
+* [fsociety](https://github.com/Manisso/fsociety) - A Penetration testing framework.
+* [setoolkit](https://github.com/trustedsec/social-engineer-toolkit) - A toolkit for social engineering.
+* [sqlmap](https://github.com/sqlmapproject/sqlmap) - Automatic SQL injection and database takeover tool.
-* [SimpleXMLRPCServer](https://docs.python.org/2/library/simplexmlrpcserver.html) - (Python standard library) Simple XML-RPC server implementation, single-threaded.
-* [SimpleJSONRPCServer](https://github.com/joshmarshall/jsonrpclib/) - This library is an implementation of the JSON-RPC specification.
-* [zeroRPC](https://github.com/dotcloud/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
+## Permissions
-## Cryptography
+*Libraries that allow or deny users access to data or functionality.*
-* [PyCrypto](https://www.dlitz.net/software/pycrypto/) - The Python Cryptography Toolkit.
-* [Paramiko](http://www.paramiko.org/) - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.
-* [cryptography](https://cryptography.io/) - A package designed to expose cryptographic primitives and recipes to Python developers.
-* [PyNacl](https://github.com/pyca/pynacl) - Python binding to the Networking and Cryptography (NaCl) library.
-* [hashids](https://github.com/davidaurelio/hashids-python) - Implementation of [hashids](http://hashids.org) in Python.
-* [Passlib](https://pythonhosted.org/passlib/) - Secure password storage/hashing library, very high level.
+* [django-guardian](https://github.com/django-guardian/django-guardian) - Implementation of per object permissions for Django 1.2+
+* [django-rules](https://github.com/dfunckt/django-rules) - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
-## GUI
+## Processes
-*Libraries for working with graphical user interface applications.*
+*Libraries for starting and communicating with OS processes.*
-* [PyQt](http://www.riverbankcomputing.co.uk/software/pyqt/intro) - Python bindings for the [Qt](http://qt-project.org/) cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.
-* [PySide](http://qt-project.org/wiki/pyside) - Python bindings for the [Qt](http://qt-project.org/) cross-platform application and UI framework, supporting the Qt v4 framework.
-* [wxPython](http://wxpython.org/) - A blending of the wxWidgets C++ class library with the Python.
-* [kivy](http://kivy.org/) - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
-* [curses](https://docs.python.org/2/library/curses.html#module-curses) - Built-in wrapper for [ncurses](http://www.gnu.org/software/ncurses/) used to create terminal GUI applications.
-* [urwid](http://urwid.org/) - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
-* [pyglet](http://www.pyglet.org/) - A cross-platform windowing and multimedia library for Python.
-* [Tkinter](https://wiki.python.org/moin/TkInter) - Tkinter is Python's de-facto standard GUI package.
-* [enaml](https://github.com/nucleic/enaml) - Creating beautiful user-interfaces with Declaratic Syntax like QML.
-* [Toga](https://github.com/pybee/toga) - A Python native, OS native GUI toolkit.
+* [delegator.py](https://github.com/amitt001/delegator.py) - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0.
+* [sarge](https://sarge.readthedocs.io/en/latest/) - Yet another wrapper for subprocess.
+* [sh](https://github.com/amoffat/sh) - A full-fledged subprocess replacement for Python.
-## Game Development
+## Recommender Systems
-*Awesome game development libraries.*
+*Libraries for building recommender systems.*
-* [Pygame](http://www.pygame.org/news.html) - Pygame is a set of Python modules designed for writing games.
-* [Cocos2d](http://cocos2d.org/) - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications. It is based on pyglet.
-* [PySDL2](http://pysdl2.readthedocs.org/) - A ctypes based wrapper for the SDL2 library.
-* [Panda3D](https://www.panda3d.org/) - 3D game engine developed by Disney and maintained by Carnegie Mellon's Entertainment Technology Center. Written in C++, completely wrapped in Python.
-* [PyOgre](http://www.ogre3d.org/tikiwiki/PyOgre) - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
-* [PyOpenGL](http://pyopengl.sourceforge.net/) - Python ctypes bindings for OpenGL and it's related APIs.
-* [PySFML](http://www.python-sfml.org/) - Python bindings for [SFML](http://www.sfml-dev.org/)
-* [RenPy](http://www.renpy.org/) - A Visual Novel engine.
+* [annoy](https://github.com/spotify/annoy) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
+* [fastFM](https://github.com/ibayer/fastFM) - A library for Factorization Machines.
+* [implicit](https://github.com/benfred/implicit) - A fast Python implementation of collaborative filtering for implicit datasets.
+* [libffm](https://github.com/guestwalk/libffm) - A library for Field-aware Factorization Machine (FFM).
+* [lightfm](https://github.com/lyst/lightfm) - A Python implementation of a number of popular recommendation algorithms.
+* [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch.
+* [Surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
+* [tensorrec](https://github.com/jfkirk/tensorrec) - A Recommendation Engine Framework in TensorFlow.
-## Logging
+## Refactoring
-*Libraries for generating and working with log files.*
+*Refactoring tools and libraries for Python*
-* [logging](https://docs.python.org/2/library/logging.html) - (Python standard library) Logging facility for Python.
-* [logbook](http://pythonhosted.org/Logbook/) - Logging replacement for Python.
-* [Sentry](https://pypi.python.org/pypi/sentry) - A realtime logging and aggregation server.
-* [Raven](http://raven.readthedocs.org/) - The Python client for Sentry.
+ * [Bicycle Repair Man](http://bicyclerepair.sourceforge.net/) - Bicycle Repair Man, a refactoring tool for Python.
+ * [Bowler](https://pybowler.io/) - Safe code refactoring for modern Python.
+ * [Rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
-## Testing
+## RESTful API
-*Libraries for testing codebases and generating test data.*
+*Libraries for building RESTful APIs.*
-* Testing Frameworks
- * [unittest](https://docs.python.org/2/library/unittest.html) - (Python standard library) Unit testing framework.
- * [nose](https://nose.readthedocs.org/) - nose extends unittest.
- * [pytest](http://pytest.org/) - A mature full-featured Python testing tool.
- * [mamba](https://nestorsalceda.github.io/mamba) - The definitive testing tool for Python. Born under the banner of BDD.
- * [contexts](https://github.com/benjamin-hodgson/Contexts) - A BDD framework for Python 3.3+. Inspired by C#'s `Machine.Specifications`.
- * [pyshould](https://github.com/drslump/pyshould) - Should style asserts based on [PyHamcrest](https://github.com/hamcrest/PyHamcrest).
- * [pyvows](http://heynemann.github.io/pyvows/) - BDD style testing for Python. Inspired by [Vows.js](http://vowsjs.org/).
-* Web Testing
- * [Selenium](https://pypi.python.org/pypi/selenium) - Python bindings for [Selenium](http://www.seleniumhq.org/) WebDriver.
- * [splinter](http://splinter.cobrateam.info/) - Open source tool for testing web applications.
- * [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python.
- * [sixpack](https://github.com/seatgeek/sixpack) - A language-agnostic A/B Testing framework.
-* Mock
- * [mock](https://pypi.python.org/pypi/mock) - A Python Mocking and Patching Library for Testing.
- * [responses](https://github.com/dropbox/responses) - A utility library for mocking out the requests Python library.
- * [doublex](https://pypi.python.org/pypi/doublex) - Powerful test doubles framework for Python.
- * [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
- * [httpretty](http://falcao.it/HTTPretty/) - HTTP request mock tool for Python.
- * [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
-* Code Coverage
- * [coverage](https://pypi.python.org/pypi/coverage) - Code coverage measurement.
-* Fake Data
- * [faker](http://www.joke2k.net/faker/) - A Python package that generates fake data.
- * [fake2db](https://github.com/emirozer/fake2db) - Fake database generator.
- * [mixer](https://mixer.readthedocs.org) - Generating fake data and creating random fixtures for testing in Django ORM, SQLAlchemy, Peewee, MongoEngine, Pony ORM and etc.
- * [model_mommy](https://model-mommy.readthedocs.org/) - Creating random fixtures for testing in Django.
- * [ForgeryPy](https://pypi.python.org/pypi/ForgeryPy) - An easy to use forged data generator for Python. It's a port of [forgery](http://rubygems.org/gems/forgery).
- * [radar](https://pypi.python.org/pypi/radar) - Generate random datetime / time.
-* Error Handler
- * [FuckIt.py](https://github.com/ajalt/fuckitpy) - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.
+* Django
+ * [django-rest-framework](https://github.com/encode/django-rest-framework) - A powerful and flexible toolkit to build web APIs.
+ * [django-tastypie](https://github.com/django-tastypie/django-tastypie) - Creating delicious APIs for Django apps.
+* Flask
+ * [eve](https://github.com/pyeve/eve) - REST API framework powered by Flask, MongoDB and good intentions.
+ * [flask-api](https://github.com/flask-api/flask-api) - Browsable Web APIs for Flask.
+ * [flask-restful](https://github.com/flask-restful/flask-restful) - Quickly building REST APIs for Flask.
+* Pyramid
+ * [cornice](https://github.com/Cornices/cornice) - A RESTful framework for Pyramid.
+* Framework agnostic
+ * [falcon](https://github.com/falconry/falcon) - A high-performance framework for building cloud APIs and web app backends.
+ * [fastapi](https://github.com/tiangolo/fastapi) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
+ * [hug](https://github.com/hugapi/hug) - A Python 3 framework for cleanly exposing APIs.
+ * [sandman2](https://github.com/jeffknupp/sandman2) - Automated REST APIs for existing database-driven systems.
+ * [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
-## Code Analysis and Linter
+## Robotics
-*Libraries and tools for analysing, parsing and manipulation codebases.*
+*Libraries for robotics.*
-* Code Analysis
- * [pysonar2](https://github.com/yinwang0/pysonar2) - A type inferencer and indexer for Python.
- * [pycallgraph](https://github.com/gak/pycallgraph) - A library that visualises the flow (call graph) of your Python application.
- * [code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts.
-* Linter
- * [Flake8](https://pypi.python.org/pypi/flake8) - The modular source code checker: pep8, pyflakes and co.
- * [pylama](https://pylama.readthedocs.org/) - Code audit tool for Python and JavaScript.
- * [Pylint](http://www.pylint.org/) - A source code analyzer.
+* [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - This is a compilation of various robotics algorithms with visualizations.
+* [rospy](http://wiki.ros.org/rospy) - This is a library for ROS (Robot Operating System).
-## Debugging Tools
+## RPC Servers
-*Libraries for debugging code.*
+*RPC-compatible servers.*
-* [pdb](https://docs.python.org/2/library/pdb.html) - (Python standard library) The Python Debugger.
-* [ipdb](https://pypi.python.org/pypi/ipdb) - IPython-enabled pdb.
-* [winpdb](http://winpdb.org/) - A Platform Independent Python Debugger with GUI.
-* [pudb](https://pypi.python.org/pypi/pudb) – A full-screen, console-based Python debugger.
-* [pyringe](https://github.com/google/pyringe) - Debugger capable of attaching to and injecting code into Python processes.
-* [python-statsd](https://github.com/WoLpH/python-statsd) - Python Client for the [statsd](https://github.com/etsy/statsd/) server.
-* [memory_profiler](https://github.com/fabianp/memory_profiler) - Monitor Memory usage of Python code.
-* [profiling](https://github.com/what-studio/profiling) - An interactive Python profiler.
-* [django-debug-toolbar](https://github.com/django-debug-toolbar/django-debug-toolbar) - Display various debug information about the current request/response.
-* [django-devserver](https://github.com/dcramer/django-devserver) - A drop-in replacement for Django's runserver.
-* [flask-debugtoolbar](https://github.com/mgood/flask-debugtoolbar) - A port of the django-debug-toolbar to flask.
-* [pyelftools](https://github.com/eliben/pyelftools) - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information.
+* [RPyC](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
+* [zeroRPC](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
-## Science and Data Analysis
+## Science
-*Libraries for scientific computing and data analyzing.*
+*Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists).*
-* [SciPy](http://www.scipy.org/) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
-* [NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python.
-* [Numba](http://numba.pydata.org/) - Python JIT (just in time) complier to LLVM aimed at scientific Python by the developers of Cython and NumPy.
-* [NetworkX](https://networkx.github.io/) - A high-productivity software for complex networks.
-* [Pandas](http://pandas.pydata.org/) - A library providing high-performance, easy-to-use data structures and data analysis tools.
-* [Open Mining](https://github.com/avelino/mining) - Business Intelligence (BI) in Python (Pandas web interface)
-* [PyMC](https://github.com/pymc-devs/pymc) - Markov Chain Monte Carlo sampling toolkit.
-* [zipline](https://github.com/quantopian/zipline) - A Pythonic algorithmic trading library.
-* [PyDy](https://pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion based around NumPy, SciPy, IPython, and matplotlib.
-* [SymPy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
-* [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
* [astropy](http://www.astropy.org/) - A community Python library for Astronomy.
-* [orange](http://orange.biolab.si/) - Data mining, data visualization, analysis and machine learning through visual programming or Python scripting.
-* [RDKit](http://www.rdkit.org/) - Cheminformatics and Machine Learning Software.
-* [Open Babel](http://openbabel.org/wiki/Main_Page) - A chemical toolbox designed to speak the many languages of chemical data.
-* [cclib](http://cclib.github.io/) - A library for parsing and interpreting the results of computational chemistry packages.
-* [Biopython](http://biopython.org/wiki/Main_Page) - Biopython is a set of freely available tools for biological computation.
+* [bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - Providing best-practice pipelines for fully automated high throughput sequencing analysis.
* [bccb](https://github.com/chapmanb/bcbb) - Collection of useful code related to biological analysis.
-* [bcbio-nextgen](https://github.com/chapmanb/bcbio-nextgen) - A toolkit providing best-practice pipelines for fully automated high throughput sequencing analysis.
-* [blaze](http://blaze.pydata.org/en/latest/) - NumPy and Pandas interface to Big Data.
+* [Biopython](http://biopython.org/wiki/Main_Page) - Biopython is a set of freely available tools for biological computation.
+* [cclib](http://cclib.github.io/) - A library for parsing and interpreting the results of computational chemistry packages.
+* [Colour](http://colour-science.org/) - Implementing a comprehensive number of colour theory transformations and algorithms.
+* [Karate Club](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
+* [NetworkX](https://networkx.github.io/) - A high-productivity software for complex networks.
+* [NIPY](http://nipy.org) - A collection of neuroimaging toolkits.
+* [NumPy](http://www.numpy.org/) - A fundamental package for scientific computing with Python.
+* [ObsPy](https://github.com/obspy/obspy/wiki/) - A Python toolbox for seismology.
+* [Open Babel](https://open-babel.readthedocs.io/) - A chemical toolbox designed to speak the many languages of chemical data.
+* [PyDy](http://www.pydy.org/) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
+* [PyMC](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
+* [QuTiP](http://qutip.org/) - Quantum Toolbox in Python.
+* [RDKit](http://www.rdkit.org/) - Cheminformatics and Machine Learning Software.
+* [SciPy](https://www.scipy.org/) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
+* [SimPy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
+* [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
+* [SymPy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
+* [Zipline](https://github.com/quantopian/zipline) - A Pythonic algorithmic trading library.
-## Data Visualization
+## Search
-*Libraries for visualizing data. See: [awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization).*
+*Libraries and software for indexing and performing search queries on data.*
-* [matplotlib](http://matplotlib.org/) - A Python 2D plotting library.
-* [bokeh](https://github.com/ContinuumIO/bokeh) - Interactive Web Plotting for Python.
-* [plotly](https://plot.ly/python) - Collaborative web plotting for Python and matplotlib.
-* [vincent](https://github.com/wrobstory/vincent) - A Python to Vega translator.
-* [d3py](https://github.com/mikedewar/d3py) - A plottling library for Python, based on [D3.js](http://d3js.org/).
-* [ggplot](https://github.com/yhat/ggplot) - Same API as ggplot2 for R.
-* [Kartograph.py](https://github.com/kartograph/kartograph.py) - Rendering beautiful SVG maps in Python.
-* [pygal](http://pygal.org/) - A Python SVG Charts Creator.
-* [pygraphviz](https://pypi.python.org/pypi/pygraphviz) - Python interface to [Graphviz](http://www.graphviz.org/).
-* [PyQtGraph](http://www.pyqtgraph.org/) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
-* [VisPy](http://vispy.org/) - High-performance scientific visualization based on OpenGL.
+* [django-haystack](https://github.com/django-haystack/django-haystack) - Modular search for Django.
+* [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch.
+* [elasticsearch-py](https://www.elastic.co/guide/en/elasticsearch/client/python-api/current/index.html) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
+* [pysolr](https://github.com/django-haystack/pysolr) - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).
+* [whoosh](http://whoosh.readthedocs.io/en/latest/) - A fast, pure Python search engine library.
-## Computer Vision
+## Serialization
-*Libraries for computer vision.*
+*Libraries for serializing complex data types*
-* [OpenCV](http://opencv.org/) - Open Source Computer Vision Library.
-* [SimpleCV](http://simplecv.org/) - An open source framework for building computer vision applications.
+* [marshmallow](https://github.com/marshmallow-code/marshmallow) - A lightweight library for converting complex objects to and from simple Python datatypes.
+* [pysimdjson](https://github.com/TkTech/pysimdjson) - A Python bindings for [simdjson](https://github.com/lemire/simdjson).
+* [python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).
+* [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
-## Machine Learning
+## Serverless Frameworks
-*Libraries for Machine Learning. See: [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python).*
+*Frameworks for developing serverless Python code.*
-* [scikit-learn](http://scikit-learn.org/) - A Python module for machine learning built on top of SciPy.
-* [pattern](https://github.com/clips/pattern) - Web mining module for Python.
-* [NuPIC](https://github.com/numenta/nupic) - Numenta Platform for Intelligent Computing.
-* [Pylearn2](https://github.com/lisa-lab/pylearn2) - A Machine Learning library based on [Theano](https://github.com/Theano/Theano).
-* [hebel](https://github.com/hannes-brt/hebel) - GPU-Accelerated Deep Learning Library in Python.
-* [gensim](https://github.com/piskvorky/gensim) - Topic Modelling for Humans.
-* [PyBrain](https://github.com/pybrain/pybrain) - Another Python Machine Learning Library.
-* [Crab](https://github.com/muricoca/crab) - A flexible, fast recommender engine.
-* [python-recsys](https://github.com/ocelma/python-recsys) - A Python library for implementing a Recommender System.
-* [vowpal_porpoise](https://github.com/josephreisinger/vowpal_porpoise) - A lightweight Python wrapper for [Vowpal Wabbit](https://github.com/JohnLangford/vowpal_wabbit/).
+* [python-lambda](https://github.com/nficano/python-lambda) - A toolkit for developing and deploying Python code in AWS Lambda.
+* [Zappa](https://github.com/zappa/Zappa) - A tool for deploying WSGI applications on AWS Lambda and API Gateway.
-## MapReduce
+## Shell
-*Framworks and libraries for MapReduce.*
+*Shells based on Python.*
-* [PySpark](http://spark.apache.org/docs/latest/programming-guide.html) - The Spark Python API.
-* [dpark](https://github.com/douban/dpark) - Python clone of Spark, a MapReduce alike framework in Python.
-* [luigi](https://github.com/spotify/luigi) - A module that helps you build complex pipelines of batch jobs.
-* [mrjob](https://github.com/Yelp/mrjob) - Run MapReduce jobs on Hadoop or Amazon Web Services.
-* [dumbo](https://github.com/klbostee/dumbo) - Python module that allows one to easily write and run Hadoop programs.
-* [streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data. Integrates with [Apache Storm](https://storm.incubator.apache.org/).
+* [xonsh](https://github.com/xonsh/xonsh/) - A Python-powered, cross-platform, Unix-gazing shell language and command prompt.
-## Functional Programming
+## Specific Formats Processing
-*Functional Programming with Python.*
+*Libraries for parsing and manipulating specific text formats.*
-* [fn.py](https://github.com/kachayev/fn.py) - Functional programming in Python: implementation of missing features to enjoy FP.
-* [funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools.
-* [Toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries.
-* [CyToolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of Toolz: High performance functional utilities.
+* General
+ * [tablib](https://github.com/jazzband/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
+* Office
+ * [docxtpl](https://github.com/elapouya/python-docx-template) - Editing a docx document by jinja2 template
+ * [openpyxl](https://openpyxl.readthedocs.io/en/stable/) - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
+ * [pyexcel](https://github.com/pyexcel/pyexcel) - Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
+ * [python-docx](https://github.com/python-openxml/python-docx) - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
+ * [python-pptx](https://github.com/scanny/python-pptx) - Python library for creating and updating PowerPoint (.pptx) files.
+ * [unoconv](https://github.com/unoconv/unoconv) - Convert between any document format supported by LibreOffice/OpenOffice.
+ * [XlsxWriter](https://github.com/jmcnamara/XlsxWriter) - A Python module for creating Excel .xlsx files.
+ * [xlwings](https://github.com/ZoomerAnalytics/xlwings) - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
+ * [xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - Writing and reading data and formatting information from Excel files.
+* PDF
+ * [pdfminer.six](https://github.com/pdfminer/pdfminer.six) - Pdfminer.six is a community maintained fork of the original PDFMiner.
+ * [PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages.
+ * [ReportLab](https://www.reportlab.com/opensource/) - Allowing Rapid creation of rich PDF documents.
+* Markdown
+ * [Mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
+ * [Python-Markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.
+* YAML
+ * [PyYAML](http://pyyaml.org/) - YAML implementations for Python.
+* CSV
+ * [csvkit](https://github.com/wireservice/csvkit) - Utilities for converting to and working with CSV.
+* Archive
+ * [unp](https://github.com/mitsuhiko/unp) - A command line tool that can unpack archives easily.
-## Third-party APIs
+## Static Site Generator
-*Libraries for accessing third party services APIs. See: [List of Python API Wrappers and Libraries](https://github.com/realpython/list-of-python-api-wrappers).*
+*Static site generator is a software that takes some text + templates as input and produces HTML files on the output.*
-* [apache-libcloud](https://libcloud.apache.org/) - One Python library for all clouds.
-* [boto](https://github.com/boto/boto) - Python interface to Amazon Web Services.
-* [twython](https://github.com/ryanmcgrath/twython) - A Python wrapper for the Twitter API.
-* [google-api-python-client](https://github.com/google/google-api-python-client) - Google APIs Client Library for Python.
-* [gspread](https://github.com/burnash/gspread) - Google Spreadsheets Python API.
-* [facebook-sdk](https://github.com/pythonforfacebook/facebook-sdk) - Facebook Platform Python SDK.
-* [facepy](https://github.com/jgorset/facepy) - Facepy makes it really easy to interact with Facebook's Graph API
-* [gmail](https://github.com/charlierguo/gmail) - A Pythonic interface for Gmail.
-* [django-wordpress](https://github.com/sunlightlabs/django-wordpress/) - WordPress models and views for Django.
+* [lektor](https://github.com/lektor/lektor) - An easy to use static CMS and blog engine.
+* [mkdocs](https://github.com/mkdocs/mkdocs/) - Markdown friendly documentation generator.
+* [makesite](https://github.com/sunainapai/makesite) - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
+* [nikola](https://github.com/getnikola/nikola) - A static website and blog generator.
+* [pelican](https://github.com/getpelican/pelican) - Static site generator that supports Markdown and reST syntax.
-## DevOps Tools
+## Tagging
-*Software and libraries for DevOps.*
+*Libraries for tagging items.*
-* [OpenStack](http://www.openstack.org/) - Open source software for building private and public clouds.
-* [Ansible](https://github.com/ansible/ansible) - A radically simple IT automation platform.
-* [SaltStack](https://github.com/saltstack/salt) - Infrastructure automation and management system.
-* [Fabric](http://www.fabfile.org/) - A simple, Pythonic tool for remote execution and deployment.
-* [Fabtools](https://github.com/ronnix/fabtools) - Tools for writing awesome Fabric files.
-* [cuisine](https://github.com/sebastien/cuisine) - Chef-like functionality for Fabric.
-* [psutil](https://github.com/giampaolo/psutil) - A cross-platform process and system utilities module.
-* [pexpect](https://github.com/pexpect/pexpect) - Controlling interactive programs in a pseudo-terminal like GNU expect.
-* [provy](https://github.com/python-provy/provy) - An easy-to-use provisioning system in Python.
-* [honcho](https://github.com/nickstenning/honcho) - A Python port of [Foreman](https://github.com/ddollar/foreman), a tool for managing Procfile-based applications.
-* [gunnery](https://github.com/gunnery/gunnery) - Multipurpose task execution tool for distributed systems with web-based interface.
-* [Docker-Compose](https://docs.docker.com/compose/) - Fast, isolated development environments using [Docker](https://www.docker.com/).
-* [hgapi](http://bitbucket.org/haard/hgapi) - Pure-Python API for Mercurial.
-* [gitapi](http://bitbucket.org/haard/gitapi) - Pure-Python API for git.
-* [supervisor](https://github.com/Supervisor/supervisor) - Supervisor process control system for UNIX.
+* [django-taggit](https://github.com/jazzband/django-taggit) - Simple tagging for Django.
-## Job Scheduler
+## Task Queues
-*Libraries for scheduling jobs.*
+*Libraries for working with task queues.*
-* [APScheduler](http://apscheduler.readthedocs.org/) - A light but powerful in-process task scheduler that lets you schedule functions.
-* [django-schedule](https://github.com/thauber/django-schedule) - A calendaring app for Django.
-* [doit](http://pydoit.org/) - A task runner/build tool.
-* [Joblib](http://pythonhosted.org/joblib/index.html) - A set of tools to provide lightweight pipelining in Python.
-* [Plan](https://github.com/fengsp/plan) - Writing crontab file in Python like a charm.
-* [Spiff](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
-* [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
-* [TaskFlow](http://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
+* [celery](https://docs.celeryproject.org/en/stable/) - An asynchronous task queue/job queue based on distributed message passing.
+* [dramatiq](https://github.com/Bogdanp/dramatiq) - A fast and reliable background task processing library for Python 3.
+* [huey](https://github.com/coleifer/huey) - Little multi-threaded task queue.
+* [mrq](https://github.com/pricingassistant/mrq) - A distributed worker task queue in Python using Redis & gevent.
+* [rq](https://github.com/rq/rq) - Simple job queues for Python.
+
+## Template Engine
+
+*Libraries and tools for templating and lexing.*
-## Foreign Function Interface
+* [Genshi](https://genshi.edgewall.org/) - Python templating toolkit for generation of web-aware output.
+* [Jinja2](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
+* [Mako](http://www.makotemplates.org/) - Hyperfast and lightweight templating for the Python platform.
-*Libraries for providing foreign function interface.*
+## Testing
-* [ctypes](https://docs.python.org/2/library/ctypes.html) - (Python standard library) Foreign Function Interface for Python calling C code.
-* [cffi](https://pypi.python.org/pypi/cffi) - Foreign Function Interface for Python calling C code.
-* [SWIG](http://www.swig.org/Doc1.3/Python.html) - Simplified Wrapper and Interface Generator.
-* [PyCUDA](http://mathema.tician.de/software/pycuda/) - A Python wrapper for Nvidia's CUDA API.
+*Libraries for testing codebases and generating test data.*
-## High Performance
+* Testing Frameworks
+ * [hypothesis](https://github.com/HypothesisWorks/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library.
+ * [nose2](https://github.com/nose-devs/nose2) - The successor to `nose`, based on `unittest2.
+ * [pytest](https://docs.pytest.org/en/latest/) - A mature full-featured Python testing tool.
+ * [Robot Framework](https://github.com/robotframework/robotframework) - A generic test automation framework.
+ * [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
+* Test Runners
+ * [green](https://github.com/CleanCut/green) - A clean, colorful test runner.
+ * [mamba](http://nestorsalceda.github.io/mamba/) - The definitive testing tool for Python. Born under the banner of BDD.
+ * [tox](https://tox.readthedocs.io/en/latest/) - Auto builds and tests distributions in multiple Python versions
+* GUI / Web Testing
+ * [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python.
+ * [PyAutoGUI](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
+ * [Schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
+ * [Selenium](https://pypi.org/project/selenium/) - Python bindings for [Selenium](http://www.seleniumhq.org/) WebDriver.
+ * [sixpack](https://github.com/seatgeek/sixpack) - A language-agnostic A/B Testing framework.
+ * [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications.
+* Mock
+ * [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
+ * [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
+ * [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
+ * [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
+ * [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
+ * [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
+ * [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.
+ * [VCR.py](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests.
+* Object Factories
+ * [factory_boy](https://github.com/FactoryBoy/factory_boy) - A test fixtures replacement for Python.
+ * [mixer](https://github.com/klen/mixer) - Another fixtures replacement. Supports Django, Flask, SQLAlchemy, Peewee and etc.
+ * [model_mommy](https://github.com/vandersonmota/model_mommy) - Creating random fixtures for testing in Django.
+* Code Coverage
+ * [coverage](https://pypi.org/project/coverage/) - Code coverage measurement.
+* Fake Data
+ * [fake2db](https://github.com/emirozer/fake2db) - Fake database generator.
+ * [faker](https://github.com/joke2k/faker) - A Python package that generates fake data.
+ * [mimesis](https://github.com/lk-geimfari/mimesis) - is a Python library that help you generate fake data.
+ * [radar](https://pypi.org/project/radar/) - Generate random datetime / time.
-*Libraries for making Python faster.*
+## Text Processing
-* [Cython](http://cython.org/) - Optimizing Static Complier for Python. Uses type mixins to compile Python into C or C++ modules resulting in large performance gains.
-* [PyPy](http://pypy.org/) - An implementation of Python in Python. The interpreter uses black magic to make Python very fast without having to add in additional type information.
-* [Stackless Python](http://www.stackless.com/) - An enhanced version of the Python.
-* [Pyston](https://github.com/dropbox/pyston) - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.
+*Libraries for parsing and manipulating plain texts.*
-## Microsoft Windows
+* General
+ * [chardet](https://github.com/chardet/chardet) - Python 2/3 compatible character encoding detector.
+ * [difflib](https://docs.python.org/3/library/difflib.html) - (Python standard library) Helpers for computing deltas.
+ * [ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically.
+ * [fuzzywuzzy](https://github.com/seatgeek/fuzzywuzzy) - Fuzzy String Matching.
+ * [Levenshtein](https://github.com/ztane/python-Levenshtein/) - Fast computation of Levenshtein distance and string similarity.
+ * [pangu.py](https://github.com/vinta/pangu.py) - Paranoid text spacing.
+ * [pyfiglet](https://github.com/pwaller/pyfiglet) - An implementation of figlet written in Python.
+ * [pypinyin](https://github.com/mozillazg/python-pinyin) - Convert Chinese hanzi (漢字) to pinyin (拼音).
+ * [textdistance](https://github.com/orsinium/textdistance) - Compute distance between sequences with 30+ algorithms.
+ * [unidecode](https://pypi.org/project/Unidecode/) - ASCII transliterations of Unicode text.
+* Slugify
+ * [awesome-slugify](https://github.com/dimka665/awesome-slugify) - A Python slugify library that can preserve unicode.
+ * [python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII.
+ * [unicode-slugify](https://github.com/mozilla/unicode-slugify) - A slugifier that generates unicode slugs with Django as a dependency.
+* Unique identifiers
+ * [hashids](https://github.com/davidaurelio/hashids-python) - Implementation of [hashids](http://hashids.org) in Python.
+ * [shortuuid](https://github.com/skorokithakis/shortuuid) - A generator library for concise, unambiguous and URL-safe UUIDs.
+* Parser
+ * [ply](https://github.com/dabeaz/ply) - Implementation of lex and yacc parsing tools for Python.
+ * [pygments](http://pygments.org/) - A generic syntax highlighter.
+ * [pyparsing](https://github.com/pyparsing/pyparsing) - A general purpose framework for generating parsers.
+ * [python-nameparser](https://github.com/derek73/python-nameparser) - Parsing human names into their individual components.
+ * [python-phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - Parsing, formatting, storing and validating international phone numbers.
+ * [python-user-agents](https://github.com/selwin/python-user-agents) - Browser user agent parser.
+ * [sqlparse](https://github.com/andialbrecht/sqlparse) - A non-validating SQL parser.
-*Python programming on Microsoft Windows.*
+## Third-party APIs
-* [PyWin32](http://sourceforge.net/projects/pywin32/) - Python Extensions for Windows.
-* [PythonNet](https://github.com/pythonnet/pythonnet) - Python Intergration with the .NET Common Language Runtime (CLR).
-* [pythonlibs](http://www.lfd.uci.edu/~gohlke/pythonlibs/) - Unofficial Windows binaries for Python extension packages.
-* [spyder](https://code.google.com/p/spyderlib/) - IDE for the Python language with advanced editing, interactive testing, debugging and introspection features (also comes with Anaconda, WinPython).
-* [Python(x,y)](https://code.google.com/p/pythonxy/) - Scientific-applications-oriented Python Distribution based on Qt and Spyder.
-* [WinPython](https://winpython.github.io/) - Portable development environment for Windows 7/8.
+*Libraries for accessing third party services APIs. Also see [List of Python API Wrappers and Libraries](https://github.com/realpython/list-of-python-api-wrappers).*
-## Network Virtualization and SDN
+* [apache-libcloud](https://libcloud.apache.org/) - One Python library for all clouds.
+* [boto3](https://github.com/boto/boto3) - Python interface to Amazon Web Services.
+* [django-wordpress](https://github.com/istrategylabs/django-wordpress) - WordPress models and views for Django.
+* [facebook-sdk](https://github.com/mobolic/facebook-sdk) - Facebook Platform Python SDK.
+* [google-api-python-client](https://github.com/google/google-api-python-client) - Google APIs Client Library for Python.
+* [gspread](https://github.com/burnash/gspread) - Google Spreadsheets Python API.
+* [twython](https://github.com/ryanmcgrath/twython) - A Python wrapper for the Twitter API.
-*Tools and libraries for Virtual Networking and SDN (Software Defined Networking).*
+## URL Manipulation
-* [Mininet](http://mininet.org/) - A popular network emulator and API written in Python.
-* [POX](http://www.noxrepo.org/pox/about-pox/) - An open source development platform for Python-based Software Defined Networking (SDN) control applications, such as OpenFlow SDN controllers.
-* [Pyretic](http://frenetic-lang.org/pyretic/) - A member of the Frenetic family of SDN programming languages that provides powerful abstractions over network switches or emulators.
-* [SDX Platform](https://github.com/sdn-ixp/internet2award) - SDN based IXP implementation that leverages Mininet, POX and Pyretic.
+*Libraries for parsing URLs.*
-## Hardware
+* [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
+* [purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation.
+* [pyshorteners](https://github.com/ellisonleao/pyshorteners) - A pure Python URL shortening lib.
+* [webargs](https://github.com/marshmallow-code/webargs) - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
-*Libraries for programming with hardware.*
+## Video
-* [PyUserInput](https://github.com/SavinaRoja/PyUserInput) - A module for cross-platform control of the mouse and keyboard.
-* [wifi](https://wifi.readthedocs.org/) - A Python library and command line tool for working with WiFi on Linux.
-* [scapy](http://www.secdev.org/projects/scapy/) - A brilliant packet manipulation library.
-* [ino](http://inotool.org/) - Command line toolkit for working with [Arduino](http://www.arduino.cc/).
-* [Pyro](http://pyrorobotics.com/) - Python Robotics.
+*Libraries for manipulating video and GIFs.*
-## Compatibility
+* [moviepy](https://zulko.github.io/moviepy/) - A module for script-based movie editing with many formats, including animated GIFs.
+* [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
+* [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
-*Libraries for migrating from Python 2 to 3.*
+## Web Asset Management
-* [Six](https://pypi.python.org/pypi/six) - Python 2 and 3 compatibility utilities.
-* [Python-Future](http://python-future.org/index.html) - The missing compatibility layer between Python 2 and Python 3.
-* [Python-Modernize](https://github.com/mitsuhiko/python-modernize) - Modernizes Python code for eventual Python 3 migration.
+*Tools for managing, compressing and minifying website assets.*
-## Miscellaneous
+* [django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline JavaScript or CSS into a single cached file.
+* [django-pipeline](https://github.com/jazzband/django-pipeline) - An asset packaging library for Django.
+* [django-storages](https://github.com/jschneier/django-storages) - A collection of custom storage back ends for Django.
+* [fanstatic](http://www.fanstatic.org/en/latest/) - Packages, optimizes, and serves static file dependencies as Python packages.
+* [fileconveyor](http://wimleers.com/fileconveyor) - A daemon to detect and sync files to CDNs, S3 and FTP.
+* [flask-assets](https://github.com/miracle2k/flask-assets) - Helps you integrate webassets into your Flask app.
+* [webassets](https://github.com/miracle2k/webassets) - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
-*Useful libraries or tools that don't fit in the categories above.*
+## Web Content Extracting
-* [pluginbase](https://github.com/mitsuhiko/pluginbase) - A simple but flexible plugin system for Python.
-* [itsdangerous](https://github.com/mitsuhiko/itsdangerous) - Various helpers to pass trusted data to untrusted environments.
-* [blinker](https://github.com/jek/blinker) - A fast Python in-process signal/event dispatching system.
-* [Pychievements](https://github.com/PacketPerception/pychievements) - A framework for creating and tracking achievements.
+*Libraries for extracting web contents.*
-## Algorithms and Design Patterns
+* [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
+* [lassie](https://github.com/michaelhelmick/lassie) - Web Content Retrieval for Humans.
+* [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
+* [newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python.
+* [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
+* [requests-html](https://github.com/psf/requests-html) - Pythonic HTML Parsing for Humans.
+* [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
+* [textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc.
+* [toapi](https://github.com/gaojiuli/toapi) - Every web site provides APIs.
-*Python implementation of algorithms and design patterns.*
+## Web Crawling
-* [python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python.
-* [algorithms](https://github.com/nryoung/algorithms) - module of algorithms for Python.
+*Libraries to automate web scraping.*
-## Editor Plugins
+* [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
+* [grab](https://github.com/lorien/grab) - Site scraping framework.
+* [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
+* [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
-*Plugins for editors and IDEs.*
+## Web Frameworks
-* Vim
- * [Python-mode](https://github.com/klen/python-mode) - An all in one plugin for turning Vim into a Python IDE.
- * [Jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the [Jedi](https://github.com/davidhalter/jedi) autocompletion library for Python.
- * [YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python
-* Emacs
- * [Elpy](https://github.com/jorgenschaefer/elpy) - Emacs Python Development Environment.
-* Sublime Text
- * [SublimeJEDI](https://github.com/srusskih/SublimeJEDI) - A Sublime Text plugin to the awesome autocomplete library [Jedi](https://github.com/davidhalter/jedi).
- * [Anaconda](https://github.com/DamnWidget/anaconda) - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.
-* Atom
- * [Linter](https://github.com/AtomLinter/Linter) - A static code analysis tool for Atom.
- * [Linter-flake8](https://github.com/AtomLinter/linter-flake8) - An addon to `linter`, that acts as an interface for `flake8`.
- * [virtualenv](https://github.com/jhutchins/virtualenv) - Atom package for virtualenv management.
+*Traditional full stack web frameworks. Also see [RESTful API](https://github.com/vinta/awesome-python#restful-api).*
-# Resources
+* Synchronous
+ * [django](https://github.com/django/django) - The most popular web framework in Python.
+ * [awesome-django](https://github.com/shahraizali/awesome-django)
+ * [awesome-django](https://github.com/wsvincent/awesome-django)
+ * [flask](https://github.com/pallets/flask) - A microframework for Python.
+ * [awesome-flask](https://github.com/humiaozuzu/awesome-flask)
+ * [pyramid](https://pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework.
+ * [awesome-pyramid](https://github.com/uralbash/awesome-pyramid)
+ * [masonite](https://github.com/MasoniteFramework/masonite) - The modern and developer centric Python web framework.
+* Asynchronous
+ * [tornado](https://github.com/tornadoweb/tornado) - A web framework and asynchronous networking library.
-Where to discover new Python libraries.
+## WebSocket
-## Websites
+*Libraries for working with WebSocket.*
-* [r/Python](http://www.reddit.com/r/python) - News about Python.
-* [Python 3 Wall of Superpowers](http://python3wos.appspot.com/) - Too many popular Python packages don't support Python 3.
-* [Trending Python repositories on GitHub today](https://github.com/trending?l=python) - Good place to find new Python libraries.
-* [Python Hackers](http://pythonhackers.com/open-source/) - List of top 400 projects in GitHub.
-* [CoolGithubProjects](http://coolgithubprojects.com/) - Sharing cool github projects just got easier!
-* [Full Stack Python](http://www.fullstackpython.com/) - Plain English explanations for every layer of the Python web application stack.
-* [Django Packages](https://www.djangopackages.com/) - A directory of reusable apps, sites, tools, and more for Django projects.
+* [autobahn-python](https://github.com/crossbario/autobahn-python) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
+* [channels](https://github.com/django/channels) - Developer-friendly asynchrony for Django.
+* [websockets](https://github.com/aaugustin/websockets) - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
-## Weekly
+## WSGI Servers
-* [Pycoder's Weekly](http://pycoders.com/)
-* [Python Weekly](http://www.pythonweekly.com/)
-* [Import Python Newsletter](http://importpython.com/newsletter/)
+*WSGI-compatible web servers.*
-## Twitter
+* [gunicorn](https://github.com/benoitc/gunicorn) - Pre-forked, ported from Ruby's Unicorn project.
+* [uwsgi](https://uwsgi-docs.readthedocs.io/en/latest/) - A project aims at developing a full stack for building hosting services, written in C.
+* [waitress](https://github.com/Pylons/waitress) - Multi-threaded, powers Pyramid.
+* [werkzeug](https://github.com/pallets/werkzeug) - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
-* [@pypi](https://twitter.com/pypi)
-* [@planetpython](https://twitter.com/planetpython)
-* [@getpy](https://twitter.com/getpy)
-* [@pycoders](https://twitter.com/pycoders)
-* [@PythonWeekly](https://twitter.com/PythonWeekly)
-* [@pythontrending](https://twitter.com/pythontrending)
+# Resources
-# Other Awesome Lists
+Where to discover learning resources or new Python libraries.
-List of lists.
+## Newsletters
-* Python
- * [pycrumbs](https://github.com/kirang89/pycrumbs/blob/master/pycrumbs.md)
- * [pythonidae](https://github.com/svaksha/pythonidae)
- * [python-github-projects](https://github.com/checkcheckzz/python-github-projects)
- * [python_reference](https://github.com/rasbt/python_reference)
- * [easy-python](http://easy-python.readthedocs.org/)
-* Monty
- * [awesome-awesomeness](https://github.com/bayandin/awesome-awesomeness)
- * [lists](https://github.com/jnv/lists)
+* [Awesome Python Newsletter](http://python.libhunt.com/newsletter)
+* [Pycoder's Weekly](https://pycoders.com/)
+* [Python Tricks](https://realpython.com/python-tricks/)
+* [Python Weekly](https://www.pythonweekly.com/)
-# [Contributing](https://github.com/vinta/awesome-python/blob/master/CONTRIBUTING.md)
+## Podcasts
-Your contributions are always welcome!
+* [Django Chat](https://djangochat.com/)
+* [Python Bytes](https://pythonbytes.fm)
+* [Talk Python To Me](https://talkpython.fm/)
+* [Python Test](https://podcast.pythontest.com/)
+* [The Real Python Podcast](https://realpython.com/podcasts/rpp/)
-# Upcoming Event
+# Contributing
-## PyCon APAC 2015
+Your contributions are always welcome! Please take a look at the [contribution guidelines](https://github.com/vinta/awesome-python/blob/master/CONTRIBUTING.md) first.
-[](https://tw.pycon.org/2015apac/)
+- - -
-#### Tutorials May 30-31, Conference June 5-7, Sprints June 8, Taipei, Taiwan
+If you have any question about this opinionated list, do not hesitate to contact me [@VintaChen](https://twitter.com/VintaChen) on Twitter or open an issue on GitHub.
-Mark your calendar now and stay up to date on the must-attend event in 2015. Join the biggest Python conference in Asia. To find more on [https://tw.pycon.org/2015apac/](https://tw.pycon.org/2015apac/).
diff --git a/docs/CNAME b/docs/CNAME
new file mode 100644
index 000000000..0f6ced663
--- /dev/null
+++ b/docs/CNAME
@@ -0,0 +1 @@
+awesome-python.com
\ No newline at end of file
diff --git a/docs/css/extra.css b/docs/css/extra.css
new file mode 100644
index 000000000..1230d796a
--- /dev/null
+++ b/docs/css/extra.css
@@ -0,0 +1,9 @@
+@media (min-width: 960px) {
+ html {
+ scroll-behavior: smooth;
+ }
+
+ .md-content__inner > ul:nth-child(5) {
+ display: none;
+ }
+}
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 000000000..67a0373a4
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,26 @@
+site_name: Awesome Python
+site_url: https://awesome-python.com
+site_description: A curated list of awesome Python frameworks, libraries and software
+site_author: Vinta Chen
+repo_name: vinta/awesome-python
+repo_url: https://github.com/vinta/awesome-python
+theme:
+ name: material
+ palette:
+ primary: red
+ accent: pink
+extra:
+ social:
+ - type: github
+ link: https://github.com/vinta
+ - type: twitter
+ link: https://twitter.com/vinta
+ - type: linkedin
+ link: https://www.linkedin.com/in/vinta
+google_analytics:
+ - UA-510626-7
+ - auto
+extra_css:
+ - css/extra.css
+nav:
+ - "Life is short, you need Python.": "index.md"
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 000000000..89d64c303
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,2 @@
+mkdocs==1.0.4
+mkdocs-material==4.0.2
diff --git a/sort.py b/sort.py
old mode 100644
new mode 100755
index d8091009c..431bd02b4
--- a/sort.py
+++ b/sort.py
@@ -1,3 +1,4 @@
+#!/usr/bin/env python
# coding: utf-8
"""
@@ -13,6 +14,33 @@
and flattening the end structure into a list of lines. Revision 2 maybe ^.^.
"""
+def sort_blocks():
+ # First, we load the current README into memory
+ with open('README.md', 'r') as read_me_file:
+ read_me = read_me_file.read()
+
+ # Separating the 'table of contents' from the contents (blocks)
+ table_of_contents = ''.join(read_me.split('- - -')[0])
+ blocks = ''.join(read_me.split('- - -')[1]).split('\n# ')
+ for i in range(len(blocks)):
+ if i == 0:
+ blocks[i] = blocks[i] + '\n'
+ else:
+ blocks[i] = '# ' + blocks[i] + '\n'
+
+ # Sorting the libraries
+ inner_blocks = sorted(blocks[0].split('##'))
+ for i in range(1, len(inner_blocks)):
+ if inner_blocks[i][0] != '#':
+ inner_blocks[i] = '##' + inner_blocks[i]
+ inner_blocks = ''.join(inner_blocks)
+
+ # Replacing the non-sorted libraries by the sorted ones and gathering all at the final_README file
+ blocks[0] = inner_blocks
+ final_README = table_of_contents + '- - -' + ''.join(blocks)
+
+ with open('README.md', 'w+') as sorted_file:
+ sorted_file.write(final_README)
def main():
# First, we load the current README into memory as an array of lines
@@ -41,10 +69,15 @@ def main():
with open('README.md', 'w+') as sorted_file:
# Then all of the blocks are sorted individually
- blocks = [''.join(sorted(block, key=lambda s: s.lower())) for block in blocks]
+ blocks = [
+ ''.join(sorted(block, key=str.lower)) for block in blocks
+ ]
# And the result is written back to README.md
sorted_file.write(''.join(blocks))
+ # Then we call the sorting method
+ sort_blocks()
+
if __name__ == "__main__":
main()