From 0d6f3d9b08b924260a72ef96135fdac2eef65bf4 Mon Sep 17 00:00:00 2001
From: Vinta <vinta.chen@gmail.com>
Date: Sat, 3 Oct 2015 18:34:29 +0800
Subject: [PATCH] Update documentation

---
 index.html               | 69 +++++++++++++++++++++++++---------------
 mkdocs/search_index.json | 28 ++++++++--------
 sitemap.xml              |  2 +-
 3 files changed, 59 insertions(+), 40 deletions(-)

diff --git a/index.html b/index.html
index 965610d..cb61887 100644
--- a/index.html
+++ b/index.html
@@ -405,6 +405,7 @@
 <li><a href="https://pypi.python.org/pypi">Python Package Index</a></li>
 </ul>
 </li>
+<li><a href="https://github.com/nvie/pip-tools">pip-tools</a> - A set of tools to keep your pinned Python dependencies fresh.</li>
 <li><a href="https://github.com/conda/conda/">conda</a> - Cross-platform, Python-agnostic binary package manager.</li>
 <li><a href="http://clarete.li/curdling/">Curdling</a> - Curdling is a command line tool for managing Python packages.</li>
 <li><a href="http://pythonwheels.com/">wheel</a> - The new standard of Python distribution and are intended to replace eggs.</li>
@@ -520,6 +521,7 @@
 <li><a href="https://xlsxwriter.readthedocs.org/">XlsxWriter</a> - A Python module for creating Excel .xlsx files.</li>
 <li><a href="http://xlwings.org/">xlwings</a> - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.</li>
 <li><a href="https://github.com/python-excel/xlwt">xlwt</a> / <a href="https://github.com/python-excel/xlrd">xlrd</a> - Writing and reading data and formatting information from Excel files.</li>
+<li><a href="http://relatorio.tryton.org/">relatorio</a> - Templating OpenDocument files.</li>
 </ul>
 </li>
 <li>PDF<ul>
@@ -580,10 +582,10 @@
 <p><em>Libraries for building command-line application.</em></p>
 <ul>
 <li>Command-line Application Development<ul>
-<li><a href="http://builtoncement.com/">cement</a> - Providing a light-weight and fully featured foundation to build anything from single file scripts to complex and intricately designed applications.</li>
+<li><a href="http://builtoncement.com/">cement</a> - CLI Application Framework for Python.</li>
 <li><a href="http://click.pocoo.org/">click</a> - A package for creating beautiful command line interfaces in a composable way.</li>
 <li><a href="http://docs.openstack.org/developer/cliff/">cliff</a> - A framework for creating command-line programs with multi-level commands.</li>
-<li><a href="http://clime.mosky.tw">Clime</a> – Clime lets you convert any module into a multi-command CLI program without any configuration.</li>
+<li><a href="http://clime.mosky.tw">Clime</a> – Converting any module into a multi-command CLI app without any configuration.</li>
 <li><a href="https://github.com/kennethreitz/clint">clint</a> - Python Command-line Application Tools.</li>
 <li><a href="https://pypi.python.org/pypi/colorama">colorama</a> - Cross-platform colored terminal text.</li>
 <li><a href="http://docopt.org/">docopt</a> - Pythonic command line arguments parser.</li>
@@ -593,14 +595,14 @@
 </ul>
 </li>
 <li>Productivity Tools<ul>
-<li><a href="https://github.com/glamp/bashplotlib">bashplotlib</a> - Making basic plots in the terminal. It's a quick way to visualize data without GUI.</li>
+<li><a href="https://github.com/aws/aws-cli">aws-cli</a> - A universal command-line interface for Amazon Web Services.</li>
+<li><a href="https://github.com/glamp/bashplotlib">bashplotlib</a> - Making basic plots in the terminal.</li>
 <li><a href="https://github.com/brettcannon/caniusepython3">caniusepython3</a> - Determine what projects are blocking you from porting to Python 3.</li>
 <li><a href="https://github.com/audreyr/cookiecutter">cookiecutter</a> - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.</li>
 <li><a href="https://github.com/sloria/doitlive">doitlive</a> - A tool for live presentations in the terminal.</li>
 <li><a href="https://github.com/jakubroztocil/httpie">httpie</a> - A command line HTTP client, a user-friendly cURL replacement.</li>
 <li><a href="https://github.com/facebook/PathPicker">PathPicker</a> - Select files out of bash output.</li>
 <li><a href="https://github.com/mooz/percol">percol</a> - Adds flavor of interactive selection to the traditional pipe concept on UNIX.</li>
-<li><a href="http://www.rainbowstream.org/">RainbowStream</a> - Smart and nice Twitter client on terminal.</li>
 <li><a href="https://github.com/nvbn/thefuck">thefuck</a> - Correcting your previous console command.</li>
 </ul>
 </li>
@@ -655,6 +657,7 @@
 <li><a href="http://scikits.appspot.com/talkbox">talkbox</a> - A Python library for speech/signal processing.</li>
 <li><a href="https://github.com/yomguy/TimeSide">TimeSide</a> - Open web audio processing framework.</li>
 <li><a href="https://github.com/devsnd/tinytag">tinytag</a> - A library for reading music meta data of MP3, OGG, FLAC and Wave files.</li>
+<li><a href="http://bspaans.github.io/python-mingus/">mingus</a> - An advanced music theory and notation package with MIDI file and playback support.</li>
 </ul>
 <h2 id="video">Video</h2>
 <p><em>Libraries for manipulating video and GIFs.</em></p>
@@ -704,6 +707,7 @@
 <li><a href="https://github.com/PyMySQL/PyMySQL">PyMySQL</a> - Pure Python MySQL driver compatible to mysql-python.</li>
 <li><a href="https://github.com/gmr/queries">queries</a> - A wrapper of the psycopg2 library for interacting with PostgreSQL.</li>
 <li><a href="http://txpostgres.readthedocs.org/">txpostgres</a> - Twisted based asynchronous driver for PostgreSQL.</li>
+<li><a href="https://pypi.python.org/pypi/python-sql">python-sql</a> - Write SQL queries pythonically.</li>
 </ul>
 </li>
 <li>NoSQL Databases<ul>
@@ -806,21 +810,32 @@
 <h2 id="restful-api">RESTful API</h2>
 <p><em>Libraries for developing RESTful APIs.</em></p>
 <ul>
-<li><a href="http://www.django-rest-framework.org/">django-rest-framework</a> - A powerful and flexible toolkit that makes it easy to build Web APIs.</li>
+<li>Django<ul>
+<li><a href="http://www.django-rest-framework.org/">django-rest-framework</a> - A powerful and flexible toolkit to build web APIs.</li>
 <li><a href="http://tastypieapi.org/">django-tastypie</a> - Creating delicious APIs for Django apps.</li>
-<li><a href="https://github.com/5monkeys/django-formapi">django-formapi</a> - Create JSON APIs with HMAC authentication and Django form-validation.</li>
+<li><a href="https://github.com/5monkeys/django-formapi">django-formapi</a> - Create JSON APIs with Django's form validation.</li>
+</ul>
+</li>
+<li>Flask<ul>
 <li><a href="http://www.flaskapi.org/">flask-api</a> - Browsable Web APIs for Flask.</li>
-<li><a href="http://flask-restful.readthedocs.org/">flask-restful</a> - An extension for Flask that adds support for quickly building REST APIs.</li>
+<li><a href="http://flask-restful.readthedocs.org/">flask-restful</a> - Quickly building REST APIs for Flask.</li>
 <li><a href="https://flask-restless.readthedocs.org/en/latest/">flask-restless</a> - Generating RESTful APIs for database models defined with SQLAlchemy.</li>
-<li><a href="https://github.com/marselester/flask-api-utils">flask-api-utils</a> - Flask extension that takes care of API representation and authentication.</li>
-<li><a href="http://falconframework.org/">falcon</a> - A high-performance Python framework for building cloud APIs and web app backends.</li>
+<li><a href="https://github.com/marselester/flask-api-utils">flask-api-utils</a> - Taking care of API representation and authentication for Flask.</li>
 <li><a href="https://github.com/nicolaiarocci/eve">eve</a> - REST API framework powered by Flask, MongoDB and good intentions.</li>
-<li><a href="https://github.com/jeffknupp/sandman">sandman</a> - Automated REST APIs for existing database-driven systems.</li>
-<li><a href="http://restless.readthedocs.org/en/latest/">restless</a> - Framework agnostic REST framework based on lessons learned from TastyPie.</li>
-<li><a href="https://github.com/RueLaLa/savory-pie/">savory-pie</a> - REST API building library (Django, and others)</li>
-<li><a href="https://github.com/vertical-knowledge/ripozo">ripozo</a> - Quickly creating REST/HATEOAS/Hypermedia APIs with extensions for Flask and Django.</li>
+</ul>
+</li>
+<li>Pyramid<ul>
 <li><a href="https://cornice.readthedocs.org/">cornice</a> - A REST framework for Pyramid.</li>
 </ul>
+</li>
+<li>Framework agnostic<ul>
+<li><a href="http://falconframework.org/">falcon</a> - A high-performance framework for building cloud APIs and web app backends.</li>
+<li><a href="https://github.com/jeffknupp/sandman">sandman</a> - Automated REST APIs for existing database-driven systems.</li>
+<li><a href="http://restless.readthedocs.org/en/latest/">restless</a> - Framework agnostic REST framework based on lessons learned from Tastypie.</li>
+<li><a href="https://github.com/vertical-knowledge/ripozo">ripozo</a> - Quickly creating REST/HATEOAS/Hypermedia APIs.</li>
+</ul>
+</li>
+</ul>
 <h2 id="authentication">Authentication</h2>
 <p><em>Libraries for implementing authentications schemes.</em></p>
 <ul>
@@ -1105,6 +1120,8 @@
 <li><a href="https://github.com/pybee/toga">Toga</a> - A Python native, OS native GUI toolkit.</li>
 <li><a href="http://urwid.org/">urwid</a> - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.</li>
 <li><a href="http://wxpython.org/">wxPython</a> - A blending of the wxWidgets C++ class library with the Python.</li>
+<li><a href="https://wiki.gnome.org/Projects/PyGObject">PyGObject</a> - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3)</li>
+<li><a href="https://github.com/zoofIO/flexx">Flexx</a> - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.</li>
 </ul>
 <h2 id="game-development">Game Development</h2>
 <p><em>Awesome game development libraries.</em></p>
@@ -1205,8 +1222,8 @@
 <li><a href="https://pypi.python.org/pypi/pudb">pudb</a> – A full-screen, console-based Python debugger.</li>
 <li><a href="https://github.com/google/pyringe">pyringe</a> - Debugger capable of attaching to and injecting code into Python processes.</li>
 <li><a href="https://github.com/Kozea/wdb">wdb</a> - An improbable web debugger through WebSockets.</li>
-<li><a href="http://winpdb.org/">winpdb</a> - A Platform Independent Python Debugger with GUI, capable of remote debugging based on rpdb2.</li>
-<li><a href="https://github.com/django-debug-toolbar/django-debug-toolbar">django-debug-toolbar</a> - Display various debug information about the current request/response.</li>
+<li><a href="http://winpdb.org/">winpdb</a> - A Python Debugger with GUI, capable of remote debugging based on <code>rpdb2</code>.</li>
+<li><a href="https://github.com/django-debug-toolbar/django-debug-toolbar">django-debug-toolbar</a> - Display various debug information for Django.</li>
 <li><a href="https://github.com/dcramer/django-devserver">django-devserver</a> - A drop-in replacement for Django's runserver.</li>
 <li><a href="https://github.com/mgood/flask-debugtoolbar">flask-debugtoolbar</a> - A port of the django-debug-toolbar to flask.</li>
 </ul>
@@ -1218,7 +1235,7 @@
 </ul>
 </li>
 <li>Others<ul>
-<li><a href="https://github.com/eliben/pyelftools">pyelftools</a> - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information.</li>
+<li><a href="https://github.com/eliben/pyelftools">pyelftools</a> - Parsing and analyzing ELF files and DWARF debugging information.</li>
 <li><a href="https://github.com/WoLpH/python-statsd">python-statsd</a> - Python Client for the <a href="https://github.com/etsy/statsd/">statsd</a> server.</li>
 </ul>
 </li>
@@ -1317,17 +1334,15 @@
 <ul>
 <li><a href="https://github.com/ansible/ansible">Ansible</a> - A radically simple IT automation platform.</li>
 <li><a href="https://github.com/saltstack/salt">SaltStack</a> - Infrastructure automation and management system.</li>
+<li><a href="http://www.openstack.org/">OpenStack</a> - Open source software for building private and public clouds.</li>
+<li><a href="https://docs.docker.com/compose/">Docker Compose</a> - Fast, isolated development environments using <a href="https://www.docker.com/">Docker</a>.</li>
 <li><a href="http://www.fabfile.org/">Fabric</a> - A simple, Pythonic tool for remote execution and deployment.</li>
 <li><a href="https://github.com/sebastien/cuisine">cuisine</a> - Chef-like functionality for Fabric.</li>
-<li><a href="https://docs.docker.com/compose/">Docker Compose</a> - Fast, isolated development environments using <a href="https://www.docker.com/">Docker</a>.</li>
 <li><a href="https://github.com/ronnix/fabtools">Fabtools</a> - Tools for writing awesome Fabric files.</li>
-<li><a href="http://bitbucket.org/haard/gitapi">gitapi</a> - Pure-Python API for git.</li>
-<li><a href="https://github.com/gunnery/gunnery">gunnery</a> - Multipurpose task execution tool for distributed systems with web-based interface.</li>
+<li><a href="http://bitbucket.org/haard/gitapi">gitapi</a> - Pure-Python API for Git.</li>
 <li><a href="http://bitbucket.org/haard/hgapi">hgapi</a> - Pure-Python API for Mercurial.</li>
-<li><a href="https://github.com/nickstenning/honcho">honcho</a> - A Python port of <a href="https://github.com/ddollar/foreman">Foreman</a>, a tool for managing Procfile-based applications.</li>
-<li><a href="http://www.openstack.org/">OpenStack</a> - Open source software for building private and public clouds.</li>
+<li><a href="https://github.com/nickstenning/honcho">honcho</a> - A Python clone of <a href="https://github.com/ddollar/foreman">Foreman</a>, for managing Procfile-based applications.</li>
 <li><a href="https://github.com/pexpect/pexpect">pexpect</a> - Controlling interactive programs in a pseudo-terminal like GNU expect.</li>
-<li><a href="https://github.com/python-provy/provy">provy</a> - An easy-to-use provisioning system in Python.</li>
 <li><a href="https://github.com/giampaolo/psutil">psutil</a> - A cross-platform process and system utilities module.</li>
 <li><a href="https://github.com/Supervisor/supervisor">supervisor</a> - Supervisor process control system for UNIX.</li>
 </ul>
@@ -1336,7 +1351,8 @@
 <ul>
 <li><a href="http://apscheduler.readthedocs.org/">APScheduler</a> - A light but powerful in-process task scheduler that lets you schedule functions.</li>
 <li><a href="https://github.com/thauber/django-schedule">django-schedule</a> - A calendaring app for Django.</li>
-<li><a href="http://pydoit.org/">doit</a> - A task runner/build tool.</li>
+<li><a href="http://pydoit.org/">doit</a> - A task runner and build tool.</li>
+<li><a href="https://github.com/gunnery/gunnery">gunnery</a> - Multipurpose task execution tool for distributed systems with web-based interface.</li>
 <li><a href="http://pythonhosted.org/joblib/index.html">Joblib</a> - A set of tools to provide lightweight pipelining in Python.</li>
 <li><a href="https://github.com/fengsp/plan">Plan</a> - Writing crontab file in Python like a charm.</li>
 <li><a href="https://github.com/dbader/schedule">schedule</a> - Python job scheduling for humans.</li>
@@ -1384,6 +1400,7 @@
 <li><a href="https://github.com/SavinaRoja/PyUserInput">PyUserInput</a> - A module for cross-platform control of the mouse and keyboard.</li>
 <li><a href="http://www.secdev.org/projects/scapy/">scapy</a> - A brilliant packet manipulation library.</li>
 <li><a href="https://wifi.readthedocs.org/">wifi</a> - A Python library and command line tool for working with WiFi on Linux.</li>
+<li><a href="http://pingo.io">Pingo</a> - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.</li>
 </ul>
 <h2 id="compatibility">Compatibility</h2>
 <p><em>Libraries for migrating from Python 2 to 3.</em></p>
@@ -1399,6 +1416,7 @@
 <li><a href="https://github.com/mitsuhiko/itsdangerous">itsdangerous</a> - Various helpers to pass trusted data to untrusted environments.</li>
 <li><a href="https://github.com/mitsuhiko/pluginbase">pluginbase</a> - A simple but flexible plugin system for Python.</li>
 <li><a href="https://github.com/PacketPerception/pychievements">Pychievements</a> - A framework for creating and tracking achievements.</li>
+<li><a href="http://www.tryton.org/">Tryton</a> - A general purpose business framework.</li>
 </ul>
 <h2 id="algorithms-and-design-patterns">Algorithms and Design Patterns</h2>
 <p><em>Python implementation of algorithms and design patterns.</em></p>
@@ -1499,8 +1517,9 @@
 </ul>
 </li>
 </ul>
-<h1 id="contributing"><a href="https://github.com/vinta/awesome-python/blob/master/CONTRIBUTING.md">Contributing</a></h1>
-<p>Your contributions are always welcome!</p></div>
+<h1 id="contributing">Contributing</h1>
+<p>Your contributions are always welcome! Please take a look at the <a href="https://github.com/vinta/awesome-python/blob/master/CONTRIBUTING.md">contribution guidelines</a> first.</p>
+<p>I would keep some pull requests open if I'm not sure whether the libraries are awesome, you could <a href="https://github.com/vinta/awesome-python/pulls">vote for them</a> by leaving a comment that contains <code>+1</code>.</p></div>
         </div>
 
         <footer class="col-md-12">
diff --git a/mkdocs/search_index.json b/mkdocs/search_index.json
index 86b8c7d..04491b8 100644
--- a/mkdocs/search_index.json
+++ b/mkdocs/search_index.json
@@ -2,7 +2,7 @@
     "docs": [
         {
             "location": "/", 
-            "text": "Awesome Python \n\n\nA curated list of awesome Python frameworks, libraries and software. Inspired by \nawesome-php\n.\n\n\n\n\nAwesome Python\n\n\nEnvironment Management\n\n\nPackage Management\n\n\nPackage Repositories\n\n\nDistribution\n\n\nBuild Tools\n\n\nInteractive Interpreter\n\n\nFiles\n\n\nDate and Time\n\n\nText Processing\n\n\nSpecific Formats Processing\n\n\nNatural Language Processing\n\n\nDocumentation\n\n\nConfiguration\n\n\nCommand-line Tools\n\n\nDownloader\n\n\nImagery\n\n\nOCR\n\n\nAudio\n\n\nVideo\n\n\nGeolocation\n\n\nHTTP\n\n\nDatabase\n\n\nDatabase Drivers\n\n\nORM\n\n\nWeb Frameworks\n\n\nPermissions\n\n\nCMS\n\n\nE-commerce\n\n\nRESTful API\n\n\nAuthentication\n\n\nTemplate Engine\n\n\nQueue\n\n\nSearch\n\n\nNews Feed\n\n\nAsset Management\n\n\nCaching\n\n\nEmail\n\n\nInternationalization\n\n\nURL Manipulation\n\n\nHTML Manipulation\n\n\nWeb Crawling\n\n\nWeb Content Extracting\n\n\nForms\n\n\nData Validation\n\n\nAnti-spam\n\n\nTagging\n\n\nAdmin Panels\n\n\nStatic Site Generator\n\n\nProcesses\n\n\nConcurrency and Parallelism\n\n\nNetworking\n\n\nWebSocket\n\n\nWSGI Servers\n\n\nRPC Servers\n\n\nCryptography\n\n\nGUI\n\n\nGame Development\n\n\nLogging\n\n\nTesting\n\n\nCode Analysis and Linter\n\n\nDebugging Tools\n\n\nScience and Data Analysis\n\n\nData Visualization\n\n\nComputer Vision\n\n\nMachine Learning\n\n\nFunctional Programming\n\n\nMapReduce\n\n\nThird-party APIs\n\n\nDevOps Tools\n\n\nJob Scheduler\n\n\nForeign Function Interface\n\n\nHigh Performance\n\n\nNetwork Virtualization and SDN\n\n\nHardware\n\n\nCompatibility\n\n\nMiscellaneous\n\n\nAlgorithms and Design Patterns\n\n\nEditor Plugins\n\n\nIDEs\n\n\n\n\n\n\nServices\n\n\nContinuous Integration\n\n\nCode Quality\n\n\n\n\n\n\nResources\n\n\nWebsites\n\n\nWeekly\n\n\nTwitter\n\n\n\n\n\n\nOther Awesome Lists\n\n\nContributing\n\n\n\n\n\n\nEnvironment Management\n\n\nLibraries for Python version and environment management.\n\n\n\n\np\n - Dead simple interactive Python version management.\n\n\npyenv\n - Simple Python version management.\n\n\nPyRun\n - A one-file, no-installation-needed version of Python.\n\n\nVex\n - Run a command in the named virtualenv.\n\n\nvirtualenv\n - A tool to create isolated Python environments.\n\n\nvirtualenvwrapper\n - A set of extensions to virtualenv.\n\n\n\n\nPackage Management\n\n\nLibraries for package and dependency management.\n\n\n\n\npip\n - The Python package and dependency manager.\n\n\nPython Package Index\n\n\n\n\n\n\nconda\n - Cross-platform, Python-agnostic binary package manager.\n\n\nCurdling\n - Curdling is a command line tool for managing Python packages.\n\n\nwheel\n - The new standard of Python distribution and are intended to replace eggs.\n\n\n\n\nPackage Repositories\n\n\nLocal PyPI repository server and proxies.\n\n\n\n\nwarehouse\n - Next generation Python Package Repository (PyPI).\n\n\nWarehouse\n\n\n\n\n\n\nbandersnatch\n - PyPI mirroring tool provided by Python Packaging Authority (PyPA).\n\n\ndevpi\n - PyPI server and packaging/testing/release tool.\n\n\nlocalshop\n - Local PyPI server (custom packages and auto-mirroring of pypi).\n\n\n\n\nDistribution\n\n\nLibraries to create packaged executables for release distribution.\n\n\n\n\nPyInstaller\n - Converts Python programs into stand-alone executables (cross-platform).\n\n\ndh-virtualenv\n - Build and distribute a virtualenv as a Debian package.\n\n\nNuitka\n - Compile scripts, modules, packages to an executable or extension module.\n\n\npy2app\n - Freezes Python scripts (Mac OS X).\n\n\npy2exe\n - Freezes Python scripts (Windows).\n\n\npynsist\n - A tool to build Windows installers, installers bundle Python itself.\n\n\n\n\nBuild Tools\n\n\nCompile software from source code.\n\n\n\n\nbuildout\n - A build system for creating, assembling and deploying applications from multiple parts.\n\n\nBitBake\n - A make-like build tool for embedded Linux.\n\n\nfabricate\n - A build tool that finds dependencies automatically for any language.\n\n\nPlatformIO\n - A console tool to build code with different development platforms.\n\n\nPyBuilder\n - A continuous build tool written in pure Python.\n\n\nSCons\n - A software construction tool.\n\n\n\n\nInteractive Interpreter\n\n\nInteractive Python interpreters (REPL).\n\n\n\n\nIPython\n - A rich toolkit to help you make the most out of using Python interactively.\n\n\nbpython\n \u2013 A fancy interface to the Python interpreter.\n\n\nptpython\n - Advanced Python REPL built on top of the \npython-prompt-toolkit\n.\n\n\n\n\nFiles\n\n\nLibraries for file manipulation and MIME type detection.\n\n\n\n\nimghdr\n - (Python standard library) Determine the type of an image.\n\n\nmimetypes\n - (Python standard library) Map filenames to MIME types.\n\n\npath.py\n - A module wrapper for \nos.path\n.\n\n\npathlib\n - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library.\n\n\npython-magic\n - A Python interface to the libmagic file type identification library.\n\n\nUnipath\n - An object-oriented approach to file/directory operations.\n\n\nwatchdog\n - API and shell utilities to monitor file system events.\n\n\n\n\nDate and Time\n\n\nLibraries for working with dates and times.\n\n\n\n\narrow\n - Better dates \n times for Python.\n\n\nChronyk\n - A Python 3 library for parsing human-written times and dates.\n\n\ndateutil\n - Extensions to the standard Python \ndatetime\n module.\n\n\ndelorean\n - A library for clearing up the inconvenient truths that arise dealing with datetimes.\n\n\nmoment\n - A Python library for dealing with dates/times. Inspired by \nMoment.js\n.\n\n\nPyTime\n - A easy-use Python module which aims to operate date/time/datetime by string.\n\n\npytz\n - World timezone definitions, modern and historical. Brings the \ntz database\n into Python.\n\n\nwhen.py\n - Providing user-friendly functions to help perform common date and time actions.\n\n\n\n\nText Processing\n\n\nLibraries for parsing and manipulating plain texts.\n\n\n\n\nGeneral\n\n\nchardet\n - Python 2/3 compatible character encoding detector.\n\n\ndifflib\n - (Python standard library) Helpers for computing deltas.\n\n\nesmre\n - Regular expression accelerator.\n\n\nftfy\n - Makes Unicode text less broken and more consistent automagically.\n\n\nfuzzywuzzy\n - Fuzzy String Matching.\n\n\nLevenshtein\n - Fast computation of Levenshtein distance and string similarity.\n\n\npangu.py\n - Spacing texts for CJK and alphanumerics.\n\n\npyfiglet\n - An implementation of figlet written in Python.\n\n\nshortuuid\n - A generator library for concise, unambiguous and URL-safe UUIDs.\n\n\nunidecode\n - ASCII transliterations of Unicode text.\n\n\nuniout\n - Print readable chars instead of the escaped string.\n\n\nxpinyin\n - A library to translate Chinese hanzi (\u6f22\u5b57) to pinyin (\u62fc\u97f3).\n\n\n\n\n\n\nSlugify\n\n\nawesome-slugify\n - A Python slugify library that can preserve unicode.\n\n\npython-slugify\n - A Python slugify library that translates unicode to ASCII.\n\n\nunicode-slugify\n - A slugifier that generates unicode slugs with Django as a dependency.\n\n\n\n\n\n\nParser\n\n\nphonenumbers\n - Parsing, formatting, storing and validating international phone numbers.\n\n\nPLY\n - Implementation of lex and yacc parsing tools for Python\n\n\nPygments\n - A generic syntax highlighter.\n\n\npyparsing\n - A general purpose framework for generating parsers.\n\n\npython-nameparser\n - Parsing human names into their individual components.\n\n\npython-user-agents\n - Browser user agent parser.\n\n\nsqlparse\n - A non-validating SQL parser.\n\n\n\n\n\n\n\n\nSpecific Formats Processing\n\n\nLibraries for parsing and manipulating specific text formats.\n\n\n\n\nGeneral\n\n\ntablib\n - A module for Tabular Datasets in XLS, CSV, JSON, YAML.\n\n\n\n\n\n\nOffice\n\n\nMarmir\n - Takes Python data structures and turns them into spreadsheets.\n\n\nopenpyxl\n - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.\n\n\npython-docx\n - Reads, queries and modifies Microsoft Word 2007/2008 docx files.\n\n\nunoconv\n - Convert between any document format supported by LibreOffice/OpenOffice.\n\n\nXlsxWriter\n - A Python module for creating Excel .xlsx files.\n\n\nxlwings\n - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.\n\n\nxlwt\n / \nxlrd\n - Writing and reading data and formatting information from Excel files.\n\n\n\n\n\n\nPDF\n\n\nPDFMiner\n - A tool for extracting information from PDF documents.\n\n\nPyPDF2\n - A library capable of splitting, merging and transforming PDF pages.\n\n\nReportLab\n - Allowing Rapid creation of rich PDF documents.\n\n\n\n\n\n\nMarkdown\n\n\nMistune\n - Fastest and full featured pure Python parsers of Markdown.\n\n\nPython-Markdown\n - A Python implementation of John Gruber\u2019s Markdown.\n\n\n\n\n\n\nYAML\n\n\nPyYAML\n - YAML implementations for Python.\n\n\n\n\n\n\nCSV\n\n\ncsvkit\n - Utilities for converting to and working with CSV.\n\n\n\n\n\n\nArchive\n\n\nunp\n - A command line tool that can unpack archives easily.\n\n\n\n\n\n\n\n\nNatural Language Processing\n\n\nLibraries for working with human languages.\n\n\n\n\nNLTK\n - A leading platform for building Python programs to work with human language data.\n\n\njieba\n - Chinese Words Segmentation Utilities.\n\n\nlangid.py\n - Stand-alone language identification system.\n\n\nPattern\n - A web mining module for the Python.\n\n\nSnowNLP\n - A library for processing Chinese text.\n\n\nTextBlob\n - Providing a consistent API for diving into common NLP tasks.\n\n\n\n\nDocumentation\n\n\nLibraries for generating project documentation.\n\n\n\n\nSphinx\n - Python Documentation generator.\n\n\nawesome-sphinxdoc\n\n\n\n\n\n\nMkDocs\n - Markdown friendly documentation generator.\n\n\npdoc\n - Epydoc replacement to auto generate API documentation for Python libraries.\n\n\nPycco\n - The literate-programming-style documentation generator.\n\n\n\n\nConfiguration\n\n\nLibraries for storing and parsing configuration options.\n\n\n\n\nconfig\n - Hierarchical config from the author of \nlogging\n.\n\n\nConfigObj\n - INI file parser with validation.\n\n\nConfigParser\n - (Python standard library) INI file parser.\n\n\nprofig\n - Config from multiple formats with value conversion.\n\n\npython-decouple\n - Strict separation of settings from code.\n\n\n\n\nCommand-line Tools\n\n\nLibraries for building command-line application.\n\n\n\n\nCommand-line Application Development\n\n\ncement\n - Providing a light-weight and fully featured foundation to build anything from single file scripts to complex and intricately designed applications.\n\n\nclick\n - A package for creating beautiful command line interfaces in a composable way.\n\n\ncliff\n - A framework for creating command-line programs with multi-level commands.\n\n\nClime\n \u2013 Clime lets you convert any module into a multi-command CLI program without any configuration.\n\n\nclint\n - Python Command-line Application Tools.\n\n\ncolorama\n - Cross-platform colored terminal text.\n\n\ndocopt\n - Pythonic command line arguments parser.\n\n\nGooey\n - Turn command line programs into a full GUI application with one line\n\n\npyCLI\n - Command-line applications supporting standard command line parsing, logging, unit and functional testing.\n\n\npython-prompt-toolkit\n - A Library for building powerful interactive command lines.\n\n\n\n\n\n\nProductivity Tools\n\n\nbashplotlib\n - Making basic plots in the terminal. It's a quick way to visualize data without GUI.\n\n\ncaniusepython3\n - Determine what projects are blocking you from porting to Python 3.\n\n\ncookiecutter\n - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.\n\n\ndoitlive\n - A tool for live presentations in the terminal.\n\n\nhttpie\n - A command line HTTP client, a user-friendly cURL replacement.\n\n\nPathPicker\n - Select files out of bash output.\n\n\npercol\n - Adds flavor of interactive selection to the traditional pipe concept on UNIX.\n\n\nRainbowStream\n - Smart and nice Twitter client on terminal.\n\n\nthefuck\n - Correcting your previous console command.\n\n\n\n\n\n\n\n\nDownloader\n\n\nLibraries for downloading.\n\n\n\n\ncoursera\n - Script for downloading Coursera.org videos and naming them.\n\n\ns3cmd\n - A command line tool for managing Amazon S3 and CloudFront.\n\n\ns4cmd\n - Super S3 command line tool, good for higher performance.\n\n\nsubliminal\n - Library and command line tool to search and download subtitles.\n\n\nWikiTeam\n - Tools for downloading and preserving wikis.\n\n\nyou-get\n - A YouTube/Youku/Niconico video downloader written in Python 3.\n\n\nyoutube-dl\n - A small command-line program to download videos from YouTube.\n\n\n\n\nImagery\n\n\nLibraries for manipulating images.\n\n\n\n\npillow\n - Pillow is the friendly \nPIL\n fork.\n\n\nhmap\n - Image histogram remapping.\n\n\nimgSeek\n - A project for searching a collection of images using visual similarity.\n\n\nnude.py\n - Nudity detection.\n\n\npyBarcode\n - Create barcodes in Python without needing PIL.\n\n\npygram\n - Instagram-like image filters.\n\n\npython-qrcode\n - A pure Python QR Code generator.\n\n\nQuads\n - Computer art based on quadtrees.\n\n\nscikit-image\n - A Python library for (scientific) image processing.\n\n\nthumbor\n - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.\n\n\nwand\n - Python bindings for \nMagickWand\n, C API for ImageMagick.\n\n\n\n\nOCR\n\n\nLibraries for Optical Character Recognition.\n\n\n\n\npyocr\n - A wrapper for Tesseract and Cuneiform.\n\n\npytesseract\n - Another wrapper for Google Tesseract OCR.\n\n\npython-tesseract\n - A wrapper class for \nGoogle Tesseract OCR\n.\n\n\n\n\nAudio\n\n\nLibraries for manipulating audio.\n\n\n\n\naudiolazy\n - Expressive Digital Signal Processing (DSP) package for Python.\n\n\naudioread\n - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.\n\n\nbeets\n - A music library manager and \nMusicBrainz\n tagger.\n\n\ndejavu\n - Audio fingerprinting and recognition.\n\n\ndjango-elastic-transcoder\n - Django + \nAmazon Elastic Transcoder\n.\n\n\neyeD3\n - A tool for working with audio files, specifically MP3 files containing ID3 metadata.\n\n\nid3reader\n - A Python module for reading MP3 meta data.\n\n\nm3u8\n - A module for parsing m3u8 file.\n\n\nmutagen\n - A Python module to handle audio metadata.\n\n\npydub\n - Manipulate audio with a simple and easy high level interface.\n\n\npyechonest\n - Python client for the \nEcho Nest\n API.\n\n\ntalkbox\n - A Python library for speech/signal processing.\n\n\nTimeSide\n - Open web audio processing framework.\n\n\ntinytag\n - A library for reading music meta data of MP3, OGG, FLAC and Wave files.\n\n\n\n\nVideo\n\n\nLibraries for manipulating video and GIFs.\n\n\n\n\nmoviepy\n - A module for script-based movie editing with many formats, including animated GIFs.\n\n\nscikit-video\n - Video processing routines for SciPy.\n\n\nshorten.tv\n - Video summarization.\n\n\n\n\nGeolocation\n\n\nLibraries for geocoding addresses and working with latitudes and longitudes.\n\n\n\n\nGeoDjango\n - A world-class geographic web framework.\n\n\nGeoIP\n - Python API for MaxMind GeoIP Legacy Database.\n\n\ngeojson\n - Python bindings and utilities for GeoJSON.\n\n\ngeopy\n - Python Geocoding Toolbox.\n\n\npygeoip\n - Pure Python GeoIP API.\n\n\ndjango-countries\n - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.\n\n\n\n\nHTTP\n\n\nLibraries for working with HTTP.\n\n\n\n\nrequests\n - HTTP Requests for Humans\u2122.\n\n\ngrequests\n - requests + gevent for asynchronous HTTP requests.\n\n\nhttplib2\n - Comprehensive HTTP client library.\n\n\ntreq\n - Python requests like API built on top of Twisted's HTTP client.\n\n\nurllib3\n - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.\n\n\n\n\nDatabase\n\n\nDatabases implemented in Python.\n\n\n\n\npickleDB\n - A simple and lightweight key-value store for Python.\n\n\nPipelineDB\n - The Streaming SQL Database.\n\n\nTinyDB\n - A tiny, document-oriented database.\n\n\nZODB\n - A native object database for Python. A key-value and object graph database.\n\n\n\n\nDatabase Drivers\n\n\nLibraries for connecting and operating databases.\n\n\n\n\nRelational Databases\n\n\napsw\n - Another Python SQLite wrapper.\n\n\ndataset\n - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.\n\n\nmysql-connector-python\n - A pure Python MySQL driver from Oracle.\n\n\nmysql-python\n - The MySQL database connector for Python.\n\n\nmysqlclient\n - mysql-python fork supporting Python 3.\n\n\noursql\n - A better MySQL connector with support for native prepared statements and BLOBs.\n\n\npsycopg2\n - The most popular PostgreSQL adapter for Python.\n\n\nPyMySQL\n - Pure Python MySQL driver compatible to mysql-python.\n\n\nqueries\n - A wrapper of the psycopg2 library for interacting with PostgreSQL.\n\n\ntxpostgres\n - Twisted based asynchronous driver for PostgreSQL.\n\n\n\n\n\n\nNoSQL Databases\n\n\ncassandra-python-driver\n - Python driver for Cassandra.\n\n\nHappyBase\n - A developer-friendly library for Apache HBase.\n\n\nPlyvel\n - A fast and feature-rich Python interface to LevelDB.\n\n\npy2neo\n - Python wrapper client for Neo4j's restful interface.\n\n\npycassa\n - Python Thrift driver for Cassandra.\n\n\nPyMongo\n - The official Python client for MongoDB.\n\n\nredis-py\n - The Redis Python Client.\n\n\ntelephus\n - Twisted based client for Cassandra.\n\n\ntxRedis\n - Twisted based client for Redis.\n\n\n\n\n\n\n\n\nORM\n\n\nLibraries that implement Object-Relational Mapping or data mapping techniques.\n\n\n\n\nRelational Databases\n\n\nDjango Models\n - A part of Django.\n\n\nSQLAlchemy\n - The Python SQL Toolkit and Object Relational Mapper.\n\n\nawesome-sqlalchemy\n\n\n\n\n\n\npeewee\n - A small, expressive ORM.\n\n\nPonyORM\n - ORM that provides a generator-oriented interface to SQL.\n\n\n\n\n\n\nNoSQL Databases\n\n\ndjango-mongodb-engine\n - Django MongoDB Backend.\n\n\nPynamoDB\n - A Pythonic interface for \nAmazon DynamoDB\n.\n\n\nflywheel\n - Object mapper for Amazon DynamoDB.\n\n\nMongoEngine\n - A Python Object-Document-Mapper for working with MongoDB.\n\n\nhot-redis\n - Rich Python data types for Redis.\n\n\nredisco\n - A Python Library for Simple Models and Containers Persisted in Redis.\n\n\n\n\n\n\nOthers\n\n\nbutterdb\n - A Python ORM for Google Drive Spreadsheets.\n\n\n\n\n\n\n\n\nWeb Frameworks\n\n\nFull stack web frameworks.\n\n\n\n\nDjango\n - The most popular web framework in Python.\n\n\nawesome-django\n\n\n\n\n\n\nFlask\n - A microframework for Python.\n\n\nawesome-flask\n\n\n\n\n\n\nPyramid\n - A small, fast, down-to-earth, open source Python web framework.\n\n\nawesome-pyramid\n\n\n\n\n\n\nBluebream\n - An open-source web application server, framework and library, formerly known as Zope 3.\n\n\nBottle\n - A fast, simple and lightweight WSGI micro web-framework.\n\n\nCherryPy\n - A Minimalist Python Web Framework, HTTP/1.1-compliant and WSGI thread-pooled.\n\n\nGrok\n - A framework built on the existing Zope 3 libraries.\n\n\nguava\n - A lightweight and high performance web framework for Python written in C.\n\n\nTurboGears\n - The Web Framework that starts as a microframework and scales up to a full stack solution.\n\n\nweb.py\n - A web framework for Python that is as simple as it is powerful.\n\n\nweb2py\n - A full stack web framework and platform focused in the ease of use.\n\n\n\n\nPermissions\n\n\nLibraries that allow or deny users access to data or functionality.\n\n\n\n\nCarteblanche\n - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.\n\n\ndjango-guardian\n - Implementation of per object permissions for Django 1.2+\n\n\ndjango-rules\n - A tiny but powerful app providing object-level permissions to Django, without requiring a database.\n\n\n\n\nCMS\n\n\nContent Management Systems.\n\n\n\n\ndjango-cms\n - An Open source enterprise CMS based on the Django.\n\n\ndjedi-cms\n - A lightweight but yet powerful Django CMS with plugins, inline editing and performance in mind.\n\n\nFeinCMS\n - One of the most advanced Content Management Systems built on Django.\n\n\nKotte\n - A high-level, Pythonic web application framework built on Pyramid.\n\n\nMezzanine\n - A powerful, consistent, and flexible content management platform.\n\n\nOpps\n - A Django-based CMS for magazines, newspapers websites and portals with high-traffic.\n\n\nPlone\n - A CMS built on top of the open source application server Zope.\n\n\nQuokka\n - Flexible, extensible, small CMS powered by Flask and MongoDB.\n\n\nWagtail\n - A Django content management system.\n\n\nWidgy\n - Last CMS framework, based on Django.\n\n\n\n\nE-commerce\n\n\nFrameworks and libraries for e-commerce and payments.\n\n\n\n\ndjango-oscar\n - An open-source e-commerce framework for Django.\n\n\ndjango-shop\n - A Django based shop system.\n\n\nCartridge\n - A shopping cart app built using the Mezzanine.\n\n\nshoop\n - An open source E-Commerce platform based on Django.\n\n\nalipay\n - Unofficial Alipay API for Python.\n\n\nmerchant\n - A Django app to accept payments from various payment processors.\n\n\nmoney\n - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution.\n\n\npython-currencies\n - Display money format and its filthy currencies.\n\n\n\n\nRESTful API\n\n\nLibraries for developing RESTful APIs.\n\n\n\n\ndjango-rest-framework\n - A powerful and flexible toolkit that makes it easy to build Web APIs.\n\n\ndjango-tastypie\n - Creating delicious APIs for Django apps.\n\n\ndjango-formapi\n - Create JSON APIs with HMAC authentication and Django form-validation.\n\n\nflask-api\n - Browsable Web APIs for Flask.\n\n\nflask-restful\n - An extension for Flask that adds support for quickly building REST APIs.\n\n\nflask-restless\n - Generating RESTful APIs for database models defined with SQLAlchemy.\n\n\nflask-api-utils\n - Flask extension that takes care of API representation and authentication.\n\n\nfalcon\n - A high-performance Python framework for building cloud APIs and web app backends.\n\n\neve\n - REST API framework powered by Flask, MongoDB and good intentions.\n\n\nsandman\n - Automated REST APIs for existing database-driven systems.\n\n\nrestless\n - Framework agnostic REST framework based on lessons learned from TastyPie.\n\n\nsavory-pie\n - REST API building library (Django, and others)\n\n\nripozo\n - Quickly creating REST/HATEOAS/Hypermedia APIs with extensions for Flask and Django.\n\n\ncornice\n - A REST framework for Pyramid.\n\n\n\n\nAuthentication\n\n\nLibraries for implementing authentications schemes.\n\n\n\n\nOAuth\n\n\nAuthomatic\n - Simple but powerful framework agnostic authentication/authorization client.\n\n\ndjango-allauth\n - Authentication app for Django that \"just works.\"\n\n\ndjango-oauth-toolkit\n - OAuth2 goodies for the Djangonauts.\n\n\ndjango-oauth2-provider\n - Providing OAuth2 access to Django app.\n\n\nFlask-OAuthlib\n - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.\n\n\nOAuthLib\n - A generic and thorough implementation of the OAuth request-signing logic.\n\n\npython-oauth2\n - A fully tested, abstract interface to creating OAuth clients and servers.\n\n\npython-social-auth\n - An easy-to-setup social authentication mechanism.\n\n\nrauth\n - A Python library for OAuth 1.0/a, 2.0, and Ofly.\n\n\nsanction\n - A dead simple OAuth2 client implementation.\n\n\n\n\n\n\nOthers\n\n\njose\n - JavaScript Object Signing and Encryption draft implementation.\n\n\nPyJWT\n - Implementation of the JSON Web Token draft 01.\n\n\npython-jws\n - Implementation of JSON Web Signatures draft 02.\n\n\npython-jwt\n - Module for generating and verifying JSON Web Tokens.\n\n\n\n\n\n\n\n\nTemplate Engine\n\n\nLibraries and tools for templating and lexing.\n\n\n\n\nJinja2\n - A modern and designer friendly templating language.\n\n\nChameleon\n - An HTML/XML template engine. Modeled after ZPT, optimized for speed.\n\n\nGenshi\n - Python templating toolkit for generation of web-aware output.\n\n\nMako\n - Hyperfast and lightweight templating for the Python platform.\n\n\nSpitfire\n - A very fast Python template compiler.\n\n\n\n\nQueue\n\n\nLibraries for working with event and task queues.\n\n\n\n\ncelery\n - An asynchronous task queue/job queue based on distributed message passing.\n\n\nhuey\n - Little multi-threaded task queue.\n\n\nmrq\n - Mr. Queue - A distributed worker task queue in Python using Redis \n gevent.\n\n\nrq\n - Simple job queues for Python.\n\n\nsimpleq\n - A simple, infinitely scalable, Amazon SQS based queue.\n\n\n\n\nSearch\n\n\nLibraries and software for indexing and performing search queries on data.\n\n\n\n\ndjango-haystack\n - Modular search for Django.\n\n\nelasticsearch-py\n - The official low-level Python client for \nElasticsearch\n.\n\n\nelasticsearch-dsl-py\n - The official high-level Python client for Elasticsearch.\n\n\nsolrpy\n - A Python client for \nsolr\n.\n\n\nWhoosh\n - A fast, pure Python search engine library.\n\n\n\n\nNews Feed\n\n\nLibraries for building user's activities.\n\n\n\n\ndjango-activity-stream\n - Generate generic activity streams from the actions on your site.\n\n\nFeedly\n - A library to build newsfeed and notification systems using Cassandra and Redis.\n\n\n\n\nAsset Management\n\n\nTools for managing, compressing and minifying website assets.\n\n\n\n\ndjango-compressor\n - Compresses linked and inline JavaScript or CSS into a single cached file.\n\n\ndjango-storages\n - A collection of custom storage back ends for Django.\n\n\nfanstatic\n - Packages, optimizes, and serves static file dependencies as Python packages.\n\n\nFile Conveyor\n - A daemon to detect and sync files to CDNs, S3 and FTP.\n\n\nFlask-Assets\n - Helps you integrate webassets into your Flask app.\n\n\nglue\n - Glue is a simple command line tool to generate CSS sprites.\n\n\njinja-assets-compressor\n - A Jinja extension to compile and compress your assets.\n\n\nwebassets\n - Bundles, optimizes, and manages unique cache-busting URLs for static resources.\n\n\n\n\nCaching\n\n\nLibraries for caching data.\n\n\n\n\nBeaker\n - A library for caching and sessions for use with web applications and stand-alone Python scripts and applications.\n\n\ndjango-cache-machine\n - Automatic caching and invalidation for Django models.\n\n\ndjango-cacheops\n - A slick ORM cache with automatic granular event-driven invalidation.\n\n\ndjango-viewlet\n - Render template parts with extended cache control.\n\n\ndogpile.cache\n - dogpile.cache is next generation replacement for Beaker made by same authors.\n\n\nHermesCache\n - Python caching library with tag-based invalidation and dogpile effect prevention.\n\n\njohnny-cache\n - A caching framework for django applications.\n\n\npylibmc\n - A Python wrapper around the \nlibmemcached\n interface.\n\n\n\n\nEmail\n\n\nLibraries for sending and parsing email.\n\n\n\n\ndjango-celery-ses\n - Django email back end with AWS SES and Celery.\n\n\nenvelopes\n - Mailing for human beings.\n\n\nflanker\n - A email address and Mime parsing library.\n\n\nimbox\n - Python IMAP for Humans.\n\n\ninbox.py\n - Python SMTP Server for Humans.\n\n\ninbox\n - The open source email toolkit.\n\n\nlamson\n - Pythonic SMTP Application Server.\n\n\nmailjet\n - Mailjet API implementation for batch mailing, statistics and more.\n\n\nmarrow.mailer\n - High-performance extensible mail delivery framework.\n\n\nmodoboa\n - A mail hosting and management platform including a modern and simplified Web UI.\n\n\npyzmail\n - Compose, send and parse emails.\n\n\nTalon\n - Mailgun library to extract message quotations and signatures.\n\n\n\n\nInternationalization\n\n\nLibraries for working with i18n.\n\n\n\n\nBabel\n - An internationalization library for Python.\n\n\nKorean\n - A library for \nKorean\n morphology.\n\n\n\n\nURL Manipulation\n\n\nLibraries for parsing URLs.\n\n\n\n\nfurl\n - A small Python library that makes manipulating URLs simple.\n\n\npurl\n - A simple, immutable URL class with a clean API for interrogation and manipulation.\n\n\npyshorteners\n - A pure Python URL shortening lib.\n\n\nshort_url\n - Python implementation for generating Tiny URL and bit.ly-like URLs.\n\n\nwebargs\n - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid.\n\n\n\n\nHTML Manipulation\n\n\nLibraries for working with HTML and XML.\n\n\n\n\nBeautifulSoup\n - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.\n\n\nbleach\n - A whitelist-based HTML sanitization and text linkification library.\n\n\ncssutils\n - A CSS library for Python.\n\n\nhtml5lib\n - A standards-compliant library for parsing and serializing HTML documents and fragments.\n\n\nlxml\n - A very fast, easy-to-use and versatile library for handling HTML and XML.\n\n\nMarkupSafe\n - Implements a XML/HTML/XHTML Markup safe string for Python.\n\n\npyquery\n - A jQuery-like library for parsing HTML.\n\n\nuntangle\n - Converts XML documents to Python objects for easy access.\n\n\nxhtml2pdf\n - HTML/CSS to PDF converter.\n\n\nxmltodict\n - Working with XML feel like you are working with JSON.\n\n\n\n\nWeb Crawling\n\n\nLibraries for scraping websites.\n\n\n\n\nScrapy\n - A fast high-level screen scraping and web crawling framework.\n\n\ncola\n - A distributed crawling framework.\n\n\nDemiurge\n - PyQuery-based scraping micro-framework.\n\n\nfeedparser\n - Universal feed parser.\n\n\nGrab\n - Site scraping framework.\n\n\nMechanicalSoup\n - A Python library for automating interaction with websites.\n\n\nportia\n - Visual scraping for Scrapy.\n\n\npyspider\n - A powerful spider system.\n\n\nRoboBrowser\n - A simple, Pythonic library for browsing the web without a standalone web browser.\n\n\n\n\nWeb Content Extracting\n\n\nLibraries for extracting web contents.\n\n\n\n\nHaul\n - An Extensible Image Crawler.\n\n\nhtml2text\n - Convert HTML to Markdown-formatted text.\n\n\nlassie\n - Web Content Retrieval for Humans.\n\n\nmicawber\n - A small library for extracting rich content from URLs.\n\n\nnewspaper\n - News extraction, article extraction and content curation in Python.\n\n\nopengraph\n - A Python module to parse the Open Graph Protocol\n\n\npython-goose\n - HTML Content/Article Extractor.\n\n\npython-readability\n - Fast Python port of arc90's readability tool.\n\n\nsanitize\n - Bringing sanity to world of messed-up data.\n\n\nsumy\n - A module for automatic summarization of text documents and HTML pages.\n\n\ntextract\n - Extract text from any document, Word, PowerPoint, PDFs, etc.\n\n\n\n\nForms\n\n\nLibraries for working with forms.\n\n\n\n\nDeform\n - Python HTML form generation library influenced by the formish form generation library.\n\n\ndjango-bootstrap3\n - Bootstrap 3 integration with Django.\n\n\ndjango-crispy-forms\n - A Django app which lets you create beautiful forms in a very elegant and DRY way.\n\n\ndjango-remote-forms\n - A platform independent Django form serializer.\n\n\nWTForms-JSON\n - A WTForms extension for JSON data handling.\n\n\nWTForms\n - A flexible forms validation and rendering library.\n\n\n\n\nData Validation\n\n\nLibraries for validating data. Used for forms in many cases.\n\n\n\n\nCerberus\n - A mappings-validator with a variety of rules, normalization-features and simple customization that uses a pythonic schema-definition.\n\n\ncolander\n - A system for validating and deserializing data obtained via XML, JSON, an HTML form post or any other equally simple data serialization.\n\n\nkmatch\n - A language for matching/validating/filtering Python dictionaries.\n\n\nschema\n - A library for validating Python data structures.\n\n\nSchematics\n - Data Structure Validation.\n\n\nvalideer\n - Lightweight extensible data validation and adaptation library.\n\n\nvoluptuous\n - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc.\n\n\n\n\nAnti-spam\n\n\nLibraries for fighting spam.\n\n\n\n\ndjango-simple-captcha\n - A simple and highly customizable Django app to add captcha images to any Django form.\n\n\ndjango-simple-spam-blocker\n - Simple spam blocker for Django.\n\n\n\n\nTagging\n\n\nLibraries for tagging items.\n\n\n\n\ndjango-taggit\n - Simple tagging for Django.\n\n\n\n\nAdmin Panels\n\n\nLibraries for administrative interfaces.\n\n\n\n\nAjenti\n - The admin panel your servers deserve.\n\n\ndjango-suit\n - Alternative Django Admin-Interface (free only for Non-commercial use).\n\n\ndjango-xadmin\n - Drop-in replacement of Django admin comes with lots of goodies.\n\n\nflask-admin\n - Simple and extensible administrative interface framework for Flask.\n\n\nflower\n - Real-time monitor and web admin for Celery.\n\n\nGrappelli\n \u2013 A jazzy skin for the Django Admin-Interface.\n\n\nWooey\n - A Django app which creates automatic web UIs for Python scripts.\n\n\n\n\nStatic Site Generator\n\n\nStatic site generator is a software that takes some text + templates as input and produces HTML files on the output.\n\n\n\n\nPelican\n - Uses Markdown or ReST for content and Jinja 2 for themes. Supports DVCS, Disqus. AGPL.\n\n\nCactus\n \u2013 Static site generator for designers.\n\n\nHyde\n - Jinja2-based static web site generator.\n\n\nNikola\n - A static website and blog generator.\n\n\nTinkerer\n - Tinkerer is a blogging engine/.static website generator powered by Sphinx.\n\n\n\n\nProcesses\n\n\nLibraries for starting and communicating with OS processes.\n\n\n\n\nenvoy\n - Python \nsubprocess\n for Humans\u2122.\n\n\nsarge\n - Yet another wrapper for subprocess.\n\n\nsh\n - A full-fledged subprocess replacement for Python.\n\n\n\n\nConcurrency and Parallelism\n\n\nLibraries for concurrent and parallel execution.\n\n\n\n\nmultiprocessing\n - (Python standard library) Process-based \"threading\" interface.\n\n\nthreading\n - (Python standard library) Higher-level threading interface.\n\n\neventlet\n - Asynchronous framework with WSGI support.\n\n\ngevent\n - A coroutine-based Python networking library that uses \ngreenlet\n.\n\n\nTomorrow\n - Magic decorator syntax for asynchronous code.\n\n\n\n\nNetworking\n\n\nLibraries for networking programming.\n\n\n\n\nasyncio\n - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.\n\n\nTornado\n - A Web framework and asynchronous networking library.\n\n\nTwisted\n - An event-driven networking engine.\n\n\npulsar\n - Event-driven concurrent framework for Python.\n\n\ndiesel\n - Greenlet-based event I/O Framework for Python.\n\n\npyzmq\n - A Python wrapper for the ZeroMQ message library.\n\n\ntxZMQ\n - Twisted based wrapper for the ZeroMQ message library.\n\n\n\n\nWebSocket\n\n\nLibraries for working with WebSocket.\n\n\n\n\nAutobahnPython\n - WebSocket \n WAMP for Python on Twisted and \nasyncio\n.\n\n\nCrossbar\n - Open-source Unified Application Router (Websocket \n WAMP for Python on Autobahn).\n\n\ndjango-socketio\n - WebSockets for Django.\n\n\nWebSocket-for-Python\n - WebSocket client and server library for Python 2 and 3 as well as PyPy.\n\n\n\n\nWSGI Servers\n\n\nWSGI-compatible web servers.\n\n\n\n\ngunicorn\n - Pre-forked, partly written in C.\n\n\nuwsgi\n - A project aims at developing a full stack for building hosting services, written in C.\n\n\nbjoern\n - Asynchronous, very fast and written in C.\n\n\nfapws3\n - Asynchronous (network side only), written in C.\n\n\nmeinheld\n - Asynchronous, partly written in C.\n\n\nnetius\n - Asynchronous, very fast.\n\n\npaste\n - Multi-threaded, stable, tried and tested.\n\n\nrocket\n - Multi-threaded.\n\n\nwaitress\n - Multi-threaded, poweres Pyramid.\n\n\nWerkzeug\n - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.\n\n\n\n\nRPC Servers\n\n\nRPC-compatible servers.\n\n\n\n\nSimpleJSONRPCServer\n - This library is an implementation of the JSON-RPC specification.\n\n\nSimpleXMLRPCServer\n - (Python standard library) Simple XML-RPC server implementation, single-threaded.\n\n\nzeroRPC\n - zerorpc is a flexible RPC implementation based on \nZeroMQ\n and \nMessagePack\n.\n\n\n\n\nCryptography\n\n\n\n\ncryptography\n - A package designed to expose cryptographic primitives and recipes to Python developers.\n\n\nhashids\n - Implementation of \nhashids\n in Python.\n\n\nParamiko\n - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.\n\n\nPasslib\n - Secure password storage/hashing library, very high level.\n\n\nPyCrypto\n - The Python Cryptography Toolkit.\n\n\nPyNacl\n - Python binding to the Networking and Cryptography (NaCl) library.\n\n\n\n\nGUI\n\n\nLibraries for working with graphical user interface applications.\n\n\n\n\ncurses\n - Built-in wrapper for \nncurses\n used to create terminal GUI applications.\n\n\nenaml\n - Creating beautiful user-interfaces with Declaratic Syntax like QML.\n\n\nkivy\n - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.\n\n\npyglet\n - A cross-platform windowing and multimedia library for Python.\n\n\nPyQt\n - Python bindings for the \nQt\n cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.\n\n\nPySide\n - Python bindings for the \nQt\n cross-platform application and UI framework, supporting the Qt v4 framework.\n\n\nTkinter\n - Tkinter is Python's de-facto standard GUI package.\n\n\nToga\n - A Python native, OS native GUI toolkit.\n\n\nurwid\n - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.\n\n\nwxPython\n - A blending of the wxWidgets C++ class library with the Python.\n\n\n\n\nGame Development\n\n\nAwesome game development libraries.\n\n\n\n\nCocos2d\n - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications. It is based on pyglet.\n\n\nPanda3D\n - 3D game engine developed by Disney and maintained by Carnegie Mellon's Entertainment Technology Center. Written in C++, completely wrapped in Python.\n\n\nPygame\n - Pygame is a set of Python modules designed for writing games.\n\n\nPyOgre\n - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.\n\n\nPyOpenGL\n - Python ctypes bindings for OpenGL and it's related APIs.\n\n\nPySDL2\n - A ctypes based wrapper for the SDL2 library.\n\n\nPySFML\n - Python bindings for \nSFML\n\n\nRenPy\n - A Visual Novel engine.\n\n\n\n\nLogging\n\n\nLibraries for generating and working with logs.\n\n\n\n\nlogging\n - (Python standard library) Logging facility for Python.\n\n\nlogbook\n - Logging replacement for Python.\n\n\nEliot\n - Logging for complex \n distributed systems.\n\n\nRaven\n - The Python client for Sentry.\n\n\nSentry\n - A realtime logging and aggregation server.\n\n\n\n\nTesting\n\n\nLibraries for testing codebases and generating test data.\n\n\n\n\nTesting Frameworks\n\n\nunittest\n - (Python standard library) Unit testing framework.\n\n\nnose\n - nose extends unittest.\n\n\ncontexts\n - A BDD framework for Python 3.3+. Inspired by C#'s \nMachine.Specifications\n.\n\n\nhypothesis\n - Hypothesis is an advanced Quickcheck style property based testing library.\n\n\nmamba\n - The definitive testing tool for Python. Born under the banner of BDD.\n\n\nPyAutoGUI\n - PyAutoGUI is a cross-platform GUI automation Python module for human beings.\n\n\npyshould\n - Should style asserts based on \nPyHamcrest\n.\n\n\npytest\n - A mature full-featured Python testing tool.\n\n\npyvows\n - BDD style testing for Python. Inspired by \nVows.js\n.\n\n\nRobot Framework\n - A generic test automation framework.\n\n\n\n\n\n\nWeb Testing\n\n\nSelenium\n - Python bindings for \nSelenium\n WebDriver.\n\n\nlocust\n - Scalable user load testing tool written in Python.\n\n\nsixpack\n - A language-agnostic A/B Testing framework.\n\n\nsplinter\n - Open source tool for testing web applications.\n\n\n\n\n\n\nMock\n\n\nmock\n - (Python standard library) A mocking and patching library.\n\n\ndoublex\n - Powerful test doubles framework for Python.\n\n\nfreezegun\n - Travel through time by mocking the datetime module.\n\n\nhttmock\n - A mocking library for requests for Python 2.6+ and 3.2+.\n\n\nhttpretty\n - HTTP request mock tool for Python.\n\n\nresponses\n - A utility library for mocking out the requests Python library.\n\n\nVCR.py\n - Record and replay HTTP interactions on your tests.\n\n\n\n\n\n\nObject Factories\n\n\nfactory_boy\n - A test fixtures replacement for Python.\n\n\nmixer\n - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.\n\n\nmodel_mommy\n - Creating random fixtures for testing in Django.\n\n\n\n\n\n\nCode Coverage\n\n\ncoverage\n - Code coverage measurement.\n\n\n\n\n\n\nFake Data\n\n\nfaker\n - A Python package that generates fake data.\n\n\nfake2db\n - Fake database generator.\n\n\nradar\n - Generate random datetime / time.\n\n\n\n\n\n\nError Handler\n\n\nFuckIt.py\n - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.\n\n\n\n\n\n\n\n\nCode Analysis and Linter\n\n\nLibraries and tools for analysing, parsing and manipulation codebases.\n\n\n\n\nCode Analysis\n\n\ncode2flow\n - Turn your Python and JavaScript code into DOT flowcharts.\n\n\npycallgraph\n - A library that visualises the flow (call graph) of your Python application.\n\n\npysonar2\n - A type inferencer and indexer for Python.\n\n\n\n\n\n\nLinter\n\n\nFlake8\n - The modular source code checker: pep8, pyflakes and co.\n\n\nPylint\n - A source code analyzer.\n\n\npylama\n - Code audit tool for Python and JavaScript.\n\n\n\n\n\n\n\n\nDebugging Tools\n\n\nLibraries for debugging code.\n\n\n\n\nDebugger\n\n\nipdb\n - IPython-enabled \npdb\n.\n\n\npudb\n \u2013 A full-screen, console-based Python debugger.\n\n\npyringe\n - Debugger capable of attaching to and injecting code into Python processes.\n\n\nwdb\n - An improbable web debugger through WebSockets.\n\n\nwinpdb\n - A Platform Independent Python Debugger with GUI, capable of remote debugging based on rpdb2.\n\n\ndjango-debug-toolbar\n - Display various debug information about the current request/response.\n\n\ndjango-devserver\n - A drop-in replacement for Django's runserver.\n\n\nflask-debugtoolbar\n - A port of the django-debug-toolbar to flask.\n\n\n\n\n\n\nProfiler\n\n\nline_profiler\n - Line-by-line profiling.\n\n\nmemory_profiler\n - Monitor Memory usage of Python code.\n\n\nprofiling\n - An interactive Python profiler.\n\n\n\n\n\n\nOthers\n\n\npyelftools\n - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information.\n\n\npython-statsd\n - Python Client for the \nstatsd\n server.\n\n\n\n\n\n\n\n\nScience and Data Analysis\n\n\nLibraries for scientific computing and data analyzing.\n\n\n\n\nastropy\n - A community Python library for Astronomy.\n\n\nbcbio-nextgen\n - A toolkit providing best-practice pipelines for fully automated high throughput sequencing analysis.\n\n\nbccb\n - Collection of useful code related to biological analysis.\n\n\nBiopython\n - Biopython is a set of freely available tools for biological computation.\n\n\nblaze\n - NumPy and Pandas interface to Big Data.\n\n\ncclib\n - A library for parsing and interpreting the results of computational chemistry packages.\n\n\nNetworkX\n - A high-productivity software for complex networks.\n\n\nNumba\n - Python JIT (just in time) complier to LLVM aimed at scientific Python by the developers of Cython and NumPy.\n\n\nNumPy\n - A fundamental package for scientific computing with Python.\n\n\nOpen Babel\n - A chemical toolbox designed to speak the many languages of chemical data.\n\n\nOpen Mining\n - Business Intelligence (BI) in Python (Pandas web interface)\n\n\norange\n - Data mining, data visualization, analysis and machine learning through visual programming or Python scripting.\n\n\nPandas\n - A library providing high-performance, easy-to-use data structures and data analysis tools.\n\n\nPyDy\n - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion based around NumPy, SciPy, IPython, and matplotlib.\n\n\nPyMC\n - Markov Chain Monte Carlo sampling toolkit.\n\n\nRDKit\n - Cheminformatics and Machine Learning Software.\n\n\nSciPy\n - A Python-based ecosystem of open-source software for mathematics, science, and engineering.\n\n\nstatsmodels\n - Statistical modeling and econometrics in Python.\n\n\nSymPy\n - A Python library for symbolic mathematics.\n\n\nzipline\n - A Pythonic algorithmic trading library.\n\n\n\n\nData Visualization\n\n\nLibraries for visualizing data. See: \nawesome-javascript\n.\n\n\n\n\nmatplotlib\n - A Python 2D plotting library.\n\n\nbokeh\n - Interactive Web Plotting for Python.\n\n\nggplot\n - Same API as ggplot2 for R.\n\n\nplotly\n - Collaborative web plotting for Python and matplotlib.\n\n\npygal\n - A Python SVG Charts Creator.\n\n\npygraphviz\n - Python interface to \nGraphviz\n.\n\n\nPyQtGraph\n - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.\n\n\nSnakeViz\n - A browser based graphical viewer for the output of Python's cProfile module.\n\n\nvincent\n - A Python to Vega translator.\n\n\nVisPy\n - High-performance scientific visualization based on OpenGL.\n\n\n\n\nComputer Vision\n\n\nLibraries for computer vision.\n\n\n\n\nOpenCV\n - Open Source Computer Vision Library.\n\n\nSimpleCV\n - An open source framework for building computer vision applications.\n\n\n\n\nMachine Learning\n\n\nLibraries for Machine Learning. See: \nawesome-machine-learning\n.\n\n\n\n\nCrab\n - A \ufb02exible, fast recommender engine.\n\n\ngensim\n - Topic Modelling for Humans.\n\n\nhebel\n - GPU-Accelerated Deep Learning Library in Python.\n\n\nNuPIC\n - Numenta Platform for Intelligent Computing.\n\n\npattern\n - Web mining module for Python.\n\n\nPyBrain\n - Another Python Machine Learning Library.\n\n\nPylearn2\n - A Machine Learning library based on \nTheano\n.\n\n\npython-recsys\n - A Python library for implementing a Recommender System.\n\n\nscikit-learn\n - A Python module for machine learning built on top of SciPy.\n\n\nvowpal_porpoise\n - A lightweight Python wrapper for \nVowpal Wabbit\n.\n\n\n\n\nMapReduce\n\n\nFramworks and libraries for MapReduce.\n\n\n\n\ndpark\n - Python clone of Spark, a MapReduce alike framework in Python.\n\n\ndumbo\n - Python module that allows one to easily write and run Hadoop programs.\n\n\nluigi\n - A module that helps you build complex pipelines of batch jobs.\n\n\nmrjob\n - Run MapReduce jobs on Hadoop or Amazon Web Services.\n\n\nPySpark\n - The Spark Python API.\n\n\nstreamparse\n - Run Python code against real-time streams of data. Integrates with \nApache Storm\n.\n\n\n\n\nFunctional Programming\n\n\nFunctional Programming with Python.\n\n\n\n\nCyToolz\n - Cython implementation of Toolz: High performance functional utilities.\n\n\nfn.py\n - Functional programming in Python: implementation of missing features to enjoy FP.\n\n\nfuncy\n - A fancy and practical functional tools.\n\n\nToolz\n - A collection of functional utilities for iterators, functions, and dictionaries.\n\n\n\n\nThird-party APIs\n\n\nLibraries for accessing third party services APIs. See: \nList of Python API Wrappers and Libraries\n.\n\n\n\n\napache-libcloud\n - One Python library for all clouds.\n\n\nboto\n - Python interface to Amazon Web Services.\n\n\ndjango-wordpress\n - WordPress models and views for Django.\n\n\nfacebook-sdk\n - Facebook Platform Python SDK.\n\n\nfacepy\n - Facepy makes it really easy to interact with Facebook's Graph API\n\n\ngmail\n - A Pythonic interface for Gmail.\n\n\ngoogle-api-python-client\n - Google APIs Client Library for Python.\n\n\ngspread\n - Google Spreadsheets Python API.\n\n\ntwython\n - A Python wrapper for the Twitter API.\n\n\n\n\nDevOps Tools\n\n\nSoftware and libraries for DevOps.\n\n\n\n\nAnsible\n - A radically simple IT automation platform.\n\n\nSaltStack\n - Infrastructure automation and management system.\n\n\nFabric\n - A simple, Pythonic tool for remote execution and deployment.\n\n\ncuisine\n - Chef-like functionality for Fabric.\n\n\nDocker Compose\n - Fast, isolated development environments using \nDocker\n.\n\n\nFabtools\n - Tools for writing awesome Fabric files.\n\n\ngitapi\n - Pure-Python API for git.\n\n\ngunnery\n - Multipurpose task execution tool for distributed systems with web-based interface.\n\n\nhgapi\n - Pure-Python API for Mercurial.\n\n\nhoncho\n - A Python port of \nForeman\n, a tool for managing Procfile-based applications.\n\n\nOpenStack\n - Open source software for building private and public clouds.\n\n\npexpect\n - Controlling interactive programs in a pseudo-terminal like GNU expect.\n\n\nprovy\n - An easy-to-use provisioning system in Python.\n\n\npsutil\n - A cross-platform process and system utilities module.\n\n\nsupervisor\n - Supervisor process control system for UNIX.\n\n\n\n\nJob Scheduler\n\n\nLibraries for scheduling jobs.\n\n\n\n\nAPScheduler\n - A light but powerful in-process task scheduler that lets you schedule functions.\n\n\ndjango-schedule\n - A calendaring app for Django.\n\n\ndoit\n - A task runner/build tool.\n\n\nJoblib\n - A set of tools to provide lightweight pipelining in Python.\n\n\nPlan\n - Writing crontab file in Python like a charm.\n\n\nschedule\n - Python job scheduling for humans.\n\n\nSpiff\n - A powerful workflow engine implemented in pure Python.\n\n\nTaskFlow\n - A Python library that helps to make task execution easy, consistent and reliable.\n\n\n\n\nForeign Function Interface\n\n\nLibraries for providing foreign function interface.\n\n\n\n\ncffi\n - Foreign Function Interface for Python calling C code.\n\n\nctypes\n - (Python standard library) Foreign Function Interface for Python calling C code.\n\n\nPyCUDA\n - A Python wrapper for Nvidia's CUDA API.\n\n\nSWIG\n - Simplified Wrapper and Interface Generator.\n\n\n\n\nHigh Performance\n\n\nLibraries for making Python faster.\n\n\n\n\nCython\n - Optimizing Static Compiler for Python. Uses type mixins to compile Python into C or C++ modules resulting in large performance gains.\n\n\nPyPy\n - An implementation of Python in Python. The interpreter uses black magic to make Python very fast without having to add in additional type information.\n\n\nPyston\n - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.\n\n\nStackless Python\n - An enhanced version of the Python.\n\n\n\n\nMicrosoft Windows\n\n\nPython programming on Microsoft Windows.\n\n\n\n\nPython(x,y)\n - Scientific-applications-oriented Python Distribution based on Qt and Spyder.\n\n\npythonlibs\n - Unofficial Windows binaries for Python extension packages.\n\n\nPythonNet\n - Python Integration with the .NET Common Language Runtime (CLR).\n\n\nPyWin32\n - Python Extensions for Windows.\n\n\nWinPython\n - Portable development environment for Windows 7/8.\n\n\n\n\nNetwork Virtualization and SDN\n\n\nTools and libraries for Virtual Networking and SDN (Software Defined Networking).\n\n\n\n\nMininet\n - A popular network emulator and API written in Python.\n\n\nPOX\n - An open source development platform for Python-based Software Defined Networking (SDN) control applications, such as OpenFlow SDN controllers.\n\n\nPyretic\n - A member of the Frenetic family of SDN programming languages that provides powerful abstractions over network switches or emulators.\n\n\nSDX Platform\n - SDN based IXP implementation that leverages Mininet, POX and Pyretic.\n\n\n\n\nHardware\n\n\nLibraries for programming with hardware.\n\n\n\n\nino\n - Command line toolkit for working with \nArduino\n.\n\n\nPyro\n - Python Robotics.\n\n\nPyUserInput\n - A module for cross-platform control of the mouse and keyboard.\n\n\nscapy\n - A brilliant packet manipulation library.\n\n\nwifi\n - A Python library and command line tool for working with WiFi on Linux.\n\n\n\n\nCompatibility\n\n\nLibraries for migrating from Python 2 to 3.\n\n\n\n\nPython-Future\n - The missing compatibility layer between Python 2 and Python 3.\n\n\nPython-Modernize\n - Modernizes Python code for eventual Python 3 migration.\n\n\nSix\n - Python 2 and 3 compatibility utilities.\n\n\n\n\nMiscellaneous\n\n\nUseful libraries or tools that don't fit in the categories above.\n\n\n\n\nblinker\n - A fast Python in-process signal/event dispatching system.\n\n\nitsdangerous\n - Various helpers to pass trusted data to untrusted environments.\n\n\npluginbase\n - A simple but flexible plugin system for Python.\n\n\nPychievements\n - A framework for creating and tracking achievements.\n\n\n\n\nAlgorithms and Design Patterns\n\n\nPython implementation of algorithms and design patterns.\n\n\n\n\nalgorithms\n - A module of algorithms for Python.\n\n\npython-patterns\n - A collection of design patterns in Python.\n\n\nsortedcontainers\n - Fast, pure-Python implementation of SortedList, SortedDict, and SortedSet types.\n\n\n\n\nEditor Plugins\n\n\nPlugins for editors and IDEs.\n\n\n\n\nEmacs\n\n\nElpy\n - Emacs Python Development Environment.\n\n\n\n\n\n\nSublime Text\n\n\nSublimeJEDI\n - A Sublime Text plugin to the awesome auto-complete library Jedi.\n\n\nAnaconda\n - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.\n\n\n\n\n\n\nVim\n\n\nYouCompleteMe\n - Includes \nJedi\n-based completion engine for Python.\n\n\nJedi-vim\n - Vim bindings for the Jedi auto-completion library for Python.\n\n\nPython-mode\n - An all in one plugin for turning Vim into a Python IDE.\n\n\n\n\n\n\nVisual Studio\n\n\nPTVS\n - Python Tools for Visual Studio.\n\n\n\n\n\n\n\n\nIDEs\n\n\nPopular Python IDEs.\n\n\n\n\nPyCharm\n - Commercial Python IDE by JetBrains. Has free community edition available.\n\n\nKomodo\n - Commercial polyglot IDE with support for Python.\n\n\nLiClipse\n - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.\n\n\nSpyder\n - Open Source Python IDE.\n\n\nWingIDE\n - Commercial IDE for Python.\n\n\n\n\nServices\n\n\nOnline tools and APIs to simplify development.\n\n\nContinuous Integration\n\n\nSee: \nawesome-CIandCD\n.\n\n\n\n\nTravis CI\n - A popular CI service for your open source and \nprivate\n projects. (GitHub only)\n\n\nCircleCI\n - A CI service that can run very fast parallel testing. (GitHub only)\n\n\nVexor CI\n - A continuous integration tool for private apps with pay-per-minute billing model.\n\n\nWercker\n - A Docker-based platform for building and deploying applications and microservices.\n\n\n\n\nCode Quality\n\n\n\n\nLandscape\n - An early warning system for your Python codebase.\n\n\nQuantifiedCode\n - A data-driven, automated, continuous code review tool.\n\n\n\n\nResources\n\n\nWhere to discover new Python libraries.\n\n\nWebsites\n\n\n\n\nr/Python\n\n\nCoolGithubProjects\n\n\nDjango Packages\n\n\nFull Stack Python\n\n\nPython 3 Wall of Superpowers\n\n\nPython Hackers\n\n\nPython ZEEF\n\n\nTrending Python repositories on GitHub today\n\n\n\n\nWeekly\n\n\n\n\nImport Python Newsletter\n\n\nPycoder's Weekly\n\n\nPython Weekly\n\n\n\n\nTwitter\n\n\n\n\n@codetengu\n\n\n@getpy\n\n\n@planetpython\n\n\n@pycoders\n\n\n@pypi\n\n\n@pythontrending\n\n\n@PythonWeekly\n\n\n\n\nOther Awesome Lists\n\n\nList of lists.\n\n\n\n\nPython\n\n\npycrumbs\n\n\npython-github-projects\n\n\npython_reference\n\n\npythonidae\n\n\n\n\n\n\nMonty\n\n\nawesome\n\n\nlists\n\n\n\n\n\n\n\n\nContributing\n\n\nYour contributions are always welcome!", 
+            "text": "Awesome Python \n\n\nA curated list of awesome Python frameworks, libraries and software. Inspired by \nawesome-php\n.\n\n\n\n\nAwesome Python\n\n\nEnvironment Management\n\n\nPackage Management\n\n\nPackage Repositories\n\n\nDistribution\n\n\nBuild Tools\n\n\nInteractive Interpreter\n\n\nFiles\n\n\nDate and Time\n\n\nText Processing\n\n\nSpecific Formats Processing\n\n\nNatural Language Processing\n\n\nDocumentation\n\n\nConfiguration\n\n\nCommand-line Tools\n\n\nDownloader\n\n\nImagery\n\n\nOCR\n\n\nAudio\n\n\nVideo\n\n\nGeolocation\n\n\nHTTP\n\n\nDatabase\n\n\nDatabase Drivers\n\n\nORM\n\n\nWeb Frameworks\n\n\nPermissions\n\n\nCMS\n\n\nE-commerce\n\n\nRESTful API\n\n\nAuthentication\n\n\nTemplate Engine\n\n\nQueue\n\n\nSearch\n\n\nNews Feed\n\n\nAsset Management\n\n\nCaching\n\n\nEmail\n\n\nInternationalization\n\n\nURL Manipulation\n\n\nHTML Manipulation\n\n\nWeb Crawling\n\n\nWeb Content Extracting\n\n\nForms\n\n\nData Validation\n\n\nAnti-spam\n\n\nTagging\n\n\nAdmin Panels\n\n\nStatic Site Generator\n\n\nProcesses\n\n\nConcurrency and Parallelism\n\n\nNetworking\n\n\nWebSocket\n\n\nWSGI Servers\n\n\nRPC Servers\n\n\nCryptography\n\n\nGUI\n\n\nGame Development\n\n\nLogging\n\n\nTesting\n\n\nCode Analysis and Linter\n\n\nDebugging Tools\n\n\nScience and Data Analysis\n\n\nData Visualization\n\n\nComputer Vision\n\n\nMachine Learning\n\n\nFunctional Programming\n\n\nMapReduce\n\n\nThird-party APIs\n\n\nDevOps Tools\n\n\nJob Scheduler\n\n\nForeign Function Interface\n\n\nHigh Performance\n\n\nNetwork Virtualization and SDN\n\n\nHardware\n\n\nCompatibility\n\n\nMiscellaneous\n\n\nAlgorithms and Design Patterns\n\n\nEditor Plugins\n\n\nIDEs\n\n\n\n\n\n\nServices\n\n\nContinuous Integration\n\n\nCode Quality\n\n\n\n\n\n\nResources\n\n\nWebsites\n\n\nWeekly\n\n\nTwitter\n\n\n\n\n\n\nOther Awesome Lists\n\n\nContributing\n\n\n\n\n\n\nEnvironment Management\n\n\nLibraries for Python version and environment management.\n\n\n\n\np\n - Dead simple interactive Python version management.\n\n\npyenv\n - Simple Python version management.\n\n\nPyRun\n - A one-file, no-installation-needed version of Python.\n\n\nVex\n - Run a command in the named virtualenv.\n\n\nvirtualenv\n - A tool to create isolated Python environments.\n\n\nvirtualenvwrapper\n - A set of extensions to virtualenv.\n\n\n\n\nPackage Management\n\n\nLibraries for package and dependency management.\n\n\n\n\npip\n - The Python package and dependency manager.\n\n\nPython Package Index\n\n\n\n\n\n\npip-tools\n - A set of tools to keep your pinned Python dependencies fresh.\n\n\nconda\n - Cross-platform, Python-agnostic binary package manager.\n\n\nCurdling\n - Curdling is a command line tool for managing Python packages.\n\n\nwheel\n - The new standard of Python distribution and are intended to replace eggs.\n\n\n\n\nPackage Repositories\n\n\nLocal PyPI repository server and proxies.\n\n\n\n\nwarehouse\n - Next generation Python Package Repository (PyPI).\n\n\nWarehouse\n\n\n\n\n\n\nbandersnatch\n - PyPI mirroring tool provided by Python Packaging Authority (PyPA).\n\n\ndevpi\n - PyPI server and packaging/testing/release tool.\n\n\nlocalshop\n - Local PyPI server (custom packages and auto-mirroring of pypi).\n\n\n\n\nDistribution\n\n\nLibraries to create packaged executables for release distribution.\n\n\n\n\nPyInstaller\n - Converts Python programs into stand-alone executables (cross-platform).\n\n\ndh-virtualenv\n - Build and distribute a virtualenv as a Debian package.\n\n\nNuitka\n - Compile scripts, modules, packages to an executable or extension module.\n\n\npy2app\n - Freezes Python scripts (Mac OS X).\n\n\npy2exe\n - Freezes Python scripts (Windows).\n\n\npynsist\n - A tool to build Windows installers, installers bundle Python itself.\n\n\n\n\nBuild Tools\n\n\nCompile software from source code.\n\n\n\n\nbuildout\n - A build system for creating, assembling and deploying applications from multiple parts.\n\n\nBitBake\n - A make-like build tool for embedded Linux.\n\n\nfabricate\n - A build tool that finds dependencies automatically for any language.\n\n\nPlatformIO\n - A console tool to build code with different development platforms.\n\n\nPyBuilder\n - A continuous build tool written in pure Python.\n\n\nSCons\n - A software construction tool.\n\n\n\n\nInteractive Interpreter\n\n\nInteractive Python interpreters (REPL).\n\n\n\n\nIPython\n - A rich toolkit to help you make the most out of using Python interactively.\n\n\nbpython\n \u2013 A fancy interface to the Python interpreter.\n\n\nptpython\n - Advanced Python REPL built on top of the \npython-prompt-toolkit\n.\n\n\n\n\nFiles\n\n\nLibraries for file manipulation and MIME type detection.\n\n\n\n\nimghdr\n - (Python standard library) Determine the type of an image.\n\n\nmimetypes\n - (Python standard library) Map filenames to MIME types.\n\n\npath.py\n - A module wrapper for \nos.path\n.\n\n\npathlib\n - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library.\n\n\npython-magic\n - A Python interface to the libmagic file type identification library.\n\n\nUnipath\n - An object-oriented approach to file/directory operations.\n\n\nwatchdog\n - API and shell utilities to monitor file system events.\n\n\n\n\nDate and Time\n\n\nLibraries for working with dates and times.\n\n\n\n\narrow\n - Better dates \n times for Python.\n\n\nChronyk\n - A Python 3 library for parsing human-written times and dates.\n\n\ndateutil\n - Extensions to the standard Python \ndatetime\n module.\n\n\ndelorean\n - A library for clearing up the inconvenient truths that arise dealing with datetimes.\n\n\nmoment\n - A Python library for dealing with dates/times. Inspired by \nMoment.js\n.\n\n\nPyTime\n - A easy-use Python module which aims to operate date/time/datetime by string.\n\n\npytz\n - World timezone definitions, modern and historical. Brings the \ntz database\n into Python.\n\n\nwhen.py\n - Providing user-friendly functions to help perform common date and time actions.\n\n\n\n\nText Processing\n\n\nLibraries for parsing and manipulating plain texts.\n\n\n\n\nGeneral\n\n\nchardet\n - Python 2/3 compatible character encoding detector.\n\n\ndifflib\n - (Python standard library) Helpers for computing deltas.\n\n\nesmre\n - Regular expression accelerator.\n\n\nftfy\n - Makes Unicode text less broken and more consistent automagically.\n\n\nfuzzywuzzy\n - Fuzzy String Matching.\n\n\nLevenshtein\n - Fast computation of Levenshtein distance and string similarity.\n\n\npangu.py\n - Spacing texts for CJK and alphanumerics.\n\n\npyfiglet\n - An implementation of figlet written in Python.\n\n\nshortuuid\n - A generator library for concise, unambiguous and URL-safe UUIDs.\n\n\nunidecode\n - ASCII transliterations of Unicode text.\n\n\nuniout\n - Print readable chars instead of the escaped string.\n\n\nxpinyin\n - A library to translate Chinese hanzi (\u6f22\u5b57) to pinyin (\u62fc\u97f3).\n\n\n\n\n\n\nSlugify\n\n\nawesome-slugify\n - A Python slugify library that can preserve unicode.\n\n\npython-slugify\n - A Python slugify library that translates unicode to ASCII.\n\n\nunicode-slugify\n - A slugifier that generates unicode slugs with Django as a dependency.\n\n\n\n\n\n\nParser\n\n\nphonenumbers\n - Parsing, formatting, storing and validating international phone numbers.\n\n\nPLY\n - Implementation of lex and yacc parsing tools for Python\n\n\nPygments\n - A generic syntax highlighter.\n\n\npyparsing\n - A general purpose framework for generating parsers.\n\n\npython-nameparser\n - Parsing human names into their individual components.\n\n\npython-user-agents\n - Browser user agent parser.\n\n\nsqlparse\n - A non-validating SQL parser.\n\n\n\n\n\n\n\n\nSpecific Formats Processing\n\n\nLibraries for parsing and manipulating specific text formats.\n\n\n\n\nGeneral\n\n\ntablib\n - A module for Tabular Datasets in XLS, CSV, JSON, YAML.\n\n\n\n\n\n\nOffice\n\n\nMarmir\n - Takes Python data structures and turns them into spreadsheets.\n\n\nopenpyxl\n - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.\n\n\npython-docx\n - Reads, queries and modifies Microsoft Word 2007/2008 docx files.\n\n\nunoconv\n - Convert between any document format supported by LibreOffice/OpenOffice.\n\n\nXlsxWriter\n - A Python module for creating Excel .xlsx files.\n\n\nxlwings\n - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.\n\n\nxlwt\n / \nxlrd\n - Writing and reading data and formatting information from Excel files.\n\n\nrelatorio\n - Templating OpenDocument files.\n\n\n\n\n\n\nPDF\n\n\nPDFMiner\n - A tool for extracting information from PDF documents.\n\n\nPyPDF2\n - A library capable of splitting, merging and transforming PDF pages.\n\n\nReportLab\n - Allowing Rapid creation of rich PDF documents.\n\n\n\n\n\n\nMarkdown\n\n\nMistune\n - Fastest and full featured pure Python parsers of Markdown.\n\n\nPython-Markdown\n - A Python implementation of John Gruber\u2019s Markdown.\n\n\n\n\n\n\nYAML\n\n\nPyYAML\n - YAML implementations for Python.\n\n\n\n\n\n\nCSV\n\n\ncsvkit\n - Utilities for converting to and working with CSV.\n\n\n\n\n\n\nArchive\n\n\nunp\n - A command line tool that can unpack archives easily.\n\n\n\n\n\n\n\n\nNatural Language Processing\n\n\nLibraries for working with human languages.\n\n\n\n\nNLTK\n - A leading platform for building Python programs to work with human language data.\n\n\njieba\n - Chinese Words Segmentation Utilities.\n\n\nlangid.py\n - Stand-alone language identification system.\n\n\nPattern\n - A web mining module for the Python.\n\n\nSnowNLP\n - A library for processing Chinese text.\n\n\nTextBlob\n - Providing a consistent API for diving into common NLP tasks.\n\n\n\n\nDocumentation\n\n\nLibraries for generating project documentation.\n\n\n\n\nSphinx\n - Python Documentation generator.\n\n\nawesome-sphinxdoc\n\n\n\n\n\n\nMkDocs\n - Markdown friendly documentation generator.\n\n\npdoc\n - Epydoc replacement to auto generate API documentation for Python libraries.\n\n\nPycco\n - The literate-programming-style documentation generator.\n\n\n\n\nConfiguration\n\n\nLibraries for storing and parsing configuration options.\n\n\n\n\nconfig\n - Hierarchical config from the author of \nlogging\n.\n\n\nConfigObj\n - INI file parser with validation.\n\n\nConfigParser\n - (Python standard library) INI file parser.\n\n\nprofig\n - Config from multiple formats with value conversion.\n\n\npython-decouple\n - Strict separation of settings from code.\n\n\n\n\nCommand-line Tools\n\n\nLibraries for building command-line application.\n\n\n\n\nCommand-line Application Development\n\n\ncement\n - CLI Application Framework for Python.\n\n\nclick\n - A package for creating beautiful command line interfaces in a composable way.\n\n\ncliff\n - A framework for creating command-line programs with multi-level commands.\n\n\nClime\n \u2013 Converting any module into a multi-command CLI app without any configuration.\n\n\nclint\n - Python Command-line Application Tools.\n\n\ncolorama\n - Cross-platform colored terminal text.\n\n\ndocopt\n - Pythonic command line arguments parser.\n\n\nGooey\n - Turn command line programs into a full GUI application with one line\n\n\npyCLI\n - Command-line applications supporting standard command line parsing, logging, unit and functional testing.\n\n\npython-prompt-toolkit\n - A Library for building powerful interactive command lines.\n\n\n\n\n\n\nProductivity Tools\n\n\naws-cli\n - A universal command-line interface for Amazon Web Services.\n\n\nbashplotlib\n - Making basic plots in the terminal.\n\n\ncaniusepython3\n - Determine what projects are blocking you from porting to Python 3.\n\n\ncookiecutter\n - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.\n\n\ndoitlive\n - A tool for live presentations in the terminal.\n\n\nhttpie\n - A command line HTTP client, a user-friendly cURL replacement.\n\n\nPathPicker\n - Select files out of bash output.\n\n\npercol\n - Adds flavor of interactive selection to the traditional pipe concept on UNIX.\n\n\nthefuck\n - Correcting your previous console command.\n\n\n\n\n\n\n\n\nDownloader\n\n\nLibraries for downloading.\n\n\n\n\ncoursera\n - Script for downloading Coursera.org videos and naming them.\n\n\ns3cmd\n - A command line tool for managing Amazon S3 and CloudFront.\n\n\ns4cmd\n - Super S3 command line tool, good for higher performance.\n\n\nsubliminal\n - Library and command line tool to search and download subtitles.\n\n\nWikiTeam\n - Tools for downloading and preserving wikis.\n\n\nyou-get\n - A YouTube/Youku/Niconico video downloader written in Python 3.\n\n\nyoutube-dl\n - A small command-line program to download videos from YouTube.\n\n\n\n\nImagery\n\n\nLibraries for manipulating images.\n\n\n\n\npillow\n - Pillow is the friendly \nPIL\n fork.\n\n\nhmap\n - Image histogram remapping.\n\n\nimgSeek\n - A project for searching a collection of images using visual similarity.\n\n\nnude.py\n - Nudity detection.\n\n\npyBarcode\n - Create barcodes in Python without needing PIL.\n\n\npygram\n - Instagram-like image filters.\n\n\npython-qrcode\n - A pure Python QR Code generator.\n\n\nQuads\n - Computer art based on quadtrees.\n\n\nscikit-image\n - A Python library for (scientific) image processing.\n\n\nthumbor\n - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.\n\n\nwand\n - Python bindings for \nMagickWand\n, C API for ImageMagick.\n\n\n\n\nOCR\n\n\nLibraries for Optical Character Recognition.\n\n\n\n\npyocr\n - A wrapper for Tesseract and Cuneiform.\n\n\npytesseract\n - Another wrapper for Google Tesseract OCR.\n\n\npython-tesseract\n - A wrapper class for \nGoogle Tesseract OCR\n.\n\n\n\n\nAudio\n\n\nLibraries for manipulating audio.\n\n\n\n\naudiolazy\n - Expressive Digital Signal Processing (DSP) package for Python.\n\n\naudioread\n - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.\n\n\nbeets\n - A music library manager and \nMusicBrainz\n tagger.\n\n\ndejavu\n - Audio fingerprinting and recognition.\n\n\ndjango-elastic-transcoder\n - Django + \nAmazon Elastic Transcoder\n.\n\n\neyeD3\n - A tool for working with audio files, specifically MP3 files containing ID3 metadata.\n\n\nid3reader\n - A Python module for reading MP3 meta data.\n\n\nm3u8\n - A module for parsing m3u8 file.\n\n\nmutagen\n - A Python module to handle audio metadata.\n\n\npydub\n - Manipulate audio with a simple and easy high level interface.\n\n\npyechonest\n - Python client for the \nEcho Nest\n API.\n\n\ntalkbox\n - A Python library for speech/signal processing.\n\n\nTimeSide\n - Open web audio processing framework.\n\n\ntinytag\n - A library for reading music meta data of MP3, OGG, FLAC and Wave files.\n\n\nmingus\n - An advanced music theory and notation package with MIDI file and playback support.\n\n\n\n\nVideo\n\n\nLibraries for manipulating video and GIFs.\n\n\n\n\nmoviepy\n - A module for script-based movie editing with many formats, including animated GIFs.\n\n\nscikit-video\n - Video processing routines for SciPy.\n\n\nshorten.tv\n - Video summarization.\n\n\n\n\nGeolocation\n\n\nLibraries for geocoding addresses and working with latitudes and longitudes.\n\n\n\n\nGeoDjango\n - A world-class geographic web framework.\n\n\nGeoIP\n - Python API for MaxMind GeoIP Legacy Database.\n\n\ngeojson\n - Python bindings and utilities for GeoJSON.\n\n\ngeopy\n - Python Geocoding Toolbox.\n\n\npygeoip\n - Pure Python GeoIP API.\n\n\ndjango-countries\n - A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.\n\n\n\n\nHTTP\n\n\nLibraries for working with HTTP.\n\n\n\n\nrequests\n - HTTP Requests for Humans\u2122.\n\n\ngrequests\n - requests + gevent for asynchronous HTTP requests.\n\n\nhttplib2\n - Comprehensive HTTP client library.\n\n\ntreq\n - Python requests like API built on top of Twisted's HTTP client.\n\n\nurllib3\n - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.\n\n\n\n\nDatabase\n\n\nDatabases implemented in Python.\n\n\n\n\npickleDB\n - A simple and lightweight key-value store for Python.\n\n\nPipelineDB\n - The Streaming SQL Database.\n\n\nTinyDB\n - A tiny, document-oriented database.\n\n\nZODB\n - A native object database for Python. A key-value and object graph database.\n\n\n\n\nDatabase Drivers\n\n\nLibraries for connecting and operating databases.\n\n\n\n\nRelational Databases\n\n\napsw\n - Another Python SQLite wrapper.\n\n\ndataset\n - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.\n\n\nmysql-connector-python\n - A pure Python MySQL driver from Oracle.\n\n\nmysql-python\n - The MySQL database connector for Python.\n\n\nmysqlclient\n - mysql-python fork supporting Python 3.\n\n\noursql\n - A better MySQL connector with support for native prepared statements and BLOBs.\n\n\npsycopg2\n - The most popular PostgreSQL adapter for Python.\n\n\nPyMySQL\n - Pure Python MySQL driver compatible to mysql-python.\n\n\nqueries\n - A wrapper of the psycopg2 library for interacting with PostgreSQL.\n\n\ntxpostgres\n - Twisted based asynchronous driver for PostgreSQL.\n\n\npython-sql\n - Write SQL queries pythonically.\n\n\n\n\n\n\nNoSQL Databases\n\n\ncassandra-python-driver\n - Python driver for Cassandra.\n\n\nHappyBase\n - A developer-friendly library for Apache HBase.\n\n\nPlyvel\n - A fast and feature-rich Python interface to LevelDB.\n\n\npy2neo\n - Python wrapper client for Neo4j's restful interface.\n\n\npycassa\n - Python Thrift driver for Cassandra.\n\n\nPyMongo\n - The official Python client for MongoDB.\n\n\nredis-py\n - The Redis Python Client.\n\n\ntelephus\n - Twisted based client for Cassandra.\n\n\ntxRedis\n - Twisted based client for Redis.\n\n\n\n\n\n\n\n\nORM\n\n\nLibraries that implement Object-Relational Mapping or data mapping techniques.\n\n\n\n\nRelational Databases\n\n\nDjango Models\n - A part of Django.\n\n\nSQLAlchemy\n - The Python SQL Toolkit and Object Relational Mapper.\n\n\nawesome-sqlalchemy\n\n\n\n\n\n\npeewee\n - A small, expressive ORM.\n\n\nPonyORM\n - ORM that provides a generator-oriented interface to SQL.\n\n\n\n\n\n\nNoSQL Databases\n\n\ndjango-mongodb-engine\n - Django MongoDB Backend.\n\n\nPynamoDB\n - A Pythonic interface for \nAmazon DynamoDB\n.\n\n\nflywheel\n - Object mapper for Amazon DynamoDB.\n\n\nMongoEngine\n - A Python Object-Document-Mapper for working with MongoDB.\n\n\nhot-redis\n - Rich Python data types for Redis.\n\n\nredisco\n - A Python Library for Simple Models and Containers Persisted in Redis.\n\n\n\n\n\n\nOthers\n\n\nbutterdb\n - A Python ORM for Google Drive Spreadsheets.\n\n\n\n\n\n\n\n\nWeb Frameworks\n\n\nFull stack web frameworks.\n\n\n\n\nDjango\n - The most popular web framework in Python.\n\n\nawesome-django\n\n\n\n\n\n\nFlask\n - A microframework for Python.\n\n\nawesome-flask\n\n\n\n\n\n\nPyramid\n - A small, fast, down-to-earth, open source Python web framework.\n\n\nawesome-pyramid\n\n\n\n\n\n\nBluebream\n - An open-source web application server, framework and library, formerly known as Zope 3.\n\n\nBottle\n - A fast, simple and lightweight WSGI micro web-framework.\n\n\nCherryPy\n - A Minimalist Python Web Framework, HTTP/1.1-compliant and WSGI thread-pooled.\n\n\nGrok\n - A framework built on the existing Zope 3 libraries.\n\n\nguava\n - A lightweight and high performance web framework for Python written in C.\n\n\nTurboGears\n - The Web Framework that starts as a microframework and scales up to a full stack solution.\n\n\nweb.py\n - A web framework for Python that is as simple as it is powerful.\n\n\nweb2py\n - A full stack web framework and platform focused in the ease of use.\n\n\n\n\nPermissions\n\n\nLibraries that allow or deny users access to data or functionality.\n\n\n\n\nCarteblanche\n - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.\n\n\ndjango-guardian\n - Implementation of per object permissions for Django 1.2+\n\n\ndjango-rules\n - A tiny but powerful app providing object-level permissions to Django, without requiring a database.\n\n\n\n\nCMS\n\n\nContent Management Systems.\n\n\n\n\ndjango-cms\n - An Open source enterprise CMS based on the Django.\n\n\ndjedi-cms\n - A lightweight but yet powerful Django CMS with plugins, inline editing and performance in mind.\n\n\nFeinCMS\n - One of the most advanced Content Management Systems built on Django.\n\n\nKotte\n - A high-level, Pythonic web application framework built on Pyramid.\n\n\nMezzanine\n - A powerful, consistent, and flexible content management platform.\n\n\nOpps\n - A Django-based CMS for magazines, newspapers websites and portals with high-traffic.\n\n\nPlone\n - A CMS built on top of the open source application server Zope.\n\n\nQuokka\n - Flexible, extensible, small CMS powered by Flask and MongoDB.\n\n\nWagtail\n - A Django content management system.\n\n\nWidgy\n - Last CMS framework, based on Django.\n\n\n\n\nE-commerce\n\n\nFrameworks and libraries for e-commerce and payments.\n\n\n\n\ndjango-oscar\n - An open-source e-commerce framework for Django.\n\n\ndjango-shop\n - A Django based shop system.\n\n\nCartridge\n - A shopping cart app built using the Mezzanine.\n\n\nshoop\n - An open source E-Commerce platform based on Django.\n\n\nalipay\n - Unofficial Alipay API for Python.\n\n\nmerchant\n - A Django app to accept payments from various payment processors.\n\n\nmoney\n - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution.\n\n\npython-currencies\n - Display money format and its filthy currencies.\n\n\n\n\nRESTful API\n\n\nLibraries for developing RESTful APIs.\n\n\n\n\nDjango\n\n\ndjango-rest-framework\n - A powerful and flexible toolkit to build web APIs.\n\n\ndjango-tastypie\n - Creating delicious APIs for Django apps.\n\n\ndjango-formapi\n - Create JSON APIs with Django's form validation.\n\n\n\n\n\n\nFlask\n\n\nflask-api\n - Browsable Web APIs for Flask.\n\n\nflask-restful\n - Quickly building REST APIs for Flask.\n\n\nflask-restless\n - Generating RESTful APIs for database models defined with SQLAlchemy.\n\n\nflask-api-utils\n - Taking care of API representation and authentication for Flask.\n\n\neve\n - REST API framework powered by Flask, MongoDB and good intentions.\n\n\n\n\n\n\nPyramid\n\n\ncornice\n - A REST framework for Pyramid.\n\n\n\n\n\n\nFramework agnostic\n\n\nfalcon\n - A high-performance framework for building cloud APIs and web app backends.\n\n\nsandman\n - Automated REST APIs for existing database-driven systems.\n\n\nrestless\n - Framework agnostic REST framework based on lessons learned from Tastypie.\n\n\nripozo\n - Quickly creating REST/HATEOAS/Hypermedia APIs.\n\n\n\n\n\n\n\n\nAuthentication\n\n\nLibraries for implementing authentications schemes.\n\n\n\n\nOAuth\n\n\nAuthomatic\n - Simple but powerful framework agnostic authentication/authorization client.\n\n\ndjango-allauth\n - Authentication app for Django that \"just works.\"\n\n\ndjango-oauth-toolkit\n - OAuth2 goodies for the Djangonauts.\n\n\ndjango-oauth2-provider\n - Providing OAuth2 access to Django app.\n\n\nFlask-OAuthlib\n - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.\n\n\nOAuthLib\n - A generic and thorough implementation of the OAuth request-signing logic.\n\n\npython-oauth2\n - A fully tested, abstract interface to creating OAuth clients and servers.\n\n\npython-social-auth\n - An easy-to-setup social authentication mechanism.\n\n\nrauth\n - A Python library for OAuth 1.0/a, 2.0, and Ofly.\n\n\nsanction\n - A dead simple OAuth2 client implementation.\n\n\n\n\n\n\nOthers\n\n\njose\n - JavaScript Object Signing and Encryption draft implementation.\n\n\nPyJWT\n - Implementation of the JSON Web Token draft 01.\n\n\npython-jws\n - Implementation of JSON Web Signatures draft 02.\n\n\npython-jwt\n - Module for generating and verifying JSON Web Tokens.\n\n\n\n\n\n\n\n\nTemplate Engine\n\n\nLibraries and tools for templating and lexing.\n\n\n\n\nJinja2\n - A modern and designer friendly templating language.\n\n\nChameleon\n - An HTML/XML template engine. Modeled after ZPT, optimized for speed.\n\n\nGenshi\n - Python templating toolkit for generation of web-aware output.\n\n\nMako\n - Hyperfast and lightweight templating for the Python platform.\n\n\nSpitfire\n - A very fast Python template compiler.\n\n\n\n\nQueue\n\n\nLibraries for working with event and task queues.\n\n\n\n\ncelery\n - An asynchronous task queue/job queue based on distributed message passing.\n\n\nhuey\n - Little multi-threaded task queue.\n\n\nmrq\n - Mr. Queue - A distributed worker task queue in Python using Redis \n gevent.\n\n\nrq\n - Simple job queues for Python.\n\n\nsimpleq\n - A simple, infinitely scalable, Amazon SQS based queue.\n\n\n\n\nSearch\n\n\nLibraries and software for indexing and performing search queries on data.\n\n\n\n\ndjango-haystack\n - Modular search for Django.\n\n\nelasticsearch-py\n - The official low-level Python client for \nElasticsearch\n.\n\n\nelasticsearch-dsl-py\n - The official high-level Python client for Elasticsearch.\n\n\nsolrpy\n - A Python client for \nsolr\n.\n\n\nWhoosh\n - A fast, pure Python search engine library.\n\n\n\n\nNews Feed\n\n\nLibraries for building user's activities.\n\n\n\n\ndjango-activity-stream\n - Generate generic activity streams from the actions on your site.\n\n\nFeedly\n - A library to build newsfeed and notification systems using Cassandra and Redis.\n\n\n\n\nAsset Management\n\n\nTools for managing, compressing and minifying website assets.\n\n\n\n\ndjango-compressor\n - Compresses linked and inline JavaScript or CSS into a single cached file.\n\n\ndjango-storages\n - A collection of custom storage back ends for Django.\n\n\nfanstatic\n - Packages, optimizes, and serves static file dependencies as Python packages.\n\n\nFile Conveyor\n - A daemon to detect and sync files to CDNs, S3 and FTP.\n\n\nFlask-Assets\n - Helps you integrate webassets into your Flask app.\n\n\nglue\n - Glue is a simple command line tool to generate CSS sprites.\n\n\njinja-assets-compressor\n - A Jinja extension to compile and compress your assets.\n\n\nwebassets\n - Bundles, optimizes, and manages unique cache-busting URLs for static resources.\n\n\n\n\nCaching\n\n\nLibraries for caching data.\n\n\n\n\nBeaker\n - A library for caching and sessions for use with web applications and stand-alone Python scripts and applications.\n\n\ndjango-cache-machine\n - Automatic caching and invalidation for Django models.\n\n\ndjango-cacheops\n - A slick ORM cache with automatic granular event-driven invalidation.\n\n\ndjango-viewlet\n - Render template parts with extended cache control.\n\n\ndogpile.cache\n - dogpile.cache is next generation replacement for Beaker made by same authors.\n\n\nHermesCache\n - Python caching library with tag-based invalidation and dogpile effect prevention.\n\n\njohnny-cache\n - A caching framework for django applications.\n\n\npylibmc\n - A Python wrapper around the \nlibmemcached\n interface.\n\n\n\n\nEmail\n\n\nLibraries for sending and parsing email.\n\n\n\n\ndjango-celery-ses\n - Django email back end with AWS SES and Celery.\n\n\nenvelopes\n - Mailing for human beings.\n\n\nflanker\n - A email address and Mime parsing library.\n\n\nimbox\n - Python IMAP for Humans.\n\n\ninbox.py\n - Python SMTP Server for Humans.\n\n\ninbox\n - The open source email toolkit.\n\n\nlamson\n - Pythonic SMTP Application Server.\n\n\nmailjet\n - Mailjet API implementation for batch mailing, statistics and more.\n\n\nmarrow.mailer\n - High-performance extensible mail delivery framework.\n\n\nmodoboa\n - A mail hosting and management platform including a modern and simplified Web UI.\n\n\npyzmail\n - Compose, send and parse emails.\n\n\nTalon\n - Mailgun library to extract message quotations and signatures.\n\n\n\n\nInternationalization\n\n\nLibraries for working with i18n.\n\n\n\n\nBabel\n - An internationalization library for Python.\n\n\nKorean\n - A library for \nKorean\n morphology.\n\n\n\n\nURL Manipulation\n\n\nLibraries for parsing URLs.\n\n\n\n\nfurl\n - A small Python library that makes manipulating URLs simple.\n\n\npurl\n - A simple, immutable URL class with a clean API for interrogation and manipulation.\n\n\npyshorteners\n - A pure Python URL shortening lib.\n\n\nshort_url\n - Python implementation for generating Tiny URL and bit.ly-like URLs.\n\n\nwebargs\n - A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, and Pyramid.\n\n\n\n\nHTML Manipulation\n\n\nLibraries for working with HTML and XML.\n\n\n\n\nBeautifulSoup\n - Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.\n\n\nbleach\n - A whitelist-based HTML sanitization and text linkification library.\n\n\ncssutils\n - A CSS library for Python.\n\n\nhtml5lib\n - A standards-compliant library for parsing and serializing HTML documents and fragments.\n\n\nlxml\n - A very fast, easy-to-use and versatile library for handling HTML and XML.\n\n\nMarkupSafe\n - Implements a XML/HTML/XHTML Markup safe string for Python.\n\n\npyquery\n - A jQuery-like library for parsing HTML.\n\n\nuntangle\n - Converts XML documents to Python objects for easy access.\n\n\nxhtml2pdf\n - HTML/CSS to PDF converter.\n\n\nxmltodict\n - Working with XML feel like you are working with JSON.\n\n\n\n\nWeb Crawling\n\n\nLibraries for scraping websites.\n\n\n\n\nScrapy\n - A fast high-level screen scraping and web crawling framework.\n\n\ncola\n - A distributed crawling framework.\n\n\nDemiurge\n - PyQuery-based scraping micro-framework.\n\n\nfeedparser\n - Universal feed parser.\n\n\nGrab\n - Site scraping framework.\n\n\nMechanicalSoup\n - A Python library for automating interaction with websites.\n\n\nportia\n - Visual scraping for Scrapy.\n\n\npyspider\n - A powerful spider system.\n\n\nRoboBrowser\n - A simple, Pythonic library for browsing the web without a standalone web browser.\n\n\n\n\nWeb Content Extracting\n\n\nLibraries for extracting web contents.\n\n\n\n\nHaul\n - An Extensible Image Crawler.\n\n\nhtml2text\n - Convert HTML to Markdown-formatted text.\n\n\nlassie\n - Web Content Retrieval for Humans.\n\n\nmicawber\n - A small library for extracting rich content from URLs.\n\n\nnewspaper\n - News extraction, article extraction and content curation in Python.\n\n\nopengraph\n - A Python module to parse the Open Graph Protocol\n\n\npython-goose\n - HTML Content/Article Extractor.\n\n\npython-readability\n - Fast Python port of arc90's readability tool.\n\n\nsanitize\n - Bringing sanity to world of messed-up data.\n\n\nsumy\n - A module for automatic summarization of text documents and HTML pages.\n\n\ntextract\n - Extract text from any document, Word, PowerPoint, PDFs, etc.\n\n\n\n\nForms\n\n\nLibraries for working with forms.\n\n\n\n\nDeform\n - Python HTML form generation library influenced by the formish form generation library.\n\n\ndjango-bootstrap3\n - Bootstrap 3 integration with Django.\n\n\ndjango-crispy-forms\n - A Django app which lets you create beautiful forms in a very elegant and DRY way.\n\n\ndjango-remote-forms\n - A platform independent Django form serializer.\n\n\nWTForms-JSON\n - A WTForms extension for JSON data handling.\n\n\nWTForms\n - A flexible forms validation and rendering library.\n\n\n\n\nData Validation\n\n\nLibraries for validating data. Used for forms in many cases.\n\n\n\n\nCerberus\n - A mappings-validator with a variety of rules, normalization-features and simple customization that uses a pythonic schema-definition.\n\n\ncolander\n - A system for validating and deserializing data obtained via XML, JSON, an HTML form post or any other equally simple data serialization.\n\n\nkmatch\n - A language for matching/validating/filtering Python dictionaries.\n\n\nschema\n - A library for validating Python data structures.\n\n\nSchematics\n - Data Structure Validation.\n\n\nvalideer\n - Lightweight extensible data validation and adaptation library.\n\n\nvoluptuous\n - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc.\n\n\n\n\nAnti-spam\n\n\nLibraries for fighting spam.\n\n\n\n\ndjango-simple-captcha\n - A simple and highly customizable Django app to add captcha images to any Django form.\n\n\ndjango-simple-spam-blocker\n - Simple spam blocker for Django.\n\n\n\n\nTagging\n\n\nLibraries for tagging items.\n\n\n\n\ndjango-taggit\n - Simple tagging for Django.\n\n\n\n\nAdmin Panels\n\n\nLibraries for administrative interfaces.\n\n\n\n\nAjenti\n - The admin panel your servers deserve.\n\n\ndjango-suit\n - Alternative Django Admin-Interface (free only for Non-commercial use).\n\n\ndjango-xadmin\n - Drop-in replacement of Django admin comes with lots of goodies.\n\n\nflask-admin\n - Simple and extensible administrative interface framework for Flask.\n\n\nflower\n - Real-time monitor and web admin for Celery.\n\n\nGrappelli\n \u2013 A jazzy skin for the Django Admin-Interface.\n\n\nWooey\n - A Django app which creates automatic web UIs for Python scripts.\n\n\n\n\nStatic Site Generator\n\n\nStatic site generator is a software that takes some text + templates as input and produces HTML files on the output.\n\n\n\n\nPelican\n - Uses Markdown or ReST for content and Jinja 2 for themes. Supports DVCS, Disqus. AGPL.\n\n\nCactus\n \u2013 Static site generator for designers.\n\n\nHyde\n - Jinja2-based static web site generator.\n\n\nNikola\n - A static website and blog generator.\n\n\nTinkerer\n - Tinkerer is a blogging engine/.static website generator powered by Sphinx.\n\n\n\n\nProcesses\n\n\nLibraries for starting and communicating with OS processes.\n\n\n\n\nenvoy\n - Python \nsubprocess\n for Humans\u2122.\n\n\nsarge\n - Yet another wrapper for subprocess.\n\n\nsh\n - A full-fledged subprocess replacement for Python.\n\n\n\n\nConcurrency and Parallelism\n\n\nLibraries for concurrent and parallel execution.\n\n\n\n\nmultiprocessing\n - (Python standard library) Process-based \"threading\" interface.\n\n\nthreading\n - (Python standard library) Higher-level threading interface.\n\n\neventlet\n - Asynchronous framework with WSGI support.\n\n\ngevent\n - A coroutine-based Python networking library that uses \ngreenlet\n.\n\n\nTomorrow\n - Magic decorator syntax for asynchronous code.\n\n\n\n\nNetworking\n\n\nLibraries for networking programming.\n\n\n\n\nasyncio\n - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.\n\n\nTornado\n - A Web framework and asynchronous networking library.\n\n\nTwisted\n - An event-driven networking engine.\n\n\npulsar\n - Event-driven concurrent framework for Python.\n\n\ndiesel\n - Greenlet-based event I/O Framework for Python.\n\n\npyzmq\n - A Python wrapper for the ZeroMQ message library.\n\n\ntxZMQ\n - Twisted based wrapper for the ZeroMQ message library.\n\n\n\n\nWebSocket\n\n\nLibraries for working with WebSocket.\n\n\n\n\nAutobahnPython\n - WebSocket \n WAMP for Python on Twisted and \nasyncio\n.\n\n\nCrossbar\n - Open-source Unified Application Router (Websocket \n WAMP for Python on Autobahn).\n\n\ndjango-socketio\n - WebSockets for Django.\n\n\nWebSocket-for-Python\n - WebSocket client and server library for Python 2 and 3 as well as PyPy.\n\n\n\n\nWSGI Servers\n\n\nWSGI-compatible web servers.\n\n\n\n\ngunicorn\n - Pre-forked, partly written in C.\n\n\nuwsgi\n - A project aims at developing a full stack for building hosting services, written in C.\n\n\nbjoern\n - Asynchronous, very fast and written in C.\n\n\nfapws3\n - Asynchronous (network side only), written in C.\n\n\nmeinheld\n - Asynchronous, partly written in C.\n\n\nnetius\n - Asynchronous, very fast.\n\n\npaste\n - Multi-threaded, stable, tried and tested.\n\n\nrocket\n - Multi-threaded.\n\n\nwaitress\n - Multi-threaded, poweres Pyramid.\n\n\nWerkzeug\n - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.\n\n\n\n\nRPC Servers\n\n\nRPC-compatible servers.\n\n\n\n\nSimpleJSONRPCServer\n - This library is an implementation of the JSON-RPC specification.\n\n\nSimpleXMLRPCServer\n - (Python standard library) Simple XML-RPC server implementation, single-threaded.\n\n\nzeroRPC\n - zerorpc is a flexible RPC implementation based on \nZeroMQ\n and \nMessagePack\n.\n\n\n\n\nCryptography\n\n\n\n\ncryptography\n - A package designed to expose cryptographic primitives and recipes to Python developers.\n\n\nhashids\n - Implementation of \nhashids\n in Python.\n\n\nParamiko\n - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.\n\n\nPasslib\n - Secure password storage/hashing library, very high level.\n\n\nPyCrypto\n - The Python Cryptography Toolkit.\n\n\nPyNacl\n - Python binding to the Networking and Cryptography (NaCl) library.\n\n\n\n\nGUI\n\n\nLibraries for working with graphical user interface applications.\n\n\n\n\ncurses\n - Built-in wrapper for \nncurses\n used to create terminal GUI applications.\n\n\nenaml\n - Creating beautiful user-interfaces with Declaratic Syntax like QML.\n\n\nkivy\n - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.\n\n\npyglet\n - A cross-platform windowing and multimedia library for Python.\n\n\nPyQt\n - Python bindings for the \nQt\n cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.\n\n\nPySide\n - Python bindings for the \nQt\n cross-platform application and UI framework, supporting the Qt v4 framework.\n\n\nTkinter\n - Tkinter is Python's de-facto standard GUI package.\n\n\nToga\n - A Python native, OS native GUI toolkit.\n\n\nurwid\n - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.\n\n\nwxPython\n - A blending of the wxWidgets C++ class library with the Python.\n\n\nPyGObject\n - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3)\n\n\nFlexx\n - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.\n\n\n\n\nGame Development\n\n\nAwesome game development libraries.\n\n\n\n\nCocos2d\n - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications. It is based on pyglet.\n\n\nPanda3D\n - 3D game engine developed by Disney and maintained by Carnegie Mellon's Entertainment Technology Center. Written in C++, completely wrapped in Python.\n\n\nPygame\n - Pygame is a set of Python modules designed for writing games.\n\n\nPyOgre\n - Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.\n\n\nPyOpenGL\n - Python ctypes bindings for OpenGL and it's related APIs.\n\n\nPySDL2\n - A ctypes based wrapper for the SDL2 library.\n\n\nPySFML\n - Python bindings for \nSFML\n\n\nRenPy\n - A Visual Novel engine.\n\n\n\n\nLogging\n\n\nLibraries for generating and working with logs.\n\n\n\n\nlogging\n - (Python standard library) Logging facility for Python.\n\n\nlogbook\n - Logging replacement for Python.\n\n\nEliot\n - Logging for complex \n distributed systems.\n\n\nRaven\n - The Python client for Sentry.\n\n\nSentry\n - A realtime logging and aggregation server.\n\n\n\n\nTesting\n\n\nLibraries for testing codebases and generating test data.\n\n\n\n\nTesting Frameworks\n\n\nunittest\n - (Python standard library) Unit testing framework.\n\n\nnose\n - nose extends unittest.\n\n\ncontexts\n - A BDD framework for Python 3.3+. Inspired by C#'s \nMachine.Specifications\n.\n\n\nhypothesis\n - Hypothesis is an advanced Quickcheck style property based testing library.\n\n\nmamba\n - The definitive testing tool for Python. Born under the banner of BDD.\n\n\nPyAutoGUI\n - PyAutoGUI is a cross-platform GUI automation Python module for human beings.\n\n\npyshould\n - Should style asserts based on \nPyHamcrest\n.\n\n\npytest\n - A mature full-featured Python testing tool.\n\n\npyvows\n - BDD style testing for Python. Inspired by \nVows.js\n.\n\n\nRobot Framework\n - A generic test automation framework.\n\n\n\n\n\n\nWeb Testing\n\n\nSelenium\n - Python bindings for \nSelenium\n WebDriver.\n\n\nlocust\n - Scalable user load testing tool written in Python.\n\n\nsixpack\n - A language-agnostic A/B Testing framework.\n\n\nsplinter\n - Open source tool for testing web applications.\n\n\n\n\n\n\nMock\n\n\nmock\n - (Python standard library) A mocking and patching library.\n\n\ndoublex\n - Powerful test doubles framework for Python.\n\n\nfreezegun\n - Travel through time by mocking the datetime module.\n\n\nhttmock\n - A mocking library for requests for Python 2.6+ and 3.2+.\n\n\nhttpretty\n - HTTP request mock tool for Python.\n\n\nresponses\n - A utility library for mocking out the requests Python library.\n\n\nVCR.py\n - Record and replay HTTP interactions on your tests.\n\n\n\n\n\n\nObject Factories\n\n\nfactory_boy\n - A test fixtures replacement for Python.\n\n\nmixer\n - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.\n\n\nmodel_mommy\n - Creating random fixtures for testing in Django.\n\n\n\n\n\n\nCode Coverage\n\n\ncoverage\n - Code coverage measurement.\n\n\n\n\n\n\nFake Data\n\n\nfaker\n - A Python package that generates fake data.\n\n\nfake2db\n - Fake database generator.\n\n\nradar\n - Generate random datetime / time.\n\n\n\n\n\n\nError Handler\n\n\nFuckIt.py\n - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.\n\n\n\n\n\n\n\n\nCode Analysis and Linter\n\n\nLibraries and tools for analysing, parsing and manipulation codebases.\n\n\n\n\nCode Analysis\n\n\ncode2flow\n - Turn your Python and JavaScript code into DOT flowcharts.\n\n\npycallgraph\n - A library that visualises the flow (call graph) of your Python application.\n\n\npysonar2\n - A type inferencer and indexer for Python.\n\n\n\n\n\n\nLinter\n\n\nFlake8\n - The modular source code checker: pep8, pyflakes and co.\n\n\nPylint\n - A source code analyzer.\n\n\npylama\n - Code audit tool for Python and JavaScript.\n\n\n\n\n\n\n\n\nDebugging Tools\n\n\nLibraries for debugging code.\n\n\n\n\nDebugger\n\n\nipdb\n - IPython-enabled \npdb\n.\n\n\npudb\n \u2013 A full-screen, console-based Python debugger.\n\n\npyringe\n - Debugger capable of attaching to and injecting code into Python processes.\n\n\nwdb\n - An improbable web debugger through WebSockets.\n\n\nwinpdb\n - A Python Debugger with GUI, capable of remote debugging based on \nrpdb2\n.\n\n\ndjango-debug-toolbar\n - Display various debug information for Django.\n\n\ndjango-devserver\n - A drop-in replacement for Django's runserver.\n\n\nflask-debugtoolbar\n - A port of the django-debug-toolbar to flask.\n\n\n\n\n\n\nProfiler\n\n\nline_profiler\n - Line-by-line profiling.\n\n\nmemory_profiler\n - Monitor Memory usage of Python code.\n\n\nprofiling\n - An interactive Python profiler.\n\n\n\n\n\n\nOthers\n\n\npyelftools\n - Parsing and analyzing ELF files and DWARF debugging information.\n\n\npython-statsd\n - Python Client for the \nstatsd\n server.\n\n\n\n\n\n\n\n\nScience and Data Analysis\n\n\nLibraries for scientific computing and data analyzing.\n\n\n\n\nastropy\n - A community Python library for Astronomy.\n\n\nbcbio-nextgen\n - A toolkit providing best-practice pipelines for fully automated high throughput sequencing analysis.\n\n\nbccb\n - Collection of useful code related to biological analysis.\n\n\nBiopython\n - Biopython is a set of freely available tools for biological computation.\n\n\nblaze\n - NumPy and Pandas interface to Big Data.\n\n\ncclib\n - A library for parsing and interpreting the results of computational chemistry packages.\n\n\nNetworkX\n - A high-productivity software for complex networks.\n\n\nNumba\n - Python JIT (just in time) complier to LLVM aimed at scientific Python by the developers of Cython and NumPy.\n\n\nNumPy\n - A fundamental package for scientific computing with Python.\n\n\nOpen Babel\n - A chemical toolbox designed to speak the many languages of chemical data.\n\n\nOpen Mining\n - Business Intelligence (BI) in Python (Pandas web interface)\n\n\norange\n - Data mining, data visualization, analysis and machine learning through visual programming or Python scripting.\n\n\nPandas\n - A library providing high-performance, easy-to-use data structures and data analysis tools.\n\n\nPyDy\n - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion based around NumPy, SciPy, IPython, and matplotlib.\n\n\nPyMC\n - Markov Chain Monte Carlo sampling toolkit.\n\n\nRDKit\n - Cheminformatics and Machine Learning Software.\n\n\nSciPy\n - A Python-based ecosystem of open-source software for mathematics, science, and engineering.\n\n\nstatsmodels\n - Statistical modeling and econometrics in Python.\n\n\nSymPy\n - A Python library for symbolic mathematics.\n\n\nzipline\n - A Pythonic algorithmic trading library.\n\n\n\n\nData Visualization\n\n\nLibraries for visualizing data. See: \nawesome-javascript\n.\n\n\n\n\nmatplotlib\n - A Python 2D plotting library.\n\n\nbokeh\n - Interactive Web Plotting for Python.\n\n\nggplot\n - Same API as ggplot2 for R.\n\n\nplotly\n - Collaborative web plotting for Python and matplotlib.\n\n\npygal\n - A Python SVG Charts Creator.\n\n\npygraphviz\n - Python interface to \nGraphviz\n.\n\n\nPyQtGraph\n - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.\n\n\nSnakeViz\n - A browser based graphical viewer for the output of Python's cProfile module.\n\n\nvincent\n - A Python to Vega translator.\n\n\nVisPy\n - High-performance scientific visualization based on OpenGL.\n\n\n\n\nComputer Vision\n\n\nLibraries for computer vision.\n\n\n\n\nOpenCV\n - Open Source Computer Vision Library.\n\n\nSimpleCV\n - An open source framework for building computer vision applications.\n\n\n\n\nMachine Learning\n\n\nLibraries for Machine Learning. See: \nawesome-machine-learning\n.\n\n\n\n\nCrab\n - A \ufb02exible, fast recommender engine.\n\n\ngensim\n - Topic Modelling for Humans.\n\n\nhebel\n - GPU-Accelerated Deep Learning Library in Python.\n\n\nNuPIC\n - Numenta Platform for Intelligent Computing.\n\n\npattern\n - Web mining module for Python.\n\n\nPyBrain\n - Another Python Machine Learning Library.\n\n\nPylearn2\n - A Machine Learning library based on \nTheano\n.\n\n\npython-recsys\n - A Python library for implementing a Recommender System.\n\n\nscikit-learn\n - A Python module for machine learning built on top of SciPy.\n\n\nvowpal_porpoise\n - A lightweight Python wrapper for \nVowpal Wabbit\n.\n\n\n\n\nMapReduce\n\n\nFramworks and libraries for MapReduce.\n\n\n\n\ndpark\n - Python clone of Spark, a MapReduce alike framework in Python.\n\n\ndumbo\n - Python module that allows one to easily write and run Hadoop programs.\n\n\nluigi\n - A module that helps you build complex pipelines of batch jobs.\n\n\nmrjob\n - Run MapReduce jobs on Hadoop or Amazon Web Services.\n\n\nPySpark\n - The Spark Python API.\n\n\nstreamparse\n - Run Python code against real-time streams of data. Integrates with \nApache Storm\n.\n\n\n\n\nFunctional Programming\n\n\nFunctional Programming with Python.\n\n\n\n\nCyToolz\n - Cython implementation of Toolz: High performance functional utilities.\n\n\nfn.py\n - Functional programming in Python: implementation of missing features to enjoy FP.\n\n\nfuncy\n - A fancy and practical functional tools.\n\n\nToolz\n - A collection of functional utilities for iterators, functions, and dictionaries.\n\n\n\n\nThird-party APIs\n\n\nLibraries for accessing third party services APIs. See: \nList of Python API Wrappers and Libraries\n.\n\n\n\n\napache-libcloud\n - One Python library for all clouds.\n\n\nboto\n - Python interface to Amazon Web Services.\n\n\ndjango-wordpress\n - WordPress models and views for Django.\n\n\nfacebook-sdk\n - Facebook Platform Python SDK.\n\n\nfacepy\n - Facepy makes it really easy to interact with Facebook's Graph API\n\n\ngmail\n - A Pythonic interface for Gmail.\n\n\ngoogle-api-python-client\n - Google APIs Client Library for Python.\n\n\ngspread\n - Google Spreadsheets Python API.\n\n\ntwython\n - A Python wrapper for the Twitter API.\n\n\n\n\nDevOps Tools\n\n\nSoftware and libraries for DevOps.\n\n\n\n\nAnsible\n - A radically simple IT automation platform.\n\n\nSaltStack\n - Infrastructure automation and management system.\n\n\nOpenStack\n - Open source software for building private and public clouds.\n\n\nDocker Compose\n - Fast, isolated development environments using \nDocker\n.\n\n\nFabric\n - A simple, Pythonic tool for remote execution and deployment.\n\n\ncuisine\n - Chef-like functionality for Fabric.\n\n\nFabtools\n - Tools for writing awesome Fabric files.\n\n\ngitapi\n - Pure-Python API for Git.\n\n\nhgapi\n - Pure-Python API for Mercurial.\n\n\nhoncho\n - A Python clone of \nForeman\n, for managing Procfile-based applications.\n\n\npexpect\n - Controlling interactive programs in a pseudo-terminal like GNU expect.\n\n\npsutil\n - A cross-platform process and system utilities module.\n\n\nsupervisor\n - Supervisor process control system for UNIX.\n\n\n\n\nJob Scheduler\n\n\nLibraries for scheduling jobs.\n\n\n\n\nAPScheduler\n - A light but powerful in-process task scheduler that lets you schedule functions.\n\n\ndjango-schedule\n - A calendaring app for Django.\n\n\ndoit\n - A task runner and build tool.\n\n\ngunnery\n - Multipurpose task execution tool for distributed systems with web-based interface.\n\n\nJoblib\n - A set of tools to provide lightweight pipelining in Python.\n\n\nPlan\n - Writing crontab file in Python like a charm.\n\n\nschedule\n - Python job scheduling for humans.\n\n\nSpiff\n - A powerful workflow engine implemented in pure Python.\n\n\nTaskFlow\n - A Python library that helps to make task execution easy, consistent and reliable.\n\n\n\n\nForeign Function Interface\n\n\nLibraries for providing foreign function interface.\n\n\n\n\ncffi\n - Foreign Function Interface for Python calling C code.\n\n\nctypes\n - (Python standard library) Foreign Function Interface for Python calling C code.\n\n\nPyCUDA\n - A Python wrapper for Nvidia's CUDA API.\n\n\nSWIG\n - Simplified Wrapper and Interface Generator.\n\n\n\n\nHigh Performance\n\n\nLibraries for making Python faster.\n\n\n\n\nCython\n - Optimizing Static Compiler for Python. Uses type mixins to compile Python into C or C++ modules resulting in large performance gains.\n\n\nPyPy\n - An implementation of Python in Python. The interpreter uses black magic to make Python very fast without having to add in additional type information.\n\n\nPyston\n - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.\n\n\nStackless Python\n - An enhanced version of the Python.\n\n\n\n\nMicrosoft Windows\n\n\nPython programming on Microsoft Windows.\n\n\n\n\nPython(x,y)\n - Scientific-applications-oriented Python Distribution based on Qt and Spyder.\n\n\npythonlibs\n - Unofficial Windows binaries for Python extension packages.\n\n\nPythonNet\n - Python Integration with the .NET Common Language Runtime (CLR).\n\n\nPyWin32\n - Python Extensions for Windows.\n\n\nWinPython\n - Portable development environment for Windows 7/8.\n\n\n\n\nNetwork Virtualization and SDN\n\n\nTools and libraries for Virtual Networking and SDN (Software Defined Networking).\n\n\n\n\nMininet\n - A popular network emulator and API written in Python.\n\n\nPOX\n - An open source development platform for Python-based Software Defined Networking (SDN) control applications, such as OpenFlow SDN controllers.\n\n\nPyretic\n - A member of the Frenetic family of SDN programming languages that provides powerful abstractions over network switches or emulators.\n\n\nSDX Platform\n - SDN based IXP implementation that leverages Mininet, POX and Pyretic.\n\n\n\n\nHardware\n\n\nLibraries for programming with hardware.\n\n\n\n\nino\n - Command line toolkit for working with \nArduino\n.\n\n\nPyro\n - Python Robotics.\n\n\nPyUserInput\n - A module for cross-platform control of the mouse and keyboard.\n\n\nscapy\n - A brilliant packet manipulation library.\n\n\nwifi\n - A Python library and command line tool for working with WiFi on Linux.\n\n\nPingo\n - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.\n\n\n\n\nCompatibility\n\n\nLibraries for migrating from Python 2 to 3.\n\n\n\n\nPython-Future\n - The missing compatibility layer between Python 2 and Python 3.\n\n\nPython-Modernize\n - Modernizes Python code for eventual Python 3 migration.\n\n\nSix\n - Python 2 and 3 compatibility utilities.\n\n\n\n\nMiscellaneous\n\n\nUseful libraries or tools that don't fit in the categories above.\n\n\n\n\nblinker\n - A fast Python in-process signal/event dispatching system.\n\n\nitsdangerous\n - Various helpers to pass trusted data to untrusted environments.\n\n\npluginbase\n - A simple but flexible plugin system for Python.\n\n\nPychievements\n - A framework for creating and tracking achievements.\n\n\nTryton\n - A general purpose business framework.\n\n\n\n\nAlgorithms and Design Patterns\n\n\nPython implementation of algorithms and design patterns.\n\n\n\n\nalgorithms\n - A module of algorithms for Python.\n\n\npython-patterns\n - A collection of design patterns in Python.\n\n\nsortedcontainers\n - Fast, pure-Python implementation of SortedList, SortedDict, and SortedSet types.\n\n\n\n\nEditor Plugins\n\n\nPlugins for editors and IDEs.\n\n\n\n\nEmacs\n\n\nElpy\n - Emacs Python Development Environment.\n\n\n\n\n\n\nSublime Text\n\n\nSublimeJEDI\n - A Sublime Text plugin to the awesome auto-complete library Jedi.\n\n\nAnaconda\n - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.\n\n\n\n\n\n\nVim\n\n\nYouCompleteMe\n - Includes \nJedi\n-based completion engine for Python.\n\n\nJedi-vim\n - Vim bindings for the Jedi auto-completion library for Python.\n\n\nPython-mode\n - An all in one plugin for turning Vim into a Python IDE.\n\n\n\n\n\n\nVisual Studio\n\n\nPTVS\n - Python Tools for Visual Studio.\n\n\n\n\n\n\n\n\nIDEs\n\n\nPopular Python IDEs.\n\n\n\n\nPyCharm\n - Commercial Python IDE by JetBrains. Has free community edition available.\n\n\nKomodo\n - Commercial polyglot IDE with support for Python.\n\n\nLiClipse\n - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.\n\n\nSpyder\n - Open Source Python IDE.\n\n\nWingIDE\n - Commercial IDE for Python.\n\n\n\n\nServices\n\n\nOnline tools and APIs to simplify development.\n\n\nContinuous Integration\n\n\nSee: \nawesome-CIandCD\n.\n\n\n\n\nTravis CI\n - A popular CI service for your open source and \nprivate\n projects. (GitHub only)\n\n\nCircleCI\n - A CI service that can run very fast parallel testing. (GitHub only)\n\n\nVexor CI\n - A continuous integration tool for private apps with pay-per-minute billing model.\n\n\nWercker\n - A Docker-based platform for building and deploying applications and microservices.\n\n\n\n\nCode Quality\n\n\n\n\nLandscape\n - An early warning system for your Python codebase.\n\n\nQuantifiedCode\n - A data-driven, automated, continuous code review tool.\n\n\n\n\nResources\n\n\nWhere to discover new Python libraries.\n\n\nWebsites\n\n\n\n\nr/Python\n\n\nCoolGithubProjects\n\n\nDjango Packages\n\n\nFull Stack Python\n\n\nPython 3 Wall of Superpowers\n\n\nPython Hackers\n\n\nPython ZEEF\n\n\nTrending Python repositories on GitHub today\n\n\n\n\nWeekly\n\n\n\n\nImport Python Newsletter\n\n\nPycoder's Weekly\n\n\nPython Weekly\n\n\n\n\nTwitter\n\n\n\n\n@codetengu\n\n\n@getpy\n\n\n@planetpython\n\n\n@pycoders\n\n\n@pypi\n\n\n@pythontrending\n\n\n@PythonWeekly\n\n\n\n\nOther Awesome Lists\n\n\nList of lists.\n\n\n\n\nPython\n\n\npycrumbs\n\n\npython-github-projects\n\n\npython_reference\n\n\npythonidae\n\n\n\n\n\n\nMonty\n\n\nawesome\n\n\nlists\n\n\n\n\n\n\n\n\nContributing\n\n\nYour contributions are always welcome! Please take a look at the \ncontribution guidelines\n first.\n\n\nI would keep some pull requests open if I'm not sure whether the libraries are awesome, you could \nvote for them\n by leaving a comment that contains \n+1\n.", 
             "title": "Life is short, you need Python."
         }, 
         {
@@ -17,7 +17,7 @@
         }, 
         {
             "location": "/#package-management", 
-            "text": "Libraries for package and dependency management.   pip  - The Python package and dependency manager.  Python Package Index    conda  - Cross-platform, Python-agnostic binary package manager.  Curdling  - Curdling is a command line tool for managing Python packages.  wheel  - The new standard of Python distribution and are intended to replace eggs.", 
+            "text": "Libraries for package and dependency management.   pip  - The Python package and dependency manager.  Python Package Index    pip-tools  - A set of tools to keep your pinned Python dependencies fresh.  conda  - Cross-platform, Python-agnostic binary package manager.  Curdling  - Curdling is a command line tool for managing Python packages.  wheel  - The new standard of Python distribution and are intended to replace eggs.", 
             "title": "Package Management"
         }, 
         {
@@ -57,7 +57,7 @@
         }, 
         {
             "location": "/#specific-formats-processing", 
-            "text": "Libraries for parsing and manipulating specific text formats.   General  tablib  - A module for Tabular Datasets in XLS, CSV, JSON, YAML.    Office  Marmir  - Takes Python data structures and turns them into spreadsheets.  openpyxl  - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.  python-docx  - Reads, queries and modifies Microsoft Word 2007/2008 docx files.  unoconv  - Convert between any document format supported by LibreOffice/OpenOffice.  XlsxWriter  - A Python module for creating Excel .xlsx files.  xlwings  - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.  xlwt  /  xlrd  - Writing and reading data and formatting information from Excel files.    PDF  PDFMiner  - A tool for extracting information from PDF documents.  PyPDF2  - A library capable of splitting, merging and transforming PDF pages.  ReportLab  - Allowing Rapid creation of rich PDF documents.    Markdown  Mistune  - Fastest and full featured pure Python parsers of Markdown.  Python-Markdown  - A Python implementation of John Gruber\u2019s Markdown.    YAML  PyYAML  - YAML implementations for Python.    CSV  csvkit  - Utilities for converting to and working with CSV.    Archive  unp  - A command line tool that can unpack archives easily.", 
+            "text": "Libraries for parsing and manipulating specific text formats.   General  tablib  - A module for Tabular Datasets in XLS, CSV, JSON, YAML.    Office  Marmir  - Takes Python data structures and turns them into spreadsheets.  openpyxl  - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.  python-docx  - Reads, queries and modifies Microsoft Word 2007/2008 docx files.  unoconv  - Convert between any document format supported by LibreOffice/OpenOffice.  XlsxWriter  - A Python module for creating Excel .xlsx files.  xlwings  - A BSD-licensed library that makes it easy to call Python from Excel and vice versa.  xlwt  /  xlrd  - Writing and reading data and formatting information from Excel files.  relatorio  - Templating OpenDocument files.    PDF  PDFMiner  - A tool for extracting information from PDF documents.  PyPDF2  - A library capable of splitting, merging and transforming PDF pages.  ReportLab  - Allowing Rapid creation of rich PDF documents.    Markdown  Mistune  - Fastest and full featured pure Python parsers of Markdown.  Python-Markdown  - A Python implementation of John Gruber\u2019s Markdown.    YAML  PyYAML  - YAML implementations for Python.    CSV  csvkit  - Utilities for converting to and working with CSV.    Archive  unp  - A command line tool that can unpack archives easily.", 
             "title": "Specific Formats Processing"
         }, 
         {
@@ -77,7 +77,7 @@
         }, 
         {
             "location": "/#command-line-tools", 
-            "text": "Libraries for building command-line application.   Command-line Application Development  cement  - Providing a light-weight and fully featured foundation to build anything from single file scripts to complex and intricately designed applications.  click  - A package for creating beautiful command line interfaces in a composable way.  cliff  - A framework for creating command-line programs with multi-level commands.  Clime  \u2013 Clime lets you convert any module into a multi-command CLI program without any configuration.  clint  - Python Command-line Application Tools.  colorama  - Cross-platform colored terminal text.  docopt  - Pythonic command line arguments parser.  Gooey  - Turn command line programs into a full GUI application with one line  pyCLI  - Command-line applications supporting standard command line parsing, logging, unit and functional testing.  python-prompt-toolkit  - A Library for building powerful interactive command lines.    Productivity Tools  bashplotlib  - Making basic plots in the terminal. It's a quick way to visualize data without GUI.  caniusepython3  - Determine what projects are blocking you from porting to Python 3.  cookiecutter  - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.  doitlive  - A tool for live presentations in the terminal.  httpie  - A command line HTTP client, a user-friendly cURL replacement.  PathPicker  - Select files out of bash output.  percol  - Adds flavor of interactive selection to the traditional pipe concept on UNIX.  RainbowStream  - Smart and nice Twitter client on terminal.  thefuck  - Correcting your previous console command.", 
+            "text": "Libraries for building command-line application.   Command-line Application Development  cement  - CLI Application Framework for Python.  click  - A package for creating beautiful command line interfaces in a composable way.  cliff  - A framework for creating command-line programs with multi-level commands.  Clime  \u2013 Converting any module into a multi-command CLI app without any configuration.  clint  - Python Command-line Application Tools.  colorama  - Cross-platform colored terminal text.  docopt  - Pythonic command line arguments parser.  Gooey  - Turn command line programs into a full GUI application with one line  pyCLI  - Command-line applications supporting standard command line parsing, logging, unit and functional testing.  python-prompt-toolkit  - A Library for building powerful interactive command lines.    Productivity Tools  aws-cli  - A universal command-line interface for Amazon Web Services.  bashplotlib  - Making basic plots in the terminal.  caniusepython3  - Determine what projects are blocking you from porting to Python 3.  cookiecutter  - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.  doitlive  - A tool for live presentations in the terminal.  httpie  - A command line HTTP client, a user-friendly cURL replacement.  PathPicker  - Select files out of bash output.  percol  - Adds flavor of interactive selection to the traditional pipe concept on UNIX.  thefuck  - Correcting your previous console command.", 
             "title": "Command-line Tools"
         }, 
         {
@@ -97,7 +97,7 @@
         }, 
         {
             "location": "/#audio", 
-            "text": "Libraries for manipulating audio.   audiolazy  - Expressive Digital Signal Processing (DSP) package for Python.  audioread  - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.  beets  - A music library manager and  MusicBrainz  tagger.  dejavu  - Audio fingerprinting and recognition.  django-elastic-transcoder  - Django +  Amazon Elastic Transcoder .  eyeD3  - A tool for working with audio files, specifically MP3 files containing ID3 metadata.  id3reader  - A Python module for reading MP3 meta data.  m3u8  - A module for parsing m3u8 file.  mutagen  - A Python module to handle audio metadata.  pydub  - Manipulate audio with a simple and easy high level interface.  pyechonest  - Python client for the  Echo Nest  API.  talkbox  - A Python library for speech/signal processing.  TimeSide  - Open web audio processing framework.  tinytag  - A library for reading music meta data of MP3, OGG, FLAC and Wave files.", 
+            "text": "Libraries for manipulating audio.   audiolazy  - Expressive Digital Signal Processing (DSP) package for Python.  audioread  - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.  beets  - A music library manager and  MusicBrainz  tagger.  dejavu  - Audio fingerprinting and recognition.  django-elastic-transcoder  - Django +  Amazon Elastic Transcoder .  eyeD3  - A tool for working with audio files, specifically MP3 files containing ID3 metadata.  id3reader  - A Python module for reading MP3 meta data.  m3u8  - A module for parsing m3u8 file.  mutagen  - A Python module to handle audio metadata.  pydub  - Manipulate audio with a simple and easy high level interface.  pyechonest  - Python client for the  Echo Nest  API.  talkbox  - A Python library for speech/signal processing.  TimeSide  - Open web audio processing framework.  tinytag  - A library for reading music meta data of MP3, OGG, FLAC and Wave files.  mingus  - An advanced music theory and notation package with MIDI file and playback support.", 
             "title": "Audio"
         }, 
         {
@@ -122,7 +122,7 @@
         }, 
         {
             "location": "/#database-drivers", 
-            "text": "Libraries for connecting and operating databases.   Relational Databases  apsw  - Another Python SQLite wrapper.  dataset  - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.  mysql-connector-python  - A pure Python MySQL driver from Oracle.  mysql-python  - The MySQL database connector for Python.  mysqlclient  - mysql-python fork supporting Python 3.  oursql  - A better MySQL connector with support for native prepared statements and BLOBs.  psycopg2  - The most popular PostgreSQL adapter for Python.  PyMySQL  - Pure Python MySQL driver compatible to mysql-python.  queries  - A wrapper of the psycopg2 library for interacting with PostgreSQL.  txpostgres  - Twisted based asynchronous driver for PostgreSQL.    NoSQL Databases  cassandra-python-driver  - Python driver for Cassandra.  HappyBase  - A developer-friendly library for Apache HBase.  Plyvel  - A fast and feature-rich Python interface to LevelDB.  py2neo  - Python wrapper client for Neo4j's restful interface.  pycassa  - Python Thrift driver for Cassandra.  PyMongo  - The official Python client for MongoDB.  redis-py  - The Redis Python Client.  telephus  - Twisted based client for Cassandra.  txRedis  - Twisted based client for Redis.", 
+            "text": "Libraries for connecting and operating databases.   Relational Databases  apsw  - Another Python SQLite wrapper.  dataset  - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.  mysql-connector-python  - A pure Python MySQL driver from Oracle.  mysql-python  - The MySQL database connector for Python.  mysqlclient  - mysql-python fork supporting Python 3.  oursql  - A better MySQL connector with support for native prepared statements and BLOBs.  psycopg2  - The most popular PostgreSQL adapter for Python.  PyMySQL  - Pure Python MySQL driver compatible to mysql-python.  queries  - A wrapper of the psycopg2 library for interacting with PostgreSQL.  txpostgres  - Twisted based asynchronous driver for PostgreSQL.  python-sql  - Write SQL queries pythonically.    NoSQL Databases  cassandra-python-driver  - Python driver for Cassandra.  HappyBase  - A developer-friendly library for Apache HBase.  Plyvel  - A fast and feature-rich Python interface to LevelDB.  py2neo  - Python wrapper client for Neo4j's restful interface.  pycassa  - Python Thrift driver for Cassandra.  PyMongo  - The official Python client for MongoDB.  redis-py  - The Redis Python Client.  telephus  - Twisted based client for Cassandra.  txRedis  - Twisted based client for Redis.", 
             "title": "Database Drivers"
         }, 
         {
@@ -152,7 +152,7 @@
         }, 
         {
             "location": "/#restful-api", 
-            "text": "Libraries for developing RESTful APIs.   django-rest-framework  - A powerful and flexible toolkit that makes it easy to build Web APIs.  django-tastypie  - Creating delicious APIs for Django apps.  django-formapi  - Create JSON APIs with HMAC authentication and Django form-validation.  flask-api  - Browsable Web APIs for Flask.  flask-restful  - An extension for Flask that adds support for quickly building REST APIs.  flask-restless  - Generating RESTful APIs for database models defined with SQLAlchemy.  flask-api-utils  - Flask extension that takes care of API representation and authentication.  falcon  - A high-performance Python framework for building cloud APIs and web app backends.  eve  - REST API framework powered by Flask, MongoDB and good intentions.  sandman  - Automated REST APIs for existing database-driven systems.  restless  - Framework agnostic REST framework based on lessons learned from TastyPie.  savory-pie  - REST API building library (Django, and others)  ripozo  - Quickly creating REST/HATEOAS/Hypermedia APIs with extensions for Flask and Django.  cornice  - A REST framework for Pyramid.", 
+            "text": "Libraries for developing RESTful APIs.   Django  django-rest-framework  - A powerful and flexible toolkit to build web APIs.  django-tastypie  - Creating delicious APIs for Django apps.  django-formapi  - Create JSON APIs with Django's form validation.    Flask  flask-api  - Browsable Web APIs for Flask.  flask-restful  - Quickly building REST APIs for Flask.  flask-restless  - Generating RESTful APIs for database models defined with SQLAlchemy.  flask-api-utils  - Taking care of API representation and authentication for Flask.  eve  - REST API framework powered by Flask, MongoDB and good intentions.    Pyramid  cornice  - A REST framework for Pyramid.    Framework agnostic  falcon  - A high-performance framework for building cloud APIs and web app backends.  sandman  - Automated REST APIs for existing database-driven systems.  restless  - Framework agnostic REST framework based on lessons learned from Tastypie.  ripozo  - Quickly creating REST/HATEOAS/Hypermedia APIs.", 
             "title": "RESTful API"
         }, 
         {
@@ -287,7 +287,7 @@
         }, 
         {
             "location": "/#gui", 
-            "text": "Libraries for working with graphical user interface applications.   curses  - Built-in wrapper for  ncurses  used to create terminal GUI applications.  enaml  - Creating beautiful user-interfaces with Declaratic Syntax like QML.  kivy  - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.  pyglet  - A cross-platform windowing and multimedia library for Python.  PyQt  - Python bindings for the  Qt  cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.  PySide  - Python bindings for the  Qt  cross-platform application and UI framework, supporting the Qt v4 framework.  Tkinter  - Tkinter is Python's de-facto standard GUI package.  Toga  - A Python native, OS native GUI toolkit.  urwid  - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.  wxPython  - A blending of the wxWidgets C++ class library with the Python.", 
+            "text": "Libraries for working with graphical user interface applications.   curses  - Built-in wrapper for  ncurses  used to create terminal GUI applications.  enaml  - Creating beautiful user-interfaces with Declaratic Syntax like QML.  kivy  - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.  pyglet  - A cross-platform windowing and multimedia library for Python.  PyQt  - Python bindings for the  Qt  cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.  PySide  - Python bindings for the  Qt  cross-platform application and UI framework, supporting the Qt v4 framework.  Tkinter  - Tkinter is Python's de-facto standard GUI package.  Toga  - A Python native, OS native GUI toolkit.  urwid  - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.  wxPython  - A blending of the wxWidgets C++ class library with the Python.  PyGObject  - Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3)  Flexx  - Flexx is a pure Python toolkit for creating GUI's, that uses web technology for its rendering.", 
             "title": "GUI"
         }, 
         {
@@ -312,7 +312,7 @@
         }, 
         {
             "location": "/#debugging-tools", 
-            "text": "Libraries for debugging code.   Debugger  ipdb  - IPython-enabled  pdb .  pudb  \u2013 A full-screen, console-based Python debugger.  pyringe  - Debugger capable of attaching to and injecting code into Python processes.  wdb  - An improbable web debugger through WebSockets.  winpdb  - A Platform Independent Python Debugger with GUI, capable of remote debugging based on rpdb2.  django-debug-toolbar  - Display various debug information about the current request/response.  django-devserver  - A drop-in replacement for Django's runserver.  flask-debugtoolbar  - A port of the django-debug-toolbar to flask.    Profiler  line_profiler  - Line-by-line profiling.  memory_profiler  - Monitor Memory usage of Python code.  profiling  - An interactive Python profiler.    Others  pyelftools  - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information.  python-statsd  - Python Client for the  statsd  server.", 
+            "text": "Libraries for debugging code.   Debugger  ipdb  - IPython-enabled  pdb .  pudb  \u2013 A full-screen, console-based Python debugger.  pyringe  - Debugger capable of attaching to and injecting code into Python processes.  wdb  - An improbable web debugger through WebSockets.  winpdb  - A Python Debugger with GUI, capable of remote debugging based on  rpdb2 .  django-debug-toolbar  - Display various debug information for Django.  django-devserver  - A drop-in replacement for Django's runserver.  flask-debugtoolbar  - A port of the django-debug-toolbar to flask.    Profiler  line_profiler  - Line-by-line profiling.  memory_profiler  - Monitor Memory usage of Python code.  profiling  - An interactive Python profiler.    Others  pyelftools  - Parsing and analyzing ELF files and DWARF debugging information.  python-statsd  - Python Client for the  statsd  server.", 
             "title": "Debugging Tools"
         }, 
         {
@@ -352,12 +352,12 @@
         }, 
         {
             "location": "/#devops-tools", 
-            "text": "Software and libraries for DevOps.   Ansible  - A radically simple IT automation platform.  SaltStack  - Infrastructure automation and management system.  Fabric  - A simple, Pythonic tool for remote execution and deployment.  cuisine  - Chef-like functionality for Fabric.  Docker Compose  - Fast, isolated development environments using  Docker .  Fabtools  - Tools for writing awesome Fabric files.  gitapi  - Pure-Python API for git.  gunnery  - Multipurpose task execution tool for distributed systems with web-based interface.  hgapi  - Pure-Python API for Mercurial.  honcho  - A Python port of  Foreman , a tool for managing Procfile-based applications.  OpenStack  - Open source software for building private and public clouds.  pexpect  - Controlling interactive programs in a pseudo-terminal like GNU expect.  provy  - An easy-to-use provisioning system in Python.  psutil  - A cross-platform process and system utilities module.  supervisor  - Supervisor process control system for UNIX.", 
+            "text": "Software and libraries for DevOps.   Ansible  - A radically simple IT automation platform.  SaltStack  - Infrastructure automation and management system.  OpenStack  - Open source software for building private and public clouds.  Docker Compose  - Fast, isolated development environments using  Docker .  Fabric  - A simple, Pythonic tool for remote execution and deployment.  cuisine  - Chef-like functionality for Fabric.  Fabtools  - Tools for writing awesome Fabric files.  gitapi  - Pure-Python API for Git.  hgapi  - Pure-Python API for Mercurial.  honcho  - A Python clone of  Foreman , for managing Procfile-based applications.  pexpect  - Controlling interactive programs in a pseudo-terminal like GNU expect.  psutil  - A cross-platform process and system utilities module.  supervisor  - Supervisor process control system for UNIX.", 
             "title": "DevOps Tools"
         }, 
         {
             "location": "/#job-scheduler", 
-            "text": "Libraries for scheduling jobs.   APScheduler  - A light but powerful in-process task scheduler that lets you schedule functions.  django-schedule  - A calendaring app for Django.  doit  - A task runner/build tool.  Joblib  - A set of tools to provide lightweight pipelining in Python.  Plan  - Writing crontab file in Python like a charm.  schedule  - Python job scheduling for humans.  Spiff  - A powerful workflow engine implemented in pure Python.  TaskFlow  - A Python library that helps to make task execution easy, consistent and reliable.", 
+            "text": "Libraries for scheduling jobs.   APScheduler  - A light but powerful in-process task scheduler that lets you schedule functions.  django-schedule  - A calendaring app for Django.  doit  - A task runner and build tool.  gunnery  - Multipurpose task execution tool for distributed systems with web-based interface.  Joblib  - A set of tools to provide lightweight pipelining in Python.  Plan  - Writing crontab file in Python like a charm.  schedule  - Python job scheduling for humans.  Spiff  - A powerful workflow engine implemented in pure Python.  TaskFlow  - A Python library that helps to make task execution easy, consistent and reliable.", 
             "title": "Job Scheduler"
         }, 
         {
@@ -382,7 +382,7 @@
         }, 
         {
             "location": "/#hardware", 
-            "text": "Libraries for programming with hardware.   ino  - Command line toolkit for working with  Arduino .  Pyro  - Python Robotics.  PyUserInput  - A module for cross-platform control of the mouse and keyboard.  scapy  - A brilliant packet manipulation library.  wifi  - A Python library and command line tool for working with WiFi on Linux.", 
+            "text": "Libraries for programming with hardware.   ino  - Command line toolkit for working with  Arduino .  Pyro  - Python Robotics.  PyUserInput  - A module for cross-platform control of the mouse and keyboard.  scapy  - A brilliant packet manipulation library.  wifi  - A Python library and command line tool for working with WiFi on Linux.  Pingo  - Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.", 
             "title": "Hardware"
         }, 
         {
@@ -392,7 +392,7 @@
         }, 
         {
             "location": "/#miscellaneous", 
-            "text": "Useful libraries or tools that don't fit in the categories above.   blinker  - A fast Python in-process signal/event dispatching system.  itsdangerous  - Various helpers to pass trusted data to untrusted environments.  pluginbase  - A simple but flexible plugin system for Python.  Pychievements  - A framework for creating and tracking achievements.", 
+            "text": "Useful libraries or tools that don't fit in the categories above.   blinker  - A fast Python in-process signal/event dispatching system.  itsdangerous  - Various helpers to pass trusted data to untrusted environments.  pluginbase  - A simple but flexible plugin system for Python.  Pychievements  - A framework for creating and tracking achievements.  Tryton  - A general purpose business framework.", 
             "title": "Miscellaneous"
         }, 
         {
@@ -452,7 +452,7 @@
         }, 
         {
             "location": "/#contributing", 
-            "text": "Your contributions are always welcome!", 
+            "text": "Your contributions are always welcome! Please take a look at the  contribution guidelines  first.  I would keep some pull requests open if I'm not sure whether the libraries are awesome, you could  vote for them  by leaving a comment that contains  +1 .", 
             "title": "Contributing"
         }
     ]
diff --git a/sitemap.xml b/sitemap.xml
index 60c7f19..307307a 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -4,7 +4,7 @@
     
     <url>
      <loc>http://awesome-python.com/</loc>
-     <lastmod>2015-09-19</lastmod>
+     <lastmod>2015-10-03</lastmod>
      <changefreq>daily</changefreq>
     </url>