diff --git a/index.html b/index.html
index 077b2cb..a34651a 100644
--- a/index.html
+++ b/index.html
@@ -197,9 +197,11 @@
         
             <li><a href="#static-site-generator">Static Site Generator</a></li>
         
-            <li><a href="#processes-and-threads">Processes and Threads</a></li>
+            <li><a href="#processes">Processes</a></li>
         
-            <li><a href="#concurrency-and-networking">Concurrency and Networking</a></li>
+            <li><a href="#concurrency-and-parallelism">Concurrency and Parallelism</a></li>
+        
+            <li><a href="#networking">Networking</a></li>
         
             <li><a href="#websocket">WebSocket</a></li>
         
@@ -331,8 +333,9 @@
 <li><a href="#tagging">Tagging</a></li>
 <li><a href="#admin-panels">Admin Panels</a></li>
 <li><a href="#static-site-generator">Static Site Generator</a></li>
-<li><a href="#processes-and-threads">Processes and Threads</a></li>
-<li><a href="#concurrency-and-networking">Concurrency and Networking</a></li>
+<li><a href="#processes">Processes</a></li>
+<li><a href="#concurrency-and-parallelism">Concurrency and Parallelism</a></li>
+<li><a href="#networking">Networking</a></li>
 <li><a href="#websocket">WebSocket</a></li>
 <li><a href="#wsgi-servers">WSGI Servers</a></li>
 <li><a href="#rpc-servers">RPC Servers</a></li>
@@ -426,6 +429,7 @@
 <li><a href="https://github.com/ivankravets/platformio">PlatformIO</a> - A console tool to build code with different development platforms.</li>
 <li><a href="http://www.yoctoproject.org/docs/1.6/bitbake-user-manual/bitbake-user-manual.html">BitBake</a> - A make-like build tool with the special focus of distributions and packages for embedded Linux.</li>
 <li><a href="https://code.google.com/p/fabricate/">fabricate</a> - A build tool that finds dependencies automatically for any language.</li>
+<li><a href="https://github.com/pybuilder/pybuilder">PyBuilder</a> - A continuous build tool written in pure Python which mainly targets Python applications.</li>
 </ul>
 <h2 id="interactive-interpreter">Interactive Interpreter</h2>
 <p><em>Interactive Python interpreters (REPL).</em></p>
@@ -590,6 +594,7 @@
 <li><a href="https://github.com/nvbn/thefuck">thefuck</a> - Correcting your previous console command.</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/facebook/PathPicker">PathPicker</a> - Select files out of bash output.</li>
+<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>
 </ul>
 </li>
 </ul>
@@ -802,6 +807,7 @@
 <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> - A tool for quickly creating REST/HATEOAS/Hypermedia APIs with extensions for Flask and Django.</li>
 </ul>
 <h2 id="authentication">Authentication</h2>
 <p><em>Libraries for implementing authentications schemes.</em></p>
@@ -972,6 +978,7 @@
 <h2 id="data-validation">Data Validation</h2>
 <p><em>Libraries for validating data. Used for forms in many cases.</em></p>
 <ul>
+<li><a href="http://python-cerberus.org">Cerberus</a> - A mappings-validator with a variety of rules, normalization-features and simple customization that uses a pythonic schema-definition.</li>
 <li><a href="https://github.com/alecthomas/voluptuous">voluptuous</a> - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc.</li>
 <li><a href="http://docs.pylonsproject.org/projects/colander/">colander</a> - A system for validating and deserializing data obtained via XML, JSON, an HTML form post or any other equally simple data serialization.</li>
 <li><a href="https://github.com/halst/schema">schema</a> - A library for validating Python data structures.</li>
@@ -1009,32 +1016,37 @@
 <li><a href="http://www.getnikola.com/">Nikola</a> - A static website and blog generator.</li>
 <li><a href="http://tinkerer.me/">Tinkerer</a> - Tinkerer is a blogging engine/.static website generator powered by Sphinx.</li>
 </ul>
-<h2 id="processes-and-threads">Processes and Threads</h2>
-<p><em>Libraries for working with processes or threads</em></p>
+<h2 id="processes">Processes</h2>
+<p><em>Libraries for starting and communicating with OS processes.</em></p>
+<ul>
+<li><a href="https://github.com/kennethreitz/envoy">envoy</a> - Python <a href="https://docs.python.org/2/library/subprocess.html">subprocess</a> for Humans™.</li>
+<li><a href="https://github.com/amoffat/sh">sh</a> - A full-fledged subprocess replacement for Python.</li>
+<li><a href="http://sarge.readthedocs.org/">sarge</a> - Yet another wrapper for subprocess.</li>
+</ul>
+<h2 id="concurrency-and-parallelism">Concurrency and Parallelism</h2>
+<p><em>Libraries for concurrent and parallel execution.</em></p>
 <ul>
 <li><a href="https://docs.python.org/2/library/multiprocessing.html">multiprocessing</a> - (Python standard library) Process-based "threading" interface.</li>
 <li><a href="https://docs.python.org/2/library/threading.html">threading</a> - (Python standard library) Higher-level threading interface.</li>
-<li><a href="https://github.com/kennethreitz/envoy">envoy</a> - Python Subprocesses for Humans™.</li>
-<li><a href="https://github.com/amoffat/sh">sh</a> - A full-fledged <a href="https://docs.python.org/2/library/subprocess.html">subprocess</a> replacement for Python.</li>
-<li><a href="http://sarge.readthedocs.org/">sarge</a> - A wrapper for subprocess.</li>
+<li><a href="http://www.gevent.org/">gevent</a> - A coroutine-based Python networking library that uses <a href="https://github.com/python-greenlet/greenlet">greenlet</a>.</li>
+<li><a href="http://eventlet.net/">eventlet</a> - Asynchronous framework with WSGI support.</li>
+<li><a href="https://github.com/madisonmay/Tomorrow">Tomorrow</a> - Magic decorator syntax for asynchronous code.</li>
 </ul>
-<h2 id="concurrency-and-networking">Concurrency and Networking</h2>
-<p><em>Libraries for concurrency and network programming.</em></p>
+<h2 id="networking">Networking</h2>
+<p><em>Libraries for networking programming.</em></p>
 <ul>
 <li><a href="https://docs.python.org/3/library/asyncio.html">asyncio</a> - (Python standard library in Python 3.4+) Asynchronous I/O, event loop, coroutines and tasks.</li>
-<li><a href="http://www.gevent.org/">gevent</a> - A coroutine-based Python networking library that uses <a href="https://github.com/python-greenlet/greenlet">greenlet</a>.</li>
 <li><a href="https://twistedmatrix.com/trac/">Twisted</a> - An event-driven networking engine.</li>
 <li><a href="http://www.tornadoweb.org/">Tornado</a> - A Web framework and asynchronous networking library.</li>
 <li><a href="https://github.com/quantmind/pulsar">pulsar</a> - Event-driven concurrent framework for Python.</li>
 <li><a href="https://github.com/jamwt/diesel">diesel</a> - Greenlet-based event I/O Framework for Python.</li>
-<li><a href="http://eventlet.net/">eventlet</a> - Asynchronous framework with WSGI support.</li>
-<li><a href="http://zeromq.github.io/pyzmq/">pyzmq</a> - A Python wrapper for the 0MQ message library.</li>
-<li><a href="https://github.com/smira/txZMQ">txZMQ</a> - Twisted based wrapper for the 0MQ message library.</li>
-<li><a href="http://crossbar.io">Crossbar</a> - Open-source Unified Application Router (Websocket &amp; WAMP for Python on Autobahn).</li>
+<li><a href="http://zeromq.github.io/pyzmq/">pyzmq</a> - A Python wrapper for the ZeroMQ message library.</li>
+<li><a href="https://github.com/smira/txZMQ">txZMQ</a> - Twisted based wrapper for the ZeroMQ message library.</li>
 </ul>
 <h2 id="websocket">WebSocket</h2>
 <p><em>Libraries for working with WebSocket.</em></p>
 <ul>
+<li><a href="https://github.com/crossbario/crossbar/">Crossbar</a> - Open-source Unified Application Router (Websocket &amp; WAMP for Python on Autobahn).</li>
 <li><a href="https://github.com/tavendo/AutobahnPython">AutobahnPython</a> - WebSocket &amp; WAMP for Python on Twisted and <a href="https://docs.python.org/3/library/asyncio.html">asyncio</a>.</li>
 <li><a href="https://github.com/Lawouach/WebSocket-for-Python">WebSocket-for-Python</a> - WebSocket client and server library for Python 2 and 3 as well as PyPy.</li>
 </ul>
@@ -1095,7 +1107,7 @@
 <li><a href="http://www.renpy.org/">RenPy</a> - A Visual Novel engine.</li>
 </ul>
 <h2 id="logging">Logging</h2>
-<p><em>Libraries for generating and working with log files.</em></p>
+<p><em>Libraries for generating and working with logs.</em></p>
 <ul>
 <li><a href="https://docs.python.org/2/library/logging.html">logging</a> - (Python standard library) Logging facility for Python.</li>
 <li><a href="http://pythonhosted.org/Logbook/">logbook</a> - Logging replacement for Python.</li>
@@ -1114,6 +1126,8 @@
 <li><a href="https://github.com/benjamin-hodgson/Contexts">contexts</a> - A BDD framework for Python 3.3+. Inspired by C#'s <code>Machine.Specifications</code>.</li>
 <li><a href="https://github.com/drslump/pyshould">pyshould</a> - Should style asserts based on <a href="https://github.com/hamcrest/PyHamcrest">PyHamcrest</a>.</li>
 <li><a href="http://heynemann.github.io/pyvows/">pyvows</a> - BDD style testing for Python. Inspired by <a href="http://vowsjs.org/">Vows.js</a>.</li>
+<li><a href="https://github.com/DRMacIver/hypothesis">hypothesis</a> - Hypothesis is an advanced Quickcheck style property based testing library.</li>
+<li><a href="https://github.com/robotframework/robotframework">Robot Framework</a> - A generic test automation framework.</li>
 </ul>
 </li>
 <li>Web Testing<ul>
@@ -1169,8 +1183,7 @@
 <h2 id="debugging-tools">Debugging Tools</h2>
 <p><em>Libraries for debugging code.</em></p>
 <ul>
-<li><a href="https://docs.python.org/2/library/pdb.html">pdb</a> - (Python standard library) The Python Debugger.</li>
-<li><a href="https://pypi.python.org/pypi/ipdb">ipdb</a> - IPython-enabled pdb.</li>
+<li><a href="https://pypi.python.org/pypi/ipdb">ipdb</a> - IPython-enabled <a href="https://docs.python.org/2/library/pdb.html">pdb</a>.</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://pypi.python.org/pypi/pudb">pudb</a> – A full-screen, console-based Python debugger.</li>
@@ -1182,6 +1195,7 @@
 <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>
 <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/rkern/line_profiler">line_profiler</a> - Line-by-line profiling.</li>
 </ul>
 <h2 id="science-and-data-analysis">Science and Data Analysis</h2>
 <p><em>Libraries for scientific computing and data analyzing.</em></p>
@@ -1214,9 +1228,7 @@
 <li><a href="https://github.com/ContinuumIO/bokeh">bokeh</a> - Interactive Web Plotting for Python.</li>
 <li><a href="https://plot.ly/python">plotly</a> - Collaborative web plotting for Python and matplotlib.</li>
 <li><a href="https://github.com/wrobstory/vincent">vincent</a> - A Python to Vega translator.</li>
-<li><a href="https://github.com/mikedewar/d3py">d3py</a> - A plotting library for Python, based on <a href="http://d3js.org/">D3.js</a>.</li>
 <li><a href="https://github.com/yhat/ggplot">ggplot</a> - Same API as ggplot2 for R.</li>
-<li><a href="https://github.com/kartograph/kartograph.py">Kartograph.py</a> - Rendering beautiful SVG maps in Python.</li>
 <li><a href="http://pygal.org/">pygal</a> - A Python SVG Charts Creator.</li>
 <li><a href="https://pypi.python.org/pypi/pygraphviz">pygraphviz</a> - Python interface to <a href="http://www.graphviz.org/">Graphviz</a>.</li>
 <li><a href="http://www.pyqtgraph.org/">PyQtGraph</a> - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.</li>
@@ -1386,62 +1398,57 @@
 <li><a href="https://github.com/DamnWidget/anaconda">Anaconda</a> - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.</li>
 </ul>
 </li>
-<li>Atom<ul>
-<li><a href="https://github.com/AtomLinter/Linter">Linter</a> - A static code analysis tool for Atom.</li>
-<li><a href="https://github.com/AtomLinter/linter-flake8">Linter-flake8</a> - An addon to <code>linter</code>, that acts as an interface for <code>flake8</code>.</li>
-<li><a href="https://github.com/jhutchins/virtualenv">virtualenv</a> - Atom package for virtualenv management.</li>
-</ul>
-</li>
 </ul>
 <h2 id="ides">IDEs</h2>
-<p><em>Popular Python IDEs</em></p>
+<p><em>Popular Python IDEs.</em></p>
 <ul>
 <li><a href="https://www.jetbrains.com/pycharm/">PyCharm</a> - Commercial Python IDE based on the IntelliJ platform by JetBrains. Has free community edition available.</li>
-<li><a href="http://komodoide.com/">Komodo</a> - Commercial polyglot IDE with support for Python. </li>
-<li><a href="http://www.liclipse.com/">LiClipse</a> - Free polyglot IDE based on Eclipse. Uses PyDev for Python support. </li>
+<li><a href="http://komodoide.com/">Komodo</a> - Commercial polyglot IDE with support for Python.</li>
+<li><a href="http://www.liclipse.com/">LiClipse</a> - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.</li>
 <li><a href="https://github.com/spyder-ide/spyder">Spyder</a> - Open Source Python IDE.</li>
-<li><a href="http://wingide.com/">Wingware</a> - Commercial IDE for Python.</li>
+<li><a href="http://wingide.com/">WingIDE</a> - Commercial IDE for Python.</li>
 </ul>
 <h1 id="resources">Resources</h1>
 <p>Where to discover new Python libraries.</p>
 <h2 id="websites">Websites</h2>
 <ul>
-<li><a href="http://www.reddit.com/r/python">r/Python</a> - News about Python.</li>
-<li><a href="http://python3wos.appspot.com/">Python 3 Wall of Superpowers</a> - Too many popular Python packages don't support Python 3.</li>
-<li><a href="https://github.com/trending?l=python">Trending Python repositories on GitHub today</a> - Good place to find new Python libraries.</li>
-<li><a href="http://pythonhackers.com/open-source/">Python Hackers</a> - List of top 400 projects in GitHub.</li>
-<li><a href="http://coolgithubprojects.com/">CoolGithubProjects</a> - Sharing cool github projects just got easier!</li>
-<li><a href="http://www.fullstackpython.com/">Full Stack Python</a> - Plain English explanations for every layer of the Python web application stack.</li>
-<li><a href="https://www.djangopackages.com/">Django Packages</a> - A directory of reusable apps, sites, tools, and more for Django projects.</li>
+<li><a href="http://www.reddit.com/r/python">r/Python</a></li>
+<li><a href="http://coolgithubprojects.com/">CoolGithubProjects</a></li>
+<li><a href="https://www.djangopackages.com/">Django Packages</a></li>
+<li><a href="http://www.fullstackpython.com/">Full Stack Python</a></li>
+<li><a href="http://python3wos.appspot.com/">Python 3 Wall of Superpowers</a></li>
+<li><a href="http://pythonhackers.com/open-source/">Python Hackers</a></li>
+<li><a href="https://python.zeef.com/alan.richmond">Python ZEEF</a></li>
+<li><a href="https://github.com/trending?l=python">Trending Python repositories on GitHub today</a></li>
 </ul>
 <h2 id="weekly">Weekly</h2>
 <ul>
+<li><a href="http://importpython.com/newsletter/">Import Python Newsletter</a></li>
 <li><a href="http://pycoders.com/">Pycoder's Weekly</a></li>
 <li><a href="http://www.pythonweekly.com/">Python Weekly</a></li>
-<li><a href="http://importpython.com/newsletter/">Import Python Newsletter</a></li>
 </ul>
 <h2 id="twitter">Twitter</h2>
 <ul>
-<li><a href="https://twitter.com/pypi">@pypi</a></li>
-<li><a href="https://twitter.com/planetpython">@planetpython</a></li>
+<li><a href="https://twitter.com/codetengu">@codetengu</a></li>
 <li><a href="https://twitter.com/getpy">@getpy</a></li>
+<li><a href="https://twitter.com/planetpython">@planetpython</a></li>
 <li><a href="https://twitter.com/pycoders">@pycoders</a></li>
-<li><a href="https://twitter.com/PythonWeekly">@PythonWeekly</a></li>
+<li><a href="https://twitter.com/pypi">@pypi</a></li>
 <li><a href="https://twitter.com/pythontrending">@pythontrending</a></li>
+<li><a href="https://twitter.com/PythonWeekly">@PythonWeekly</a></li>
 </ul>
 <h1 id="other-awesome-lists">Other Awesome Lists</h1>
 <p>List of lists.</p>
 <ul>
 <li>Python<ul>
 <li><a href="https://github.com/kirang89/pycrumbs/blob/master/pycrumbs.md">pycrumbs</a></li>
-<li><a href="https://github.com/svaksha/pythonidae">pythonidae</a></li>
 <li><a href="https://github.com/checkcheckzz/python-github-projects">python-github-projects</a></li>
 <li><a href="https://github.com/rasbt/python_reference">python_reference</a></li>
-<li><a href="http://easy-python.readthedocs.org/">easy-python</a></li>
+<li><a href="https://github.com/svaksha/pythonidae">pythonidae</a></li>
 </ul>
 </li>
 <li>Monty<ul>
-<li><a href="https://github.com/bayandin/awesome-awesomeness">awesome-awesomeness</a></li>
+<li><a href="https://github.com/sindresorhus/awesome">awesome</a></li>
 <li><a href="https://github.com/jnv/lists">lists</a></li>
 </ul>
 </li>
diff --git a/mkdocs/search_index.json b/mkdocs/search_index.json
index 89f8a68..505ca67 100644
--- a/mkdocs/search_index.json
+++ b/mkdocs/search_index.json
@@ -2,12 +2,12 @@
     "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 and Threads\n\n\nConcurrency and Networking\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\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\nvirtualenv\n - A tool to create isolated Python environments.\n\n\nvirtualenvwrapper\n - A set of extensions to virtualenv.\n\n\nvirtualenv-api\n - An API for virtualenv and pip.\n\n\npew\n - A set of tools to manage multiple virtual environments.\n\n\nVex\n - Run a command in the named virtualenv.\n\n\nPyRun\n - A one-file, no-installation-needed version of Python.\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\ndevpi\n - PyPI server and packaging/testing/release tool.\n\n\nlocalshop\n - PyPI server which mirrors official packages on-demand, and also supports local (private) package uploads.\n\n\nbandersnatch\n - PyPI mirroring tool provided by Python Packaging Authority (PyPA)\n\n\n\n\nDistribution\n\n\nLibraries to create packaged executables for release distribution.\n\n\n\n\ncx-Freeze\n - Freezes Python scripts (cross-platform).\n\n\npy2exe\n - Freezes Python scripts (Windows).\n\n\npynsist\n - A tool to build Windows installers, installers bundle Python itself.\n\n\npy2app\n - Freezes Python scripts (Mac OS X).\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\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, some of which may be non-Python-based.\n\n\nSCons\n - A software construction tool.\n\n\nPlatformIO\n - A console tool to build code with different development platforms.\n\n\nBitBake\n - A make-like build tool with the special focus of distributions and packages for embedded Linux.\n\n\nfabricate\n - A build tool that finds dependencies automatically for any language.\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\nmimetypes\n - (Python standard library) Map filenames to MIME types.\n\n\nimghdr\n - (Python standard library) Determine the type of an image.\n\n\npython-magic\n - A Python interface to the libmagic file type identification library.\n\n\npath.py\n - A module wrapper for \nos.path\n.\n\n\nwatchdog\n - API and shell utilities to monitor file system events.\n\n\nUnipath\n - An object-oriented approach to file/directory operations.\n\n\npathlib\n - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library.\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\nwhen.py\n - Providing user-friendly functions to help perform common date and time actions.\n\n\nmoment\n - A Python library for dealing with dates/times. Inspired by \nMoment.js\n.\n\n\npytz\n - World timezone definitions, modern and historical. Brings the \ntz database\n into Python.\n\n\nPyTime\n - A easy-use Python module which aims to operate date/time/datetime by string.\n\n\n\n\nText Processing\n\n\nLibraries for parsing and manipulating plain texts.\n\n\n\n\nGeneral\n\n\ndifflib\n - (Python standard library) Helpers for computing deltas.\n\n\nLevenshtein\n - Fast computation of Levenshtein distance and string similarity.\n\n\nfuzzywuzzy\n - Fuzzy String Matching.\n\n\nesmre\n - Regular expression accelerator.\n\n\nshortuuid\n - A generator library for concise, unambiguous and URL-safe UUIDs.\n\n\nftfy\n - Makes Unicode text less broken and more consistent automagically.\n\n\nunidecode\n - ASCII transliterations of Unicode text.\n\n\nchardet\n - Python 2/3 compatible character encoding detector.\n\n\nxpinyin\n - A library to translate Chinese hanzi (\u6f22\u5b57) to pinyin (\u62fc\u97f3).\n\n\npangu.py\n - Spacing texts for CJK and alphanumerics.\n\n\npyfiglet\n - An implementation of figlet written in Python.\n\n\nuniout\n - Print readable chars instead of the escaped string.\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\nPLY\n - Implementation of lex and yacc parsing tools for Python\n\n\nphonenumbers\n - Parsing, formatting, storing and validating international phone numbers.\n\n\npython-user-agents\n - Browser user agent parser.\n\n\nsqlparse\n - A non-validating SQL parser.\n\n\nPygments\n - A generic syntax highlighter.\n\n\npython-nameparser\n - Parsing human names into their individual components.\n\n\npyparsing\n - A general purpose framework for generating parsers.\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\npython-docx\n - Reads, queries and modifies Microsoft Word 2007/2008 docx files.\n\n\nxlwt\n / \nxlrd\n - Writing and reading data and formatting information from Excel files.\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\nopenpyxl\n - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.\n\n\nMarmir\n - Takes Python data structures and turns them into spreadsheets.\n\n\nunoconv\n - Convert between any document format supported by LibreOffice/OpenOffice.\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\nPython-Markdown\n - A Python implementation of John Gruber\u2019s Markdown.\n\n\nMistune\n - Fastest and full featured pure Python parsers of 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\nPattern\n - A web mining module for the Python. It has tools for natural language processing, machine learning, among others.\n\n\nTextBlob\n - Providing a consistent API for diving into common NLP tasks. Stands on the giant shoulders of NLTK and Pattern.\n\n\njieba\n - Chinese Words Segmentation Utilities.\n\n\nSnowNLP\n - A library for processing Chinese text.\n\n\nloso\n - Another Chinese segmentation library.\n\n\ngenius\n - A Chinese segment base on Conditional Random Field.\n\n\nlangid.py\n - Stand-alone language identification system.\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\nreStructuredText\n - Markup Syntax and Parser Component of Docutils.\n\n\nMkDocs\n - Markdown friendly documentation generator.\n\n\nPycco\n - The original quick-and-dirty, hundred-line-long, literate-programming-style documentation generator.\n\n\npdoc\n - Epydoc replacement to auto generate API documentation for Python libraries.\n\n\n\n\nConfiguration\n\n\nLibraries for storing configuration options.\n\n\n\n\nConfigParser\n - (Python standard library) INI file parser.\n\n\nConfigObj\n - INI file parser with validation.\n\n\nconfig\n - Hierarchical config from the author of \nlogging\n.\n\n\nprofig\n - Config from multiple formats with value conversion.\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 - Cement provides 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\nclint\n - Python Command-line Application Tools.\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\ndocopt\n - Pythonic command line arguments parser.\n\n\ncolorama\n - Cross-platform colored terminal text.\n\n\npyCLI\n - Command-line applications supporting standard command line parsing, logging, unit and functional testing.\n\n\nGooey\n - Turn command line programs into a full GUI application with one line\n\n\npython-prompt-toolkit\n - A Library for building powerful interactive command lines.\n\n\n\n\n\n\nProductivity Tools\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\nhttpie\n - A command line HTTP client, a user-friendly cURL replacement.\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\ncaniusepython3\n - Determine what projects are blocking you from porting to Python 3.\n\n\nthefuck\n - Correcting your previous console command.\n\n\ndoitlive\n - A tool for live presentations in the terminal.\n\n\nPathPicker\n - Select files out of bash output.\n\n\n\n\n\n\n\n\nDownloader\n\n\nLibraries for downloading.\n\n\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\nyoutube-dl\n - A small command-line program to download videos from YouTube.\n\n\nyou-get\n - A YouTube/Youku/Niconico video downloader written in Python 3.\n\n\ncoursera\n - Script for downloading Coursera.org videos and naming them.\n\n\nWikiTeam\n - Tools for downloading and preserving wikis.\n\n\nsubliminal\n - Library and command line tool to search and download subtitles.\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\nwand\n - Python bindings for \nMagickWand\n, C API for ImageMagick.\n\n\nthumbor\n - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.\n\n\nimgSeek\n - A project for searching a collection of images using visual similarity.\n\n\npython-qrcode\n - A pure Python QR Code generator.\n\n\npyBarcode\n - Create barcodes in Python without needing PIL.\n\n\npygram\n - Instagram-like image filters.\n\n\nQuads\n - Computer art based on quadtrees.\n\n\nnude.py\n - Nudity detection.\n\n\nscikit-image\n - A Python library for (scientific) image processing.\n\n\nhmap\n - Image histogram remapping.\n\n\n\n\nOCR\n\n\nLibraries for Optical Character Recognition.\n\n\n\n\npython-tesseract\n - A wrapper class for \nGoogle Tesseract OCR\n.\n\n\npytesseract\n - Another wrapper for Google Tesseract OCR.\n\n\npyocr\n - A wrapper for Tesseract and Cuneiform.\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\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\nm3u8\n - A module for parsing m3u8 file.\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\nshorten.tv\n - Video summarization.\n\n\nscikit-video\n - Video processing routines for SciPy.\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\ngeopy\n - Python Geocoding Toolbox.\n\n\npygeoip\n - Pure Python GeoIP API.\n\n\nGeoIP\n - Python API for MaxMind GeoIP Legacy Database.\n\n\ngeojson\n - Python bindings and utlities for GeoJSON.\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\nurllib3\n - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.\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\n\n\nDatabase\n\n\nDatabases implemented in Python.\n\n\n\n\nZODB\n - A native object database for Python. A key-value and object graph database.\n\n\npickleDB\n - A simple and lightweight key-value store for Python.\n\n\nTinyDB\n - A tiny, document-oriented database.\n\n\n\n\nDatabase Drivers\n\n\nLibraries for connecting and operating databases.\n\n\n\n\nRelational Databases\n\n\nmysql-python\n - The MySQL database connector for Python.\n\n\nmysqlclient\n - mysql-python fork supporting Python 3.\n\n\nPyMySQL\n - Pure Python MySQL driver compatible to mysql-python.\n\n\nmysql-connector-python\n - A pure Python MySQL driver from Oracle.\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\ntxpostgres\n - Twisted based asynchronous driver for PostgreSQL.\n\n\nqueries\n - A wrapper of the psycopg2 library for interacting with PostgreSQL.\n\n\ndataset\n - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.\n\n\napsw\n - Another Python SQLite wrapper.\n\n\n\n\n\n\nNoSQL Databases\n\n\ncassandra-python-driver\n - Python driver for Cassandra.\n\n\npycassa\n - Python Thrift driver for Cassandra.\n\n\nHappyBase\n - A developer-friendly library for Apache HBase.\n\n\nPyMongo\n - The official Python client for MongoDB.\n\n\nPlyvel\n - A fast and feature-rich Python interface to LevelDB.\n\n\nredis-py\n - The Redis Python Client.\n\n\npy2neo\n - Python wrapper client for Neo4j's restful interface.\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\nMongoEngine\n - A Python Object-Document-Mapper for working with MongoDB.\n\n\ndjango-mongodb-engine\n - Django MongoDB Backend.\n\n\nredisco\n - A Python Library for Simple Models and Containers Persisted in Redis.\n\n\nflywheel\n - Object mapper for Amazon DynamoDB.\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\nBottle\n - A fast, simple and lightweight WSGI micro web-framework.\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\nweb2py\n - A full stack web framework and platform focused in the ease of use.\n\n\nweb.py\n - A web framework for Python that is as simple as it is powerful.\n\n\nTurboGears\n - The Web Framework that starts as a microframework and scales up to a full stack solution.\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\nBluebream\n - An open-source web application server, framework and library, formerly known as Zope 3.\n\n\nguava\n - A lightweight and high performance web framework for Python written in C.\n\n\n\n\nPermissions\n\n\nLibraries that allow or deny users access to data or functionality.\n\n\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\nCarteblanche\n - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.\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\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\nalipay\n - Unofficial Alipay API for Python.\n\n\n\n\nRESTful API\n\n\nLibraries for developing RESTful APIs.\n\n\n\n\ncornice\n - A REST framework for Pyramid.\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 - An implementation of the same web browsable APIs that django-rest-framework provides.\n\n\nflask-restful\n - An extension for Flask that adds support for quickly building REST APIs.\n\n\nflask-restless\n - A Flask extension for generating ReSTful APIs for database models defined with SQLAlchemy (or Flask-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\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 package.\n\n\nOAuthLib\n - A generic, spec-compliant, thorough implementation of the OAuth request-signing logic.\n\n\nrauth\n - A Python library for OAuth 1.0/a, 2.0, and Ofly.\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\ndjango-oauth-toolkit\n - OAuth2 goodies for the Djangonauts.\n\n\ndjango-oauth2-provider\n - Providing OAuth2 access to Django app.\n\n\ndjango-allauth\n - Authentication app for Django that \"just works.\"\n\n\nFlask-OAuthlib\n - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.\n\n\nsanction\n - A dead simple OAuth2 client implementation.\n\n\n\n\n\n\nOthers\n\n\nPyJWT\n - Implementation of the JSON Web Token draft 01.\n\n\npython-jwt\n - Module for generating and verifying JSON Web Tokens.\n\n\npython-jws\n - Implementation of JSON Web Signatures draft 02.\n\n\njose\n - JavaScript Object Signing and Encryption draft implementation.\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\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\nChameleon\n - An HTML/XML template engine. Modeled after ZPT, optimized for speed.\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\nFeedly\n - A library to build newsfeed and notification systems using Cassandra and Redis.\n\n\ndjango-activity-stream\n - Generate generic activity streams from the actions on your site.\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\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\nfanstatic\n - Packages, optimizes, and serves static file dependencies as Python packages.\n\n\nfileconveyor\n - Monitors changes, processes, and transports assets to CDNs and file storage systems.\n\n\ndjango-storages\n - A collection of custom storage back ends for Django.\n\n\nglue\n - Glue is a simple command line tool to generate CSS sprites.\n\n\nlibsass-python\n - A Python binding of \nlibsass\n, the reference implementation of SASS/SCSS.\n\n\nFlask-Assets\n - Helps you integrate webassets into your Flask app.\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\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\ndjango-cache-machine\n - Automatic caching and invalidation for Django models through the ORM.\n\n\ndjango-cacheops\n - A slick ORM cache with automatic granular event-driven invalidation.\n\n\njohnny-cache\n - A caching framework for django applications.\n\n\ndjango-viewlet\n - Render template parts with extended cache control.\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\ninbox.py\n - Python SMTP Server for Humans.\n\n\nimbox\n - Python IMAP for Humans.\n\n\ninbox\n - The open source email toolkit.\n\n\nlamson\n - Pythonic SMTP Application Server.\n\n\nflanker\n - A email address and Mime parsing library.\n\n\nmarrow.mailer\n - High-performance extensible mail delivery framework.\n\n\ndjango-celery-ses\n - Django email back end with AWS SES and Celery.\n\n\nmodoboa\n - A mail hosting and management platform including a modern and simplified Web UI.\n\n\nenvelopes\n - Mailing for human beings.\n\n\nmailjet\n - Mailjet API implementation for batch mailing, statistics and more.\n\n\nTalon\n - Mailgun library to extract message quotations and signatures.\n\n\npyzmail\n - Compose, send and parse emails.\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\nlxml\n - A very fast, easy-to-use and versatile library for handling HTML and XML.\n\n\nhtml5lib\n - A standards-compliant library for parsing and serializing HTML documents and fragments.\n\n\npyquery\n - A jQuery-like library for parsing HTML.\n\n\ncssutils\n - A CSS library for Python.\n\n\nMarkupSafe\n - Implements a XML/HTML/XHTML Markup safe string for Python.\n\n\nbleach\n - A whitelist-based HTML sanitization and text linkification library.\n\n\nxmltodict\n - Working with XML feel like you are working with JSON.\n\n\nxhtml2pdf\n - HTML/CSS to PDF converter.\n\n\nuntangle\n - Converts XML documents to Python objects for easy access.\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\nportia\n - Visual scraping for Scrapy.\n\n\nfeedparser\n - Universal feed parser.\n\n\nRoboBrowser\n - A simple, Pythonic library for browsing the web without a standalone web browser.\n\n\nMechanicalSoup\n - A Python library for automating interaction with websites.\n\n\nmechanize\n - Stateful programmatic web browsing.\n\n\nDemiurge\n - PyQuery-based scraping micro-framework.\n\n\ncola\n - A distributed crawling framework.\n\n\npyspider\n - A powerful spider system.\n\n\nGrab\n - Site scraping framework.\n\n\n\n\nWeb Content Extracting\n\n\nLibraries for extracting web contents.\n\n\n\n\nnewspaper\n - News extraction, article extraction and content curation in Python.\n\n\nhtml2text\n - Convert HTML to Markdown-formatted text.\n\n\npython-goose\n - HTML Content/Article Extractor.\n\n\nlassie\n - Web Content Retrieval for Humans.\n\n\nmicawber\n - A small library for extracting rich content from URLs.\n\n\nsumy\n - A module for automatic summarization of text documents and HTML pages.\n\n\nHaul\n - An Extensible Image Crawler.\n\n\npython-readability\n - Fast Python port of arc90's readability tool.\n\n\nopengraph\n - A Python module to parse the Open Graph Protocol\n\n\ntextract\n - Extract text from any document, Word, PowerPoint, PDFs, etc.\n\n\nsanitize\n - Bringing sanity to world of messed-up data.\n\n\n\n\nForms\n\n\nLibraries for working with forms.\n\n\n\n\nWTForms\n - A flexible forms validation and rendering library.\n\n\nWTForms-JSON\n - A WTForms extension for JSON data handling.\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\n\n\nData Validation\n\n\nLibraries for validating data. Used for forms in many cases.\n\n\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\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\nschema\n - A library for validating Python data structures.\n\n\nSchematics\n - Data Structure Validation.\n\n\nkmatch\n - A language for matching/validating/filtering Python dictionaries.\n\n\nvalideer\n - Lightweight extensible data validation and adaptation library.\n\n\n\n\nAnti-spam\n\n\nLibraries for fighting spam.\n\n\n\n\ndjango-simple-spam-blocker\n - Simple spam blocker for Django.\n\n\ndjango-simple-captcha\n - A simple and highly customizable Django app to add captcha images to any Django form.\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\nGrappelli\n \u2013 A jazzy skin for the Django Admin-Interface.\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\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 and Threads\n\n\nLibraries for working with processes or threads\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\nenvoy\n - Python Subprocesses for Humans\u2122.\n\n\nsh\n - A full-fledged \nsubprocess\n replacement for Python.\n\n\nsarge\n - A wrapper for subprocess.\n\n\n\n\nConcurrency and Networking\n\n\nLibraries for concurrency and network programming.\n\n\n\n\nasyncio\n - (Python standard library in Python 3.4+) Asynchronous I/O, event loop, coroutines and tasks.\n\n\ngevent\n - A coroutine-based Python networking library that uses \ngreenlet\n.\n\n\nTwisted\n - An event-driven networking engine.\n\n\nTornado\n - A Web framework and asynchronous networking library.\n\n\npulsar\n - Event-driven concurrent framework for Python.\n\n\ndiesel\n - Greenlet-based event I/O Framework for Python.\n\n\neventlet\n - Asynchronous framework with WSGI support.\n\n\npyzmq\n - A Python wrapper for the 0MQ message library.\n\n\ntxZMQ\n - Twisted based wrapper for the 0MQ message library.\n\n\nCrossbar\n - Open-source Unified Application Router (Websocket \n WAMP for Python on Autobahn).\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\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\nuwsgi\n - A project aims at developing a full stack for building hosting services, written in C.\n\n\nWerkzeug\n - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.\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\nnetius\n - Asynchronous, very fast.\n\n\ngunicorn\n - Pre-forked, partly 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\nbjoern\n - Asynchronous, very fast and written in C.\n\n\n\n\nRPC Servers\n\n\nRPC-compatible servers.\n\n\n\n\nSimpleXMLRPCServer\n - (Python standard library) Simple XML-RPC server implementation, single-threaded.\n\n\nSimpleJSONRPCServer\n - This library is an implementation of the JSON-RPC specification.\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\nPyCrypto\n - The Python Cryptography Toolkit.\n\n\nParamiko\n - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.\n\n\ncryptography\n - A package designed to expose cryptographic primitives and recipes to Python developers.\n\n\nPyNacl\n - Python binding to the Networking and Cryptography (NaCl) library.\n\n\nhashids\n - Implementation of \nhashids\n in Python.\n\n\nPasslib\n - Secure password storage/hashing library, very high level.\n\n\n\n\nGUI\n\n\nLibraries for working with graphical user interface applications.\n\n\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\nwxPython\n - A blending of the wxWidgets C++ class library with the Python.\n\n\nkivy\n - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.\n\n\ncurses\n - Built-in wrapper for \nncurses\n used to create terminal GUI applications.\n\n\nurwid\n - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.\n\n\npyglet\n - A cross-platform windowing and multimedia library for Python.\n\n\nTkinter\n - Tkinter is Python's de-facto standard GUI package.\n\n\nenaml\n - Creating beautiful user-interfaces with Declaratic Syntax like QML.\n\n\nToga\n - A Python native, OS native GUI toolkit.\n\n\n\n\nGame Development\n\n\nAwesome game development libraries.\n\n\n\n\nPygame\n - Pygame is a set of Python modules designed for writing games.\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\nPySDL2\n - A ctypes based wrapper for the SDL2 library.\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\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\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 log files.\n\n\n\n\nlogging\n - (Python standard library) Logging facility for Python.\n\n\nlogbook\n - Logging replacement for Python.\n\n\nSentry\n - A realtime logging and aggregation server.\n\n\nRaven\n - The Python client for Sentry.\n\n\nEliot\n - Logging for complex \n distributed systems.\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\npytest\n - A mature full-featured Python testing tool.\n\n\nmamba\n - The definitive testing tool for Python. Born under the banner of BDD.\n\n\ncontexts\n - A BDD framework for Python 3.3+. Inspired by C#'s \nMachine.Specifications\n.\n\n\npyshould\n - Should style asserts based on \nPyHamcrest\n.\n\n\npyvows\n - BDD style testing for Python. Inspired by \nVows.js\n.\n\n\n\n\n\n\nWeb Testing\n\n\nSelenium\n - Python bindings for \nSelenium\n WebDriver.\n\n\nsplinter\n - Open source tool for testing web applications.\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\n\n\n\n\nMock\n\n\nmock\n - A Python Mocking and Patching Library for Testing.\n\n\nresponses\n - A utility library for mocking out the requests Python 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\nhttpretty\n - HTTP request mock tool for Python.\n\n\nhttmock\n - A mocking library for requests for Python 2.6+ and 3.2+.\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\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\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\npysonar2\n - A type inferencer and indexer for Python.\n\n\npycallgraph\n - A library that visualises the flow (call graph) of your Python application.\n\n\ncode2flow\n - Turn your Python and JavaScript code into DOT flowcharts.\n\n\n\n\n\n\nLinter\n\n\nFlake8\n - The modular source code checker: pep8, pyflakes and co.\n\n\npylama\n - Code audit tool for Python and JavaScript.\n\n\nPylint\n - A source code analyzer.\n\n\n\n\n\n\n\n\nDebugging Tools\n\n\nLibraries for debugging code.\n\n\n\n\npdb\n - (Python standard library) The Python Debugger.\n\n\nipdb\n - IPython-enabled pdb.\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\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\npython-statsd\n - Python Client for the \nstatsd\n server.\n\n\nmemory_profiler\n - Monitor Memory usage of Python code.\n\n\nprofiling\n - An interactive Python profiler.\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\npyelftools\n - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information.\n\n\n\n\nScience and Data Analysis\n\n\nLibraries for scientific computing and data analyzing.\n\n\n\n\nSciPy\n - A Python-based ecosystem of open-source software for mathematics, science, and engineering.\n\n\nNumPy\n - A fundamental package for scientific computing with Python.\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\nNetworkX\n - A high-productivity software for complex networks.\n\n\nPandas\n - A library providing high-performance, easy-to-use data structures and data analysis tools.\n\n\nOpen Mining\n - Business Intelligence (BI) in Python (Pandas web interface)\n\n\nPyMC\n - Markov Chain Monte Carlo sampling toolkit.\n\n\nzipline\n - A Pythonic algorithmic trading library.\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\nSymPy\n - A Python library for symbolic mathematics.\n\n\nstatsmodels\n - Statistical modeling and econometrics in Python.\n\n\nastropy\n - A community Python library for Astronomy.\n\n\norange\n - Data mining, data visualization, analysis and machine learning through visual programming or Python scripting.\n\n\nRDKit\n - Cheminformatics and Machine Learning Software.\n\n\nOpen Babel\n - A chemical toolbox designed to speak the many languages of chemical data.\n\n\ncclib\n - A library for parsing and interpreting the results of computational chemistry packages.\n\n\nBiopython\n - Biopython is a set of freely available tools for biological computation.\n\n\nbccb\n - Collection of useful code related to biological analysis.\n\n\nbcbio-nextgen\n - A toolkit providing best-practice pipelines for fully automated high throughput sequencing analysis.\n\n\nblaze\n - NumPy and Pandas interface to Big Data.\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\nplotly\n - Collaborative web plotting for Python and matplotlib.\n\n\nvincent\n - A Python to Vega translator.\n\n\nd3py\n - A plotting library for Python, based on \nD3.js\n.\n\n\nggplot\n - Same API as ggplot2 for R.\n\n\nKartograph.py\n - Rendering beautiful SVG maps in Python.\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\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\nscikit-learn\n - A Python module for machine learning built on top of SciPy.\n\n\npattern\n - Web mining module for Python.\n\n\nNuPIC\n - Numenta Platform for Intelligent Computing.\n\n\nPylearn2\n - A Machine Learning library based on \nTheano\n.\n\n\nhebel\n - GPU-Accelerated Deep Learning Library in Python.\n\n\ngensim\n - Topic Modelling for Humans.\n\n\nPyBrain\n - Another Python Machine Learning Library.\n\n\nCrab\n - A \ufb02exible, fast recommender engine.\n\n\npython-recsys\n - A Python library for implementing a Recommender System.\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\nPySpark\n - The Spark Python API.\n\n\ndpark\n - Python clone of Spark, a MapReduce alike framework in Python.\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\ndumbo\n - Python module that allows one to easily write and run Hadoop programs.\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\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\nCyToolz\n - Cython implementation of Toolz: High performance functional utilities.\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\ntwython\n - A Python wrapper for the Twitter API.\n\n\ngoogle-api-python-client\n - Google APIs Client Library for Python.\n\n\ngspread\n - Google Spreadsheets Python API.\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\ndjango-wordpress\n - WordPress models and views for Django.\n\n\n\n\nDevOps Tools\n\n\nSoftware and libraries for DevOps.\n\n\n\n\nOpenStack\n - Open source software for building private and public clouds.\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\nFabtools\n - Tools for writing awesome Fabric files.\n\n\ncuisine\n - Chef-like functionality for Fabric.\n\n\npsutil\n - A cross-platform process and system utilities module.\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\nhoncho\n - A Python port of \nForeman\n, a tool for managing Procfile-based applications.\n\n\ngunnery\n - Multipurpose task execution tool for distributed systems with web-based interface.\n\n\nDocker-Compose\n - Fast, isolated development environments using \nDocker\n.\n\n\nhgapi\n - Pure-Python API for Mercurial.\n\n\ngitapi\n - Pure-Python API for git.\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\nSpiff\n - A powerful workflow engine implemented in pure Python.\n\n\nschedule\n - Python job scheduling for humans.\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\nctypes\n - (Python standard library) Foreign Function Interface for Python calling C code.\n\n\ncffi\n - Foreign Function Interface for Python calling C code.\n\n\nSWIG\n - Simplified Wrapper and Interface Generator.\n\n\nPyCUDA\n - A Python wrapper for Nvidia's CUDA API.\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\nStackless Python\n - An enhanced version of the Python.\n\n\nPyston\n - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.\n\n\n\n\nMicrosoft Windows\n\n\nPython programming on Microsoft Windows.\n\n\n\n\nPyWin32\n - Python Extensions for Windows.\n\n\nPythonNet\n - Python Integration with the .NET Common Language Runtime (CLR).\n\n\npythonlibs\n - Unofficial Windows binaries for Python extension packages.\n\n\nspyder\n - IDE for the Python language with advanced editing, interactive testing, debugging and introspection features (also comes with Anaconda, WinPython).\n\n\nPython(x,y)\n - Scientific-applications-oriented Python Distribution based on Qt and Spyder.\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\nPyUserInput\n - A module for cross-platform control of the mouse and keyboard.\n\n\nwifi\n - A Python library and command line tool for working with WiFi on Linux.\n\n\nscapy\n - A brilliant packet manipulation library.\n\n\nino\n - Command line toolkit for working with \nArduino\n.\n\n\nPyro\n - Python Robotics.\n\n\n\n\nCompatibility\n\n\nLibraries for migrating from Python 2 to 3.\n\n\n\n\nSix\n - Python 2 and 3 compatibility utilities.\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\n\n\nMiscellaneous\n\n\nUseful libraries or tools that don't fit in the categories above.\n\n\n\n\npluginbase\n - A simple but flexible plugin system for Python.\n\n\nitsdangerous\n - Various helpers to pass trusted data to untrusted environments.\n\n\nblinker\n - A fast Python in-process signal/event dispatching system.\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\npython-patterns\n - A collection of design patterns in Python.\n\n\nalgorithms\n - A module of algorithms for Python.\n\n\n\n\nEditor Plugins\n\n\nPlugins for editors and IDEs.\n\n\n\n\nVim\n\n\nPython-mode\n - An all in one plugin for turning Vim into a Python IDE.\n\n\nJedi-vim\n - Vim bindings for the \nJedi\n auto-completion library for Python.\n\n\nYouCompleteMe\n - Includes \nJedi\n-based completion engine for Python\n\n\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 \nJedi\n.\n\n\nAnaconda\n - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.\n\n\n\n\n\n\nAtom\n\n\nLinter\n - A static code analysis tool for Atom.\n\n\nLinter-flake8\n - An addon to \nlinter\n, that acts as an interface for \nflake8\n.\n\n\nvirtualenv\n - Atom package for virtualenv management.\n\n\n\n\n\n\n\n\nIDEs\n\n\nPopular Python IDEs\n\n\n\n\nPyCharm\n - Commercial Python IDE based on the IntelliJ platform 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\nWingware\n - Commercial IDE for Python.\n\n\n\n\nResources\n\n\nWhere to discover new Python libraries.\n\n\nWebsites\n\n\n\n\nr/Python\n - News about Python.\n\n\nPython 3 Wall of Superpowers\n - Too many popular Python packages don't support Python 3.\n\n\nTrending Python repositories on GitHub today\n - Good place to find new Python libraries.\n\n\nPython Hackers\n - List of top 400 projects in GitHub.\n\n\nCoolGithubProjects\n - Sharing cool github projects just got easier!\n\n\nFull Stack Python\n - Plain English explanations for every layer of the Python web application stack.\n\n\nDjango Packages\n - A directory of reusable apps, sites, tools, and more for Django projects.\n\n\n\n\nWeekly\n\n\n\n\nPycoder's Weekly\n\n\nPython Weekly\n\n\nImport Python Newsletter\n\n\n\n\nTwitter\n\n\n\n\n@pypi\n\n\n@planetpython\n\n\n@getpy\n\n\n@pycoders\n\n\n@PythonWeekly\n\n\n@pythontrending\n\n\n\n\nOther Awesome Lists\n\n\nList of lists.\n\n\n\n\nPython\n\n\npycrumbs\n\n\npythonidae\n\n\npython-github-projects\n\n\npython_reference\n\n\neasy-python\n\n\n\n\n\n\nMonty\n\n\nawesome-awesomeness\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\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\nvirtualenv\n - A tool to create isolated Python environments.\n\n\nvirtualenvwrapper\n - A set of extensions to virtualenv.\n\n\nvirtualenv-api\n - An API for virtualenv and pip.\n\n\npew\n - A set of tools to manage multiple virtual environments.\n\n\nVex\n - Run a command in the named virtualenv.\n\n\nPyRun\n - A one-file, no-installation-needed version of Python.\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\ndevpi\n - PyPI server and packaging/testing/release tool.\n\n\nlocalshop\n - PyPI server which mirrors official packages on-demand, and also supports local (private) package uploads.\n\n\nbandersnatch\n - PyPI mirroring tool provided by Python Packaging Authority (PyPA)\n\n\n\n\nDistribution\n\n\nLibraries to create packaged executables for release distribution.\n\n\n\n\ncx-Freeze\n - Freezes Python scripts (cross-platform).\n\n\npy2exe\n - Freezes Python scripts (Windows).\n\n\npynsist\n - A tool to build Windows installers, installers bundle Python itself.\n\n\npy2app\n - Freezes Python scripts (Mac OS X).\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\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, some of which may be non-Python-based.\n\n\nSCons\n - A software construction tool.\n\n\nPlatformIO\n - A console tool to build code with different development platforms.\n\n\nBitBake\n - A make-like build tool with the special focus of distributions and packages for embedded Linux.\n\n\nfabricate\n - A build tool that finds dependencies automatically for any language.\n\n\nPyBuilder\n - A continuous build tool written in pure Python which mainly targets Python applications.\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\nmimetypes\n - (Python standard library) Map filenames to MIME types.\n\n\nimghdr\n - (Python standard library) Determine the type of an image.\n\n\npython-magic\n - A Python interface to the libmagic file type identification library.\n\n\npath.py\n - A module wrapper for \nos.path\n.\n\n\nwatchdog\n - API and shell utilities to monitor file system events.\n\n\nUnipath\n - An object-oriented approach to file/directory operations.\n\n\npathlib\n - (Python standard library in Python 3.4+) An cross-platform, object-oriented path library.\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\nwhen.py\n - Providing user-friendly functions to help perform common date and time actions.\n\n\nmoment\n - A Python library for dealing with dates/times. Inspired by \nMoment.js\n.\n\n\npytz\n - World timezone definitions, modern and historical. Brings the \ntz database\n into Python.\n\n\nPyTime\n - A easy-use Python module which aims to operate date/time/datetime by string.\n\n\n\n\nText Processing\n\n\nLibraries for parsing and manipulating plain texts.\n\n\n\n\nGeneral\n\n\ndifflib\n - (Python standard library) Helpers for computing deltas.\n\n\nLevenshtein\n - Fast computation of Levenshtein distance and string similarity.\n\n\nfuzzywuzzy\n - Fuzzy String Matching.\n\n\nesmre\n - Regular expression accelerator.\n\n\nshortuuid\n - A generator library for concise, unambiguous and URL-safe UUIDs.\n\n\nftfy\n - Makes Unicode text less broken and more consistent automagically.\n\n\nunidecode\n - ASCII transliterations of Unicode text.\n\n\nchardet\n - Python 2/3 compatible character encoding detector.\n\n\nxpinyin\n - A library to translate Chinese hanzi (\u6f22\u5b57) to pinyin (\u62fc\u97f3).\n\n\npangu.py\n - Spacing texts for CJK and alphanumerics.\n\n\npyfiglet\n - An implementation of figlet written in Python.\n\n\nuniout\n - Print readable chars instead of the escaped string.\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\nPLY\n - Implementation of lex and yacc parsing tools for Python\n\n\nphonenumbers\n - Parsing, formatting, storing and validating international phone numbers.\n\n\npython-user-agents\n - Browser user agent parser.\n\n\nsqlparse\n - A non-validating SQL parser.\n\n\nPygments\n - A generic syntax highlighter.\n\n\npython-nameparser\n - Parsing human names into their individual components.\n\n\npyparsing\n - A general purpose framework for generating parsers.\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\npython-docx\n - Reads, queries and modifies Microsoft Word 2007/2008 docx files.\n\n\nxlwt\n / \nxlrd\n - Writing and reading data and formatting information from Excel files.\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\nopenpyxl\n - A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.\n\n\nMarmir\n - Takes Python data structures and turns them into spreadsheets.\n\n\nunoconv\n - Convert between any document format supported by LibreOffice/OpenOffice.\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\nPython-Markdown\n - A Python implementation of John Gruber\u2019s Markdown.\n\n\nMistune\n - Fastest and full featured pure Python parsers of 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\nPattern\n - A web mining module for the Python. It has tools for natural language processing, machine learning, among others.\n\n\nTextBlob\n - Providing a consistent API for diving into common NLP tasks. Stands on the giant shoulders of NLTK and Pattern.\n\n\njieba\n - Chinese Words Segmentation Utilities.\n\n\nSnowNLP\n - A library for processing Chinese text.\n\n\nloso\n - Another Chinese segmentation library.\n\n\ngenius\n - A Chinese segment base on Conditional Random Field.\n\n\nlangid.py\n - Stand-alone language identification system.\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\nreStructuredText\n - Markup Syntax and Parser Component of Docutils.\n\n\nMkDocs\n - Markdown friendly documentation generator.\n\n\nPycco\n - The original quick-and-dirty, hundred-line-long, literate-programming-style documentation generator.\n\n\npdoc\n - Epydoc replacement to auto generate API documentation for Python libraries.\n\n\n\n\nConfiguration\n\n\nLibraries for storing configuration options.\n\n\n\n\nConfigParser\n - (Python standard library) INI file parser.\n\n\nConfigObj\n - INI file parser with validation.\n\n\nconfig\n - Hierarchical config from the author of \nlogging\n.\n\n\nprofig\n - Config from multiple formats with value conversion.\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 - Cement provides 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\nclint\n - Python Command-line Application Tools.\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\ndocopt\n - Pythonic command line arguments parser.\n\n\ncolorama\n - Cross-platform colored terminal text.\n\n\npyCLI\n - Command-line applications supporting standard command line parsing, logging, unit and functional testing.\n\n\nGooey\n - Turn command line programs into a full GUI application with one line\n\n\npython-prompt-toolkit\n - A Library for building powerful interactive command lines.\n\n\n\n\n\n\nProductivity Tools\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\nhttpie\n - A command line HTTP client, a user-friendly cURL replacement.\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\ncaniusepython3\n - Determine what projects are blocking you from porting to Python 3.\n\n\nthefuck\n - Correcting your previous console command.\n\n\ndoitlive\n - A tool for live presentations in the terminal.\n\n\nPathPicker\n - Select files out of bash output.\n\n\nbashplotlib\n - Making basic plots in the terminal. It's a quick way to visualize data without GUI.\n\n\n\n\n\n\n\n\nDownloader\n\n\nLibraries for downloading.\n\n\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\nyoutube-dl\n - A small command-line program to download videos from YouTube.\n\n\nyou-get\n - A YouTube/Youku/Niconico video downloader written in Python 3.\n\n\ncoursera\n - Script for downloading Coursera.org videos and naming them.\n\n\nWikiTeam\n - Tools for downloading and preserving wikis.\n\n\nsubliminal\n - Library and command line tool to search and download subtitles.\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\nwand\n - Python bindings for \nMagickWand\n, C API for ImageMagick.\n\n\nthumbor\n - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.\n\n\nimgSeek\n - A project for searching a collection of images using visual similarity.\n\n\npython-qrcode\n - A pure Python QR Code generator.\n\n\npyBarcode\n - Create barcodes in Python without needing PIL.\n\n\npygram\n - Instagram-like image filters.\n\n\nQuads\n - Computer art based on quadtrees.\n\n\nnude.py\n - Nudity detection.\n\n\nscikit-image\n - A Python library for (scientific) image processing.\n\n\nhmap\n - Image histogram remapping.\n\n\n\n\nOCR\n\n\nLibraries for Optical Character Recognition.\n\n\n\n\npython-tesseract\n - A wrapper class for \nGoogle Tesseract OCR\n.\n\n\npytesseract\n - Another wrapper for Google Tesseract OCR.\n\n\npyocr\n - A wrapper for Tesseract and Cuneiform.\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\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\nm3u8\n - A module for parsing m3u8 file.\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\nshorten.tv\n - Video summarization.\n\n\nscikit-video\n - Video processing routines for SciPy.\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\ngeopy\n - Python Geocoding Toolbox.\n\n\npygeoip\n - Pure Python GeoIP API.\n\n\nGeoIP\n - Python API for MaxMind GeoIP Legacy Database.\n\n\ngeojson\n - Python bindings and utlities for GeoJSON.\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\nurllib3\n - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.\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\n\n\nDatabase\n\n\nDatabases implemented in Python.\n\n\n\n\nZODB\n - A native object database for Python. A key-value and object graph database.\n\n\npickleDB\n - A simple and lightweight key-value store for Python.\n\n\nTinyDB\n - A tiny, document-oriented database.\n\n\n\n\nDatabase Drivers\n\n\nLibraries for connecting and operating databases.\n\n\n\n\nRelational Databases\n\n\nmysql-python\n - The MySQL database connector for Python.\n\n\nmysqlclient\n - mysql-python fork supporting Python 3.\n\n\nPyMySQL\n - Pure Python MySQL driver compatible to mysql-python.\n\n\nmysql-connector-python\n - A pure Python MySQL driver from Oracle.\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\ntxpostgres\n - Twisted based asynchronous driver for PostgreSQL.\n\n\nqueries\n - A wrapper of the psycopg2 library for interacting with PostgreSQL.\n\n\ndataset\n - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.\n\n\napsw\n - Another Python SQLite wrapper.\n\n\n\n\n\n\nNoSQL Databases\n\n\ncassandra-python-driver\n - Python driver for Cassandra.\n\n\npycassa\n - Python Thrift driver for Cassandra.\n\n\nHappyBase\n - A developer-friendly library for Apache HBase.\n\n\nPyMongo\n - The official Python client for MongoDB.\n\n\nPlyvel\n - A fast and feature-rich Python interface to LevelDB.\n\n\nredis-py\n - The Redis Python Client.\n\n\npy2neo\n - Python wrapper client for Neo4j's restful interface.\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\nMongoEngine\n - A Python Object-Document-Mapper for working with MongoDB.\n\n\ndjango-mongodb-engine\n - Django MongoDB Backend.\n\n\nredisco\n - A Python Library for Simple Models and Containers Persisted in Redis.\n\n\nflywheel\n - Object mapper for Amazon DynamoDB.\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\nBottle\n - A fast, simple and lightweight WSGI micro web-framework.\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\nweb2py\n - A full stack web framework and platform focused in the ease of use.\n\n\nweb.py\n - A web framework for Python that is as simple as it is powerful.\n\n\nTurboGears\n - The Web Framework that starts as a microframework and scales up to a full stack solution.\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\nBluebream\n - An open-source web application server, framework and library, formerly known as Zope 3.\n\n\nguava\n - A lightweight and high performance web framework for Python written in C.\n\n\n\n\nPermissions\n\n\nLibraries that allow or deny users access to data or functionality.\n\n\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\nCarteblanche\n - Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.\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\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\nalipay\n - Unofficial Alipay API for Python.\n\n\n\n\nRESTful API\n\n\nLibraries for developing RESTful APIs.\n\n\n\n\ncornice\n - A REST framework for Pyramid.\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 - An implementation of the same web browsable APIs that django-rest-framework provides.\n\n\nflask-restful\n - An extension for Flask that adds support for quickly building REST APIs.\n\n\nflask-restless\n - A Flask extension for generating ReSTful APIs for database models defined with SQLAlchemy (or Flask-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 - A tool for quickly creating REST/HATEOAS/Hypermedia APIs with extensions for Flask and Django.\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 package.\n\n\nOAuthLib\n - A generic, spec-compliant, thorough implementation of the OAuth request-signing logic.\n\n\nrauth\n - A Python library for OAuth 1.0/a, 2.0, and Ofly.\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\ndjango-oauth-toolkit\n - OAuth2 goodies for the Djangonauts.\n\n\ndjango-oauth2-provider\n - Providing OAuth2 access to Django app.\n\n\ndjango-allauth\n - Authentication app for Django that \"just works.\"\n\n\nFlask-OAuthlib\n - OAuth 1.0/a, 2.0 implementation of client and provider for Flask.\n\n\nsanction\n - A dead simple OAuth2 client implementation.\n\n\n\n\n\n\nOthers\n\n\nPyJWT\n - Implementation of the JSON Web Token draft 01.\n\n\npython-jwt\n - Module for generating and verifying JSON Web Tokens.\n\n\npython-jws\n - Implementation of JSON Web Signatures draft 02.\n\n\njose\n - JavaScript Object Signing and Encryption draft implementation.\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\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\nChameleon\n - An HTML/XML template engine. Modeled after ZPT, optimized for speed.\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\nFeedly\n - A library to build newsfeed and notification systems using Cassandra and Redis.\n\n\ndjango-activity-stream\n - Generate generic activity streams from the actions on your site.\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\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\nfanstatic\n - Packages, optimizes, and serves static file dependencies as Python packages.\n\n\nfileconveyor\n - Monitors changes, processes, and transports assets to CDNs and file storage systems.\n\n\ndjango-storages\n - A collection of custom storage back ends for Django.\n\n\nglue\n - Glue is a simple command line tool to generate CSS sprites.\n\n\nlibsass-python\n - A Python binding of \nlibsass\n, the reference implementation of SASS/SCSS.\n\n\nFlask-Assets\n - Helps you integrate webassets into your Flask app.\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\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\ndjango-cache-machine\n - Automatic caching and invalidation for Django models through the ORM.\n\n\ndjango-cacheops\n - A slick ORM cache with automatic granular event-driven invalidation.\n\n\njohnny-cache\n - A caching framework for django applications.\n\n\ndjango-viewlet\n - Render template parts with extended cache control.\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\ninbox.py\n - Python SMTP Server for Humans.\n\n\nimbox\n - Python IMAP for Humans.\n\n\ninbox\n - The open source email toolkit.\n\n\nlamson\n - Pythonic SMTP Application Server.\n\n\nflanker\n - A email address and Mime parsing library.\n\n\nmarrow.mailer\n - High-performance extensible mail delivery framework.\n\n\ndjango-celery-ses\n - Django email back end with AWS SES and Celery.\n\n\nmodoboa\n - A mail hosting and management platform including a modern and simplified Web UI.\n\n\nenvelopes\n - Mailing for human beings.\n\n\nmailjet\n - Mailjet API implementation for batch mailing, statistics and more.\n\n\nTalon\n - Mailgun library to extract message quotations and signatures.\n\n\npyzmail\n - Compose, send and parse emails.\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\nlxml\n - A very fast, easy-to-use and versatile library for handling HTML and XML.\n\n\nhtml5lib\n - A standards-compliant library for parsing and serializing HTML documents and fragments.\n\n\npyquery\n - A jQuery-like library for parsing HTML.\n\n\ncssutils\n - A CSS library for Python.\n\n\nMarkupSafe\n - Implements a XML/HTML/XHTML Markup safe string for Python.\n\n\nbleach\n - A whitelist-based HTML sanitization and text linkification library.\n\n\nxmltodict\n - Working with XML feel like you are working with JSON.\n\n\nxhtml2pdf\n - HTML/CSS to PDF converter.\n\n\nuntangle\n - Converts XML documents to Python objects for easy access.\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\nportia\n - Visual scraping for Scrapy.\n\n\nfeedparser\n - Universal feed parser.\n\n\nRoboBrowser\n - A simple, Pythonic library for browsing the web without a standalone web browser.\n\n\nMechanicalSoup\n - A Python library for automating interaction with websites.\n\n\nmechanize\n - Stateful programmatic web browsing.\n\n\nDemiurge\n - PyQuery-based scraping micro-framework.\n\n\ncola\n - A distributed crawling framework.\n\n\npyspider\n - A powerful spider system.\n\n\nGrab\n - Site scraping framework.\n\n\n\n\nWeb Content Extracting\n\n\nLibraries for extracting web contents.\n\n\n\n\nnewspaper\n - News extraction, article extraction and content curation in Python.\n\n\nhtml2text\n - Convert HTML to Markdown-formatted text.\n\n\npython-goose\n - HTML Content/Article Extractor.\n\n\nlassie\n - Web Content Retrieval for Humans.\n\n\nmicawber\n - A small library for extracting rich content from URLs.\n\n\nsumy\n - A module for automatic summarization of text documents and HTML pages.\n\n\nHaul\n - An Extensible Image Crawler.\n\n\npython-readability\n - Fast Python port of arc90's readability tool.\n\n\nopengraph\n - A Python module to parse the Open Graph Protocol\n\n\ntextract\n - Extract text from any document, Word, PowerPoint, PDFs, etc.\n\n\nsanitize\n - Bringing sanity to world of messed-up data.\n\n\n\n\nForms\n\n\nLibraries for working with forms.\n\n\n\n\nWTForms\n - A flexible forms validation and rendering library.\n\n\nWTForms-JSON\n - A WTForms extension for JSON data handling.\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\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\nvoluptuous\n - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc.\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\nschema\n - A library for validating Python data structures.\n\n\nSchematics\n - Data Structure Validation.\n\n\nkmatch\n - A language for matching/validating/filtering Python dictionaries.\n\n\nvalideer\n - Lightweight extensible data validation and adaptation library.\n\n\n\n\nAnti-spam\n\n\nLibraries for fighting spam.\n\n\n\n\ndjango-simple-spam-blocker\n - Simple spam blocker for Django.\n\n\ndjango-simple-captcha\n - A simple and highly customizable Django app to add captcha images to any Django form.\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\nGrappelli\n \u2013 A jazzy skin for the Django Admin-Interface.\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\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\nsh\n - A full-fledged subprocess replacement for Python.\n\n\nsarge\n - Yet another wrapper for subprocess.\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\ngevent\n - A coroutine-based Python networking library that uses \ngreenlet\n.\n\n\neventlet\n - Asynchronous framework with WSGI support.\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 in Python 3.4+) Asynchronous I/O, event loop, coroutines and tasks.\n\n\nTwisted\n - An event-driven networking engine.\n\n\nTornado\n - A Web framework and asynchronous networking library.\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\nCrossbar\n - Open-source Unified Application Router (Websocket \n WAMP for Python on Autobahn).\n\n\nAutobahnPython\n - WebSocket \n WAMP for Python on Twisted and \nasyncio\n.\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\nuwsgi\n - A project aims at developing a full stack for building hosting services, written in C.\n\n\nWerkzeug\n - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.\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\nnetius\n - Asynchronous, very fast.\n\n\ngunicorn\n - Pre-forked, partly 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\nbjoern\n - Asynchronous, very fast and written in C.\n\n\n\n\nRPC Servers\n\n\nRPC-compatible servers.\n\n\n\n\nSimpleXMLRPCServer\n - (Python standard library) Simple XML-RPC server implementation, single-threaded.\n\n\nSimpleJSONRPCServer\n - This library is an implementation of the JSON-RPC specification.\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\nPyCrypto\n - The Python Cryptography Toolkit.\n\n\nParamiko\n - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.\n\n\ncryptography\n - A package designed to expose cryptographic primitives and recipes to Python developers.\n\n\nPyNacl\n - Python binding to the Networking and Cryptography (NaCl) library.\n\n\nhashids\n - Implementation of \nhashids\n in Python.\n\n\nPasslib\n - Secure password storage/hashing library, very high level.\n\n\n\n\nGUI\n\n\nLibraries for working with graphical user interface applications.\n\n\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\nwxPython\n - A blending of the wxWidgets C++ class library with the Python.\n\n\nkivy\n - A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.\n\n\ncurses\n - Built-in wrapper for \nncurses\n used to create terminal GUI applications.\n\n\nurwid\n - A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.\n\n\npyglet\n - A cross-platform windowing and multimedia library for Python.\n\n\nTkinter\n - Tkinter is Python's de-facto standard GUI package.\n\n\nenaml\n - Creating beautiful user-interfaces with Declaratic Syntax like QML.\n\n\nToga\n - A Python native, OS native GUI toolkit.\n\n\n\n\nGame Development\n\n\nAwesome game development libraries.\n\n\n\n\nPygame\n - Pygame is a set of Python modules designed for writing games.\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\nPySDL2\n - A ctypes based wrapper for the SDL2 library.\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\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\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\nSentry\n - A realtime logging and aggregation server.\n\n\nRaven\n - The Python client for Sentry.\n\n\nEliot\n - Logging for complex \n distributed systems.\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\npytest\n - A mature full-featured Python testing tool.\n\n\nmamba\n - The definitive testing tool for Python. Born under the banner of BDD.\n\n\ncontexts\n - A BDD framework for Python 3.3+. Inspired by C#'s \nMachine.Specifications\n.\n\n\npyshould\n - Should style asserts based on \nPyHamcrest\n.\n\n\npyvows\n - BDD style testing for Python. Inspired by \nVows.js\n.\n\n\nhypothesis\n - Hypothesis is an advanced Quickcheck style property based testing library.\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\nsplinter\n - Open source tool for testing web applications.\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\n\n\n\n\nMock\n\n\nmock\n - A Python Mocking and Patching Library for Testing.\n\n\nresponses\n - A utility library for mocking out the requests Python 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\nhttpretty\n - HTTP request mock tool for Python.\n\n\nhttmock\n - A mocking library for requests for Python 2.6+ and 3.2+.\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\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\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\npysonar2\n - A type inferencer and indexer for Python.\n\n\npycallgraph\n - A library that visualises the flow (call graph) of your Python application.\n\n\ncode2flow\n - Turn your Python and JavaScript code into DOT flowcharts.\n\n\n\n\n\n\nLinter\n\n\nFlake8\n - The modular source code checker: pep8, pyflakes and co.\n\n\npylama\n - Code audit tool for Python and JavaScript.\n\n\nPylint\n - A source code analyzer.\n\n\n\n\n\n\n\n\nDebugging Tools\n\n\nLibraries for debugging code.\n\n\n\n\nipdb\n - IPython-enabled \npdb\n.\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\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\npython-statsd\n - Python Client for the \nstatsd\n server.\n\n\nmemory_profiler\n - Monitor Memory usage of Python code.\n\n\nprofiling\n - An interactive Python profiler.\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\npyelftools\n - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information.\n\n\nline_profiler\n - Line-by-line profiling.\n\n\n\n\nScience and Data Analysis\n\n\nLibraries for scientific computing and data analyzing.\n\n\n\n\nSciPy\n - A Python-based ecosystem of open-source software for mathematics, science, and engineering.\n\n\nNumPy\n - A fundamental package for scientific computing with Python.\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\nNetworkX\n - A high-productivity software for complex networks.\n\n\nPandas\n - A library providing high-performance, easy-to-use data structures and data analysis tools.\n\n\nOpen Mining\n - Business Intelligence (BI) in Python (Pandas web interface)\n\n\nPyMC\n - Markov Chain Monte Carlo sampling toolkit.\n\n\nzipline\n - A Pythonic algorithmic trading library.\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\nSymPy\n - A Python library for symbolic mathematics.\n\n\nstatsmodels\n - Statistical modeling and econometrics in Python.\n\n\nastropy\n - A community Python library for Astronomy.\n\n\norange\n - Data mining, data visualization, analysis and machine learning through visual programming or Python scripting.\n\n\nRDKit\n - Cheminformatics and Machine Learning Software.\n\n\nOpen Babel\n - A chemical toolbox designed to speak the many languages of chemical data.\n\n\ncclib\n - A library for parsing and interpreting the results of computational chemistry packages.\n\n\nBiopython\n - Biopython is a set of freely available tools for biological computation.\n\n\nbccb\n - Collection of useful code related to biological analysis.\n\n\nbcbio-nextgen\n - A toolkit providing best-practice pipelines for fully automated high throughput sequencing analysis.\n\n\nblaze\n - NumPy and Pandas interface to Big Data.\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\nplotly\n - Collaborative web plotting for Python and matplotlib.\n\n\nvincent\n - A Python to Vega translator.\n\n\nggplot\n - Same API as ggplot2 for R.\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\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\nscikit-learn\n - A Python module for machine learning built on top of SciPy.\n\n\npattern\n - Web mining module for Python.\n\n\nNuPIC\n - Numenta Platform for Intelligent Computing.\n\n\nPylearn2\n - A Machine Learning library based on \nTheano\n.\n\n\nhebel\n - GPU-Accelerated Deep Learning Library in Python.\n\n\ngensim\n - Topic Modelling for Humans.\n\n\nPyBrain\n - Another Python Machine Learning Library.\n\n\nCrab\n - A \ufb02exible, fast recommender engine.\n\n\npython-recsys\n - A Python library for implementing a Recommender System.\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\nPySpark\n - The Spark Python API.\n\n\ndpark\n - Python clone of Spark, a MapReduce alike framework in Python.\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\ndumbo\n - Python module that allows one to easily write and run Hadoop programs.\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\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\nCyToolz\n - Cython implementation of Toolz: High performance functional utilities.\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\ntwython\n - A Python wrapper for the Twitter API.\n\n\ngoogle-api-python-client\n - Google APIs Client Library for Python.\n\n\ngspread\n - Google Spreadsheets Python API.\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\ndjango-wordpress\n - WordPress models and views for Django.\n\n\n\n\nDevOps Tools\n\n\nSoftware and libraries for DevOps.\n\n\n\n\nOpenStack\n - Open source software for building private and public clouds.\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\nFabtools\n - Tools for writing awesome Fabric files.\n\n\ncuisine\n - Chef-like functionality for Fabric.\n\n\npsutil\n - A cross-platform process and system utilities module.\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\nhoncho\n - A Python port of \nForeman\n, a tool for managing Procfile-based applications.\n\n\ngunnery\n - Multipurpose task execution tool for distributed systems with web-based interface.\n\n\nDocker-Compose\n - Fast, isolated development environments using \nDocker\n.\n\n\nhgapi\n - Pure-Python API for Mercurial.\n\n\ngitapi\n - Pure-Python API for git.\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\nSpiff\n - A powerful workflow engine implemented in pure Python.\n\n\nschedule\n - Python job scheduling for humans.\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\nctypes\n - (Python standard library) Foreign Function Interface for Python calling C code.\n\n\ncffi\n - Foreign Function Interface for Python calling C code.\n\n\nSWIG\n - Simplified Wrapper and Interface Generator.\n\n\nPyCUDA\n - A Python wrapper for Nvidia's CUDA API.\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\nStackless Python\n - An enhanced version of the Python.\n\n\nPyston\n - A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.\n\n\n\n\nMicrosoft Windows\n\n\nPython programming on Microsoft Windows.\n\n\n\n\nPyWin32\n - Python Extensions for Windows.\n\n\nPythonNet\n - Python Integration with the .NET Common Language Runtime (CLR).\n\n\npythonlibs\n - Unofficial Windows binaries for Python extension packages.\n\n\nspyder\n - IDE for the Python language with advanced editing, interactive testing, debugging and introspection features (also comes with Anaconda, WinPython).\n\n\nPython(x,y)\n - Scientific-applications-oriented Python Distribution based on Qt and Spyder.\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\nPyUserInput\n - A module for cross-platform control of the mouse and keyboard.\n\n\nwifi\n - A Python library and command line tool for working with WiFi on Linux.\n\n\nscapy\n - A brilliant packet manipulation library.\n\n\nino\n - Command line toolkit for working with \nArduino\n.\n\n\nPyro\n - Python Robotics.\n\n\n\n\nCompatibility\n\n\nLibraries for migrating from Python 2 to 3.\n\n\n\n\nSix\n - Python 2 and 3 compatibility utilities.\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\n\n\nMiscellaneous\n\n\nUseful libraries or tools that don't fit in the categories above.\n\n\n\n\npluginbase\n - A simple but flexible plugin system for Python.\n\n\nitsdangerous\n - Various helpers to pass trusted data to untrusted environments.\n\n\nblinker\n - A fast Python in-process signal/event dispatching system.\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\npython-patterns\n - A collection of design patterns in Python.\n\n\nalgorithms\n - A module of algorithms for Python.\n\n\n\n\nEditor Plugins\n\n\nPlugins for editors and IDEs.\n\n\n\n\nVim\n\n\nPython-mode\n - An all in one plugin for turning Vim into a Python IDE.\n\n\nJedi-vim\n - Vim bindings for the \nJedi\n auto-completion library for Python.\n\n\nYouCompleteMe\n - Includes \nJedi\n-based completion engine for Python\n\n\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 \nJedi\n.\n\n\nAnaconda\n - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.\n\n\n\n\n\n\n\n\nIDEs\n\n\nPopular Python IDEs.\n\n\n\n\nPyCharm\n - Commercial Python IDE based on the IntelliJ platform 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\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!", 
             "title": "Life is short, you need Python."
         }, 
         {
             "location": "/#awesome-python", 
-            "text": "A curated list of awesome Python frameworks, libraries and software. Inspired by  awesome-php .   Awesome Python  Environment Management  Package Management  Package Repositories  Distribution  Build Tools  Interactive Interpreter  Files  Date and Time  Text Processing  Specific Formats Processing  Natural Language Processing  Documentation  Configuration  Command-line Tools  Downloader  Imagery  OCR  Audio  Video  Geolocation  HTTP  Database  Database Drivers  ORM  Web Frameworks  Permissions  CMS  E-commerce  RESTful API  Authentication  Template Engine  Queue  Search  News Feed  Asset Management  Caching  Email  Internationalization  URL Manipulation  HTML Manipulation  Web Crawling  Web Content Extracting  Forms  Data Validation  Anti-spam  Tagging  Admin Panels  Static Site Generator  Processes and Threads  Concurrency and Networking  WebSocket  WSGI Servers  RPC Servers  Cryptography  GUI  Game Development  Logging  Testing  Code Analysis and Linter  Debugging Tools  Science and Data Analysis  Data Visualization  Computer Vision  Machine Learning  Functional Programming  MapReduce  Third-party APIs  DevOps Tools  Job Scheduler  Foreign Function Interface  High Performance  Network Virtualization and SDN  Hardware  Compatibility  Miscellaneous  Algorithms and Design Patterns  Editor Plugins  IDEs    Resources  Websites  Weekly  Twitter    Other Awesome Lists  Contributing", 
+            "text": "A curated list of awesome Python frameworks, libraries and software. Inspired by  awesome-php .   Awesome Python  Environment Management  Package Management  Package Repositories  Distribution  Build Tools  Interactive Interpreter  Files  Date and Time  Text Processing  Specific Formats Processing  Natural Language Processing  Documentation  Configuration  Command-line Tools  Downloader  Imagery  OCR  Audio  Video  Geolocation  HTTP  Database  Database Drivers  ORM  Web Frameworks  Permissions  CMS  E-commerce  RESTful API  Authentication  Template Engine  Queue  Search  News Feed  Asset Management  Caching  Email  Internationalization  URL Manipulation  HTML Manipulation  Web Crawling  Web Content Extracting  Forms  Data Validation  Anti-spam  Tagging  Admin Panels  Static Site Generator  Processes  Concurrency and Parallelism  Networking  WebSocket  WSGI Servers  RPC Servers  Cryptography  GUI  Game Development  Logging  Testing  Code Analysis and Linter  Debugging Tools  Science and Data Analysis  Data Visualization  Computer Vision  Machine Learning  Functional Programming  MapReduce  Third-party APIs  DevOps Tools  Job Scheduler  Foreign Function Interface  High Performance  Network Virtualization and SDN  Hardware  Compatibility  Miscellaneous  Algorithms and Design Patterns  Editor Plugins  IDEs    Resources  Websites  Weekly  Twitter    Other Awesome Lists  Contributing", 
             "title": "Awesome Python"
         }, 
         {
@@ -32,7 +32,7 @@
         }, 
         {
             "location": "/#build-tools", 
-            "text": "Compile software from source code.   buildout  - A build system for creating, assembling and deploying applications from multiple parts, some of which may be non-Python-based.  SCons  - A software construction tool.  PlatformIO  - A console tool to build code with different development platforms.  BitBake  - A make-like build tool with the special focus of distributions and packages for embedded Linux.  fabricate  - A build tool that finds dependencies automatically for any language.", 
+            "text": "Compile software from source code.   buildout  - A build system for creating, assembling and deploying applications from multiple parts, some of which may be non-Python-based.  SCons  - A software construction tool.  PlatformIO  - A console tool to build code with different development platforms.  BitBake  - A make-like build tool with the special focus of distributions and packages for embedded Linux.  fabricate  - A build tool that finds dependencies automatically for any language.  PyBuilder  - A continuous build tool written in pure Python which mainly targets Python applications.", 
             "title": "Build Tools"
         }, 
         {
@@ -77,7 +77,7 @@
         }, 
         {
             "location": "/#command-line-tools", 
-            "text": "Libraries for building command-line application.   Command-line Application Development  cement  - Cement provides 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.  clint  - Python Command-line Application Tools.  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.  docopt  - Pythonic command line arguments parser.  colorama  - Cross-platform colored terminal text.  pyCLI  - Command-line applications supporting standard command line parsing, logging, unit and functional testing.  Gooey  - Turn command line programs into a full GUI application with one line  python-prompt-toolkit  - A Library for building powerful interactive command lines.    Productivity Tools  cookiecutter  - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.  httpie  - A command line HTTP client, a user-friendly cURL replacement.  percol  - Adds flavor of interactive selection to the traditional pipe concept on UNIX.  RainbowStream  - Smart and nice Twitter client on terminal.  caniusepython3  - Determine what projects are blocking you from porting to Python 3.  thefuck  - Correcting your previous console command.  doitlive  - A tool for live presentations in the terminal.  PathPicker  - Select files out of bash output.", 
+            "text": "Libraries for building command-line application.   Command-line Application Development  cement  - Cement provides 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.  clint  - Python Command-line Application Tools.  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.  docopt  - Pythonic command line arguments parser.  colorama  - Cross-platform colored terminal text.  pyCLI  - Command-line applications supporting standard command line parsing, logging, unit and functional testing.  Gooey  - Turn command line programs into a full GUI application with one line  python-prompt-toolkit  - A Library for building powerful interactive command lines.    Productivity Tools  cookiecutter  - A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.  httpie  - A command line HTTP client, a user-friendly cURL replacement.  percol  - Adds flavor of interactive selection to the traditional pipe concept on UNIX.  RainbowStream  - Smart and nice Twitter client on terminal.  caniusepython3  - Determine what projects are blocking you from porting to Python 3.  thefuck  - Correcting your previous console command.  doitlive  - A tool for live presentations in the terminal.  PathPicker  - Select files out of bash output.  bashplotlib  - Making basic plots in the terminal. It's a quick way to visualize data without GUI.", 
             "title": "Command-line Tools"
         }, 
         {
@@ -152,7 +152,7 @@
         }, 
         {
             "location": "/#restful-api", 
-            "text": "Libraries for developing RESTful APIs.   cornice  - A REST framework for Pyramid.  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  - An implementation of the same web browsable APIs that django-rest-framework provides.  flask-restful  - An extension for Flask that adds support for quickly building REST APIs.  flask-restless  - A Flask extension for generating ReSTful APIs for database models defined with SQLAlchemy (or Flask-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)", 
+            "text": "Libraries for developing RESTful APIs.   cornice  - A REST framework for Pyramid.  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  - An implementation of the same web browsable APIs that django-rest-framework provides.  flask-restful  - An extension for Flask that adds support for quickly building REST APIs.  flask-restless  - A Flask extension for generating ReSTful APIs for database models defined with SQLAlchemy (or Flask-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  - A tool for quickly creating REST/HATEOAS/Hypermedia APIs with extensions for Flask and Django.", 
             "title": "RESTful API"
         }, 
         {
@@ -227,7 +227,7 @@
         }, 
         {
             "location": "/#data-validation", 
-            "text": "Libraries for validating data. Used for forms in many cases.   voluptuous  - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc.  colander  - A system for validating and deserializing data obtained via XML, JSON, an HTML form post or any other equally simple data serialization.  schema  - A library for validating Python data structures.  Schematics  - Data Structure Validation.  kmatch  - A language for matching/validating/filtering Python dictionaries.  valideer  - Lightweight extensible data validation and adaptation library.", 
+            "text": "Libraries for validating data. Used for forms in many cases.   Cerberus  - A mappings-validator with a variety of rules, normalization-features and simple customization that uses a pythonic schema-definition.  voluptuous  - A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc.  colander  - A system for validating and deserializing data obtained via XML, JSON, an HTML form post or any other equally simple data serialization.  schema  - A library for validating Python data structures.  Schematics  - Data Structure Validation.  kmatch  - A language for matching/validating/filtering Python dictionaries.  valideer  - Lightweight extensible data validation and adaptation library.", 
             "title": "Data Validation"
         }, 
         {
@@ -251,18 +251,23 @@
             "title": "Static Site Generator"
         }, 
         {
-            "location": "/#processes-and-threads", 
-            "text": "Libraries for working with processes or threads   multiprocessing  - (Python standard library) Process-based \"threading\" interface.  threading  - (Python standard library) Higher-level threading interface.  envoy  - Python Subprocesses for Humans\u2122.  sh  - A full-fledged  subprocess  replacement for Python.  sarge  - A wrapper for subprocess.", 
-            "title": "Processes and Threads"
+            "location": "/#processes", 
+            "text": "Libraries for starting and communicating with OS processes.   envoy  - Python  subprocess  for Humans\u2122.  sh  - A full-fledged subprocess replacement for Python.  sarge  - Yet another wrapper for subprocess.", 
+            "title": "Processes"
         }, 
         {
-            "location": "/#concurrency-and-networking", 
-            "text": "Libraries for concurrency and network programming.   asyncio  - (Python standard library in Python 3.4+) Asynchronous I/O, event loop, coroutines and tasks.  gevent  - A coroutine-based Python networking library that uses  greenlet .  Twisted  - An event-driven networking engine.  Tornado  - A Web framework and asynchronous networking library.  pulsar  - Event-driven concurrent framework for Python.  diesel  - Greenlet-based event I/O Framework for Python.  eventlet  - Asynchronous framework with WSGI support.  pyzmq  - A Python wrapper for the 0MQ message library.  txZMQ  - Twisted based wrapper for the 0MQ message library.  Crossbar  - Open-source Unified Application Router (Websocket   WAMP for Python on Autobahn).", 
-            "title": "Concurrency and Networking"
+            "location": "/#concurrency-and-parallelism", 
+            "text": "Libraries for concurrent and parallel execution.   multiprocessing  - (Python standard library) Process-based \"threading\" interface.  threading  - (Python standard library) Higher-level threading interface.  gevent  - A coroutine-based Python networking library that uses  greenlet .  eventlet  - Asynchronous framework with WSGI support.  Tomorrow  - Magic decorator syntax for asynchronous code.", 
+            "title": "Concurrency and Parallelism"
+        }, 
+        {
+            "location": "/#networking", 
+            "text": "Libraries for networking programming.   asyncio  - (Python standard library in Python 3.4+) Asynchronous I/O, event loop, coroutines and tasks.  Twisted  - An event-driven networking engine.  Tornado  - A Web framework and asynchronous networking library.  pulsar  - Event-driven concurrent framework for Python.  diesel  - Greenlet-based event I/O Framework for Python.  pyzmq  - A Python wrapper for the ZeroMQ message library.  txZMQ  - Twisted based wrapper for the ZeroMQ message library.", 
+            "title": "Networking"
         }, 
         {
             "location": "/#websocket", 
-            "text": "Libraries for working with WebSocket.   AutobahnPython  - WebSocket   WAMP for Python on Twisted and  asyncio .  WebSocket-for-Python  - WebSocket client and server library for Python 2 and 3 as well as PyPy.", 
+            "text": "Libraries for working with WebSocket.   Crossbar  - Open-source Unified Application Router (Websocket   WAMP for Python on Autobahn).  AutobahnPython  - WebSocket   WAMP for Python on Twisted and  asyncio .  WebSocket-for-Python  - WebSocket client and server library for Python 2 and 3 as well as PyPy.", 
             "title": "WebSocket"
         }, 
         {
@@ -292,12 +297,12 @@
         }, 
         {
             "location": "/#logging", 
-            "text": "Libraries for generating and working with log files.   logging  - (Python standard library) Logging facility for Python.  logbook  - Logging replacement for Python.  Sentry  - A realtime logging and aggregation server.  Raven  - The Python client for Sentry.  Eliot  - Logging for complex   distributed systems.", 
+            "text": "Libraries for generating and working with logs.   logging  - (Python standard library) Logging facility for Python.  logbook  - Logging replacement for Python.  Sentry  - A realtime logging and aggregation server.  Raven  - The Python client for Sentry.  Eliot  - Logging for complex   distributed systems.", 
             "title": "Logging"
         }, 
         {
             "location": "/#testing", 
-            "text": "Libraries for testing codebases and generating test data.   Testing Frameworks  unittest  - (Python standard library) Unit testing framework.  nose  - nose extends unittest.  pytest  - A mature full-featured Python testing tool.  mamba  - The definitive testing tool for Python. Born under the banner of BDD.  contexts  - A BDD framework for Python 3.3+. Inspired by C#'s  Machine.Specifications .  pyshould  - Should style asserts based on  PyHamcrest .  pyvows  - BDD style testing for Python. Inspired by  Vows.js .    Web Testing  Selenium  - Python bindings for  Selenium  WebDriver.  splinter  - Open source tool for testing web applications.  locust  - Scalable user load testing tool written in Python.  sixpack  - A language-agnostic A/B Testing framework.    Mock  mock  - A Python Mocking and Patching Library for Testing.  responses  - A utility library for mocking out the requests Python library.  doublex  - Powerful test doubles framework for Python.  freezegun  - Travel through time by mocking the datetime module.  httpretty  - HTTP request mock tool for Python.  httmock  - A mocking library for requests for Python 2.6+ and 3.2+.    Code Coverage  coverage  - Code coverage measurement.    Fake Data  faker  - A Python package that generates fake data.  fake2db  - Fake database generator.  factory_boy  - A test fixtures replacement for Python.  mixer  - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.  model_mommy  - Creating random fixtures for testing in Django.  radar  - Generate random datetime / time.    Error Handler  FuckIt.py  - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.", 
+            "text": "Libraries for testing codebases and generating test data.   Testing Frameworks  unittest  - (Python standard library) Unit testing framework.  nose  - nose extends unittest.  pytest  - A mature full-featured Python testing tool.  mamba  - The definitive testing tool for Python. Born under the banner of BDD.  contexts  - A BDD framework for Python 3.3+. Inspired by C#'s  Machine.Specifications .  pyshould  - Should style asserts based on  PyHamcrest .  pyvows  - BDD style testing for Python. Inspired by  Vows.js .  hypothesis  - Hypothesis is an advanced Quickcheck style property based testing library.  Robot Framework  - A generic test automation framework.    Web Testing  Selenium  - Python bindings for  Selenium  WebDriver.  splinter  - Open source tool for testing web applications.  locust  - Scalable user load testing tool written in Python.  sixpack  - A language-agnostic A/B Testing framework.    Mock  mock  - A Python Mocking and Patching Library for Testing.  responses  - A utility library for mocking out the requests Python library.  doublex  - Powerful test doubles framework for Python.  freezegun  - Travel through time by mocking the datetime module.  httpretty  - HTTP request mock tool for Python.  httmock  - A mocking library for requests for Python 2.6+ and 3.2+.    Code Coverage  coverage  - Code coverage measurement.    Fake Data  faker  - A Python package that generates fake data.  fake2db  - Fake database generator.  factory_boy  - A test fixtures replacement for Python.  mixer  - Another fixtures replacement. Supported Django, Flask, SQLAlchemy, Peewee and etc.  model_mommy  - Creating random fixtures for testing in Django.  radar  - Generate random datetime / time.    Error Handler  FuckIt.py  - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.", 
             "title": "Testing"
         }, 
         {
@@ -307,7 +312,7 @@
         }, 
         {
             "location": "/#debugging-tools", 
-            "text": "Libraries for debugging code.   pdb  - (Python standard library) The Python Debugger.  ipdb  - IPython-enabled pdb.  wdb  - An improbable web debugger through WebSockets.  winpdb  - A Platform Independent Python Debugger with GUI, capable of remote debugging based on rpdb2.  pudb  \u2013 A full-screen, console-based Python debugger.  pyringe  - Debugger capable of attaching to and injecting code into Python processes.  python-statsd  - Python Client for the  statsd  server.  memory_profiler  - Monitor Memory usage of Python code.  profiling  - An interactive Python profiler.  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.  pyelftools  - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information.", 
+            "text": "Libraries for debugging code.   ipdb  - IPython-enabled  pdb .  wdb  - An improbable web debugger through WebSockets.  winpdb  - A Platform Independent Python Debugger with GUI, capable of remote debugging based on rpdb2.  pudb  \u2013 A full-screen, console-based Python debugger.  pyringe  - Debugger capable of attaching to and injecting code into Python processes.  python-statsd  - Python Client for the  statsd  server.  memory_profiler  - Monitor Memory usage of Python code.  profiling  - An interactive Python profiler.  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.  pyelftools  - A pure-Python library for parsing and analyzing ELF files and DWARF debugging information.  line_profiler  - Line-by-line profiling.", 
             "title": "Debugging Tools"
         }, 
         {
@@ -317,7 +322,7 @@
         }, 
         {
             "location": "/#data-visualization", 
-            "text": "Libraries for visualizing data. See:  awesome-javascript .   matplotlib  - A Python 2D plotting library.  bokeh  - Interactive Web Plotting for Python.  plotly  - Collaborative web plotting for Python and matplotlib.  vincent  - A Python to Vega translator.  d3py  - A plotting library for Python, based on  D3.js .  ggplot  - Same API as ggplot2 for R.  Kartograph.py  - Rendering beautiful SVG maps in Python.  pygal  - A Python SVG Charts Creator.  pygraphviz  - Python interface to  Graphviz .  PyQtGraph  - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.  VisPy  - High-performance scientific visualization based on OpenGL.", 
+            "text": "Libraries for visualizing data. See:  awesome-javascript .   matplotlib  - A Python 2D plotting library.  bokeh  - Interactive Web Plotting for Python.  plotly  - Collaborative web plotting for Python and matplotlib.  vincent  - A Python to Vega translator.  ggplot  - Same API as ggplot2 for R.  pygal  - A Python SVG Charts Creator.  pygraphviz  - Python interface to  Graphviz .  PyQtGraph  - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.  VisPy  - High-performance scientific visualization based on OpenGL.", 
             "title": "Data Visualization"
         }, 
         {
@@ -397,12 +402,12 @@
         }, 
         {
             "location": "/#editor-plugins", 
-            "text": "Plugins for editors and IDEs.   Vim  Python-mode  - An all in one plugin for turning Vim into a Python IDE.  Jedi-vim  - Vim bindings for the  Jedi  auto-completion library for Python.  YouCompleteMe  - Includes  Jedi -based completion engine for Python    Emacs  Elpy  - Emacs Python Development Environment.    Sublime Text  SublimeJEDI  - A Sublime Text plugin to the awesome auto-complete library  Jedi .  Anaconda  - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.    Atom  Linter  - A static code analysis tool for Atom.  Linter-flake8  - An addon to  linter , that acts as an interface for  flake8 .  virtualenv  - Atom package for virtualenv management.", 
+            "text": "Plugins for editors and IDEs.   Vim  Python-mode  - An all in one plugin for turning Vim into a Python IDE.  Jedi-vim  - Vim bindings for the  Jedi  auto-completion library for Python.  YouCompleteMe  - Includes  Jedi -based completion engine for Python    Emacs  Elpy  - Emacs Python Development Environment.    Sublime Text  SublimeJEDI  - A Sublime Text plugin to the awesome auto-complete library  Jedi .  Anaconda  - Anaconda turns your Sublime Text 3 in a full featured Python development IDE.", 
             "title": "Editor Plugins"
         }, 
         {
             "location": "/#ides", 
-            "text": "Popular Python IDEs   PyCharm  - Commercial Python IDE based on the IntelliJ platform by JetBrains. Has free community edition available.  Komodo  - Commercial polyglot IDE with support for Python.   LiClipse  - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.   Spyder  - Open Source Python IDE.  Wingware  - Commercial IDE for Python.", 
+            "text": "Popular Python IDEs.   PyCharm  - Commercial Python IDE based on the IntelliJ platform by JetBrains. Has free community edition available.  Komodo  - Commercial polyglot IDE with support for Python.  LiClipse  - Free polyglot IDE based on Eclipse. Uses PyDev for Python support.  Spyder  - Open Source Python IDE.  WingIDE  - Commercial IDE for Python.", 
             "title": "IDEs"
         }, 
         {
@@ -412,22 +417,22 @@
         }, 
         {
             "location": "/#websites", 
-            "text": "r/Python  - News about Python.  Python 3 Wall of Superpowers  - Too many popular Python packages don't support Python 3.  Trending Python repositories on GitHub today  - Good place to find new Python libraries.  Python Hackers  - List of top 400 projects in GitHub.  CoolGithubProjects  - Sharing cool github projects just got easier!  Full Stack Python  - Plain English explanations for every layer of the Python web application stack.  Django Packages  - A directory of reusable apps, sites, tools, and more for Django projects.", 
+            "text": "r/Python  CoolGithubProjects  Django Packages  Full Stack Python  Python 3 Wall of Superpowers  Python Hackers  Python ZEEF  Trending Python repositories on GitHub today", 
             "title": "Websites"
         }, 
         {
             "location": "/#weekly", 
-            "text": "Pycoder's Weekly  Python Weekly  Import Python Newsletter", 
+            "text": "Import Python Newsletter  Pycoder's Weekly  Python Weekly", 
             "title": "Weekly"
         }, 
         {
             "location": "/#twitter", 
-            "text": "@pypi  @planetpython  @getpy  @pycoders  @PythonWeekly  @pythontrending", 
+            "text": "@codetengu  @getpy  @planetpython  @pycoders  @pypi  @pythontrending  @PythonWeekly", 
             "title": "Twitter"
         }, 
         {
             "location": "/#other-awesome-lists", 
-            "text": "List of lists.   Python  pycrumbs  pythonidae  python-github-projects  python_reference  easy-python    Monty  awesome-awesomeness  lists", 
+            "text": "List of lists.   Python  pycrumbs  python-github-projects  python_reference  pythonidae    Monty  awesome  lists", 
             "title": "Other Awesome Lists"
         }, 
         {
diff --git a/sitemap.xml b/sitemap.xml
index a4ddd2a..9bfbeac 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -4,7 +4,7 @@
     
     <url>
      <loc>http://awesome-python.com/</loc>
-     <lastmod>2015-07-04</lastmod>
+     <lastmod>2015-08-07</lastmod>
      <changefreq>daily</changefreq>
     </url>