diff --git a/README.md b/README.md
index 27c3ea81..265d1259 100644
--- a/README.md
+++ b/README.md
@@ -192,12 +192,12 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
     * [tablib](https://github.com/kennethreitz/tablib) - A module for Tabular Datasets in XLS, CSV, JSON, YAML.
 * Office
     * [python-docx](https://github.com/mikemaccana/python-docx) - Reads, queries and modifies Microsoft Word 2007/2008 docx files.
-    * [xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - Packages is for writing and reading data and formatting information from Excel files.
+    * [xlwt](https://github.com/python-excel/xlwt) / [xlrd](https://github.com/python-excel/xlrd) - Writing and reading data and formatting information from Excel files.
     * [XlsxWriter](https://xlsxwriter.readthedocs.org/) - A Python module for creating Excel .xlsx files.
     * [Marmir](https://github.com/brianray/mm) - Takes Python data structures and turns them into spreadsheets.
 * PDF
     * [PDFMiner](https://github.com/euske/pdfminer) - A tool for extracting information from PDF documents.
-    * [PyPDF2](https://github.com/mstamy2/PyPDF2) - A pure Python PDF library capable of splitting, merging and transforming PDF pages.
+    * [PyPDF2](https://github.com/mstamy2/PyPDF2) - A library capable of splitting, merging and transforming PDF pages.
 * Markdown
     * [Python-Markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.
     * [Mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
@@ -209,7 +209,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
 *Libraries for working with human languages.*
 
 * [NLTK](http://www.nltk.org/) - A leading platform for building Python programs to work with human language data.
-* [Pattern](http://www.clips.ua.ac.be/pattern) - A web mining module for the Python programming language. It has tools for natural language processing, machine learning, among others.
+* [Pattern](http://www.clips.ua.ac.be/pattern) - A web mining module for the Python. It has tools for natural language processing, machine learning, among others.
 * [TextBlob](http://textblob.readthedocs.org/) - Providing a consistent API for diving into common natural language processing (NLP) tasks. Stands on the giant shoulders of NLTK and Pattern, and plays nicely with both.
 * [jieba](https://github.com/fxsjy/jieba#jieba-1) - Chinese Words Segementation Utilities.
 * [SnowNLP](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
@@ -269,7 +269,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
 
 *Libraries for manipulating images.*
 
-* [pillow](http://pillow.readthedocs.org/) - Pillow is the **friendly** PIL fork. PIL is the [Python Imaging Library](http://www.pythonware.com/products/pil/).
+* [pillow](http://pillow.readthedocs.org/) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
 * [wand](https://github.com/dahlia/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
 * [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, resizing and flipping of images.
 * [imgSeek](http://www.imgseek.net/) - A project for searching a collection of images using visual similarity.
@@ -325,7 +325,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
 
 * [requests](http://docs.python-requests.org/) - HTTP Requests for Humans™.
 * [grequests](https://github.com/kennethreitz/grequests) - requests + gevent for asynchronous HTTP requests.
-* [urllib3](https://github.com/shazow/urllib3) - HTTP library with thread-safe connection pooling, file post support, sanity friendly, and more.
+* [urllib3](https://github.com/shazow/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
 * [httplib2](https://github.com/jcgregorio/httplib2) - Comprehensive HTTP client library.
 * [treq](https://github.com/dreid/treq) - Python requests like API built on top of Twisted's HTTP client.
 
@@ -344,7 +344,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
     * [mysqlclient](https://github.com/PyMySQL/mysqlclient-python) - mysql-python fork supporting Python 3.
     * [PyMySQL](https://github.com/PyMySQL/PyMySQL) - Pure Python MySQL driver compatible to mysql-python.
     * [mysql-connector-python](https://pypi.python.org/pypi/mysql-connector-python) - A pure Python MySQL driver from Oracle.
-    * [oursql](https://pythonhosted.org/oursql/) - A better MySQL connector for Python with support for native prepared statements and BLOBs.
+    * [oursql](https://pythonhosted.org/oursql/) - A better MySQL connector with support for native prepared statements and BLOBs.
     * [psycopg2](http://initd.org/psycopg/) - The most popular PostgreSQL adapter for Python.
     * [txpostgres](http://txpostgres.readthedocs.org/) - Twisted based asynchronous driver for PostgreSQL.
     * [queries](https://github.com/gmr/queries) - A wrapper of the psycopg2 library for interacting with PostgreSQL.
@@ -385,10 +385,10 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
 * [Pyramid](http://www.pylonsproject.org/) - A small, fast, down-to-earth, open source Python web framework.
 * [web2py](http://www.web2py.com) - A full stack web framework and platform focused in the ease of use.
 * [web.py](http://webpy.org/) - A web framework for Python that is as simple as it is powerful.
-* [TurboGears](http://www.turbogears.org/) - The Web Framework that scales with you. Starts as a microframework and scales up to a fullstack solution.
+* [TurboGears](http://www.turbogears.org/) - The Web Framework that starts as a microframework and scales up to a fullstack solution.
 * [CherryPy](http://www.cherrypy.org/) - A Minimalist Python Web Framework, HTTP/1.1-compliant and WSGI thread-pooled.
-* [Grok](http://grok.zope.org/) - A framework built on the existing Zope 3 libraries, offers a lot of building blocks for web development.
-* [Bluebream](http://bluebream.zope.org/) - An open-source web application server, framework and library, created by the Zope community and formerly known as Zope 3.
+* [Grok](http://grok.zope.org/) - A framework built on the existing Zope 3 libraries.
+* [Bluebream](http://bluebream.zope.org/) - An open-source web application server, framework and library, formerly known as Zope 3.
 * [guava](https://github.com/flatpeach/guava) - A lightweight and high performance web framework for Python written in C.
 
 ## Permissions
@@ -402,13 +402,13 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
 
 *Content Management Systems.*
 
-* [django-cms](https://www.django-cms.org/en/) - An Open source enterprise content management system based on the Django framework.
-* [djedi-cms](http://djedi-cms.org/) - A lightweight but yet powerful Django content management system with plugins, inline editing and performance in mind.
+* [django-cms](https://www.django-cms.org/en/) - An Open source enterprise CMS based on the Django.
+* [djedi-cms](http://djedi-cms.org/) - A lightweight but yet powerful Django CMS with plugins, inline editing and performance in mind.
 * [FeinCMS](http://www.feincms.org/) - One of the most advanced Content Management Systems built on Django.
 * [Kotte](http://kotti.pylonsproject.org/) - A high-level, Pythonic web application framework built on Pyramid.
 * [Mezzanine](http://mezzanine.jupo.org/) - A powerful, consistent, and flexible content management platform.
 * [Opps](http://oppsproject.org/) - A Django-based CMS for magazines, newspapers websites and portals with high-traffic.
-* [Plone](http://plone.org/) - Content Management System built on top of the open source application server Zope and the accompanying Content Management Framework.
+* [Plone](http://plone.org/) - A CMS built on top of the open source application server Zope.
 * [Quokka](http://quokkaproject.org/) - Flexible, extensible, small CMS powered by Flask and MongoDB.
 * [Wagtail](http://wagtail.io/) - A Django content management system.
 * [Widgy](http://wid.gy/) - Last CMS framework, based on Django.
@@ -419,7 +419,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
 
 * [django-oscar](http://oscarcommerce.com/) - An open-source e-commerce framework for Django.
 * [django-shop](https://www.django-cms.org/) - A Django based shop system.
-* [merchant](https://github.com/agiliq/merchant) - A Django app to accept payments from various payment processors via Pluggable backends.
+* [merchant](https://github.com/agiliq/merchant) - A Django app to accept payments from various payment processors.
 * [money](https://github.com/carlospalol/money) - Money class with optional CLDR-backed locale-aware formatting and an extensible currency exchange solution.
 
 ## RESTful API
@@ -462,7 +462,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
 * [Jinja2](https://github.com/mitsuhiko/jinja2) - A modern and designer friendly templating language.
 * [Genshi](http://genshi.edgewall.org/) - Python templating toolkit for generation of web-aware output.
 * [Mako](http://www.makotemplates.org/) - Hyperfast and lightweight templating for the Python platform.
-* [Chameleon](https://chameleon.readthedocs.org/) - Chameleon is an HTML/XML template engine for Python. Modeled after ZPT, optimized for speed.
+* [Chameleon](https://chameleon.readthedocs.org/) - An HTML/XML template engine for Python. Modeled after ZPT, optimized for speed.
 * [Spitfire](https://code.google.com/p/spitfire/) - A very fast Python template compiler.
 
 ## Queue
@@ -488,7 +488,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
 
 *Libraries for building user's activities.*
 
-* [Feedly](https://github.com/tschellenbach/Feedly) - A library which allows you to build newsfeed and notification systems using Cassandra and/or Redis.
+* [Feedly](https://github.com/tschellenbach/Feedly) - A library which allows you to build newsfeed and notification systems using Cassandra and Redis.
 * [django-activity-stream](https://github.com/justquick/django-activity-stream) - Generate generic activity streams from the actions on your site.
 
 ## Asset Management
@@ -496,7 +496,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
 *Tools for managing, compressing and minifying website assets.*
 
 * [django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline javascript or CSS into a single cached file.
-* [jinja-assets-compressor](https://github.com/jaysonsantos/jinja-assets-compressor) - A Jinja extension (compatible with Flask and other frameworks) to compile and/or compress your assets.
+* [jinja-assets-compressor](https://github.com/jaysonsantos/jinja-assets-compressor) - A Jinja extension to compile and compress your assets.
 * [webassets](http://webassets.readthedocs.org/) - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
 * [fanstatic](http://www.fanstatic.org/) - Packages, optimizes, and serves static file dependencies as Python packages.
 * [fileconveyor](http://fileconveyor.org/) - Monitors changes, processes, and transports assets to CDNs and file storage systems.
@@ -529,7 +529,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
 * [flanker](https://github.com/mailgun/flanker) - A email address and Mime parsing library.
 * [marrow.mailer](https://github.com/marrow/marrow.mailer) - High-performance extensible mail delivery framework.
 * [django-celery-ses](https://github.com/StreetVoice/django-celery-ses) - Django email backend with AWS SES and Celery.
-* [modoboa](https://github.com/tonioo/modoboa) - A mail hosting and management platform including a modern and simplified Web User Interface.
+* [modoboa](https://github.com/tonioo/modoboa) - A mail hosting and management platform including a modern and simplified Web UI.
 * [envelopes](http://tomekwojcik.github.io/envelopes/) - Mailing for human beings.
 * [mailjet](https://github.com/WoLpH/mailjet) - Mailjet API implementation for batch mailing, statistics and more.
 * [Talon](https://github.com/mailgun/talon) - Mailgun library to extract message quotations and signatures.
@@ -588,7 +588,7 @@ A curated list of awesome Python frameworks, libraries and software. Inspired by
 * [Haul](https://github.com/vinta/Haul) - An Extensible Image Crawler.
 * [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
 * [opengraph](https://github.com/erikriver/opengraph) - A Python module to parse the Open Graph Protocol
-* [textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word documents, PowerPoint presentations, PDFs, etc.
+* [textract](https://github.com/deanmalmgren/textract) - Extract text from any document, Word, PowerPoint, PDFs, etc.
 
 ## Forms