diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 1164e128..d36dbb12 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -80,8 +80,9 @@ Use the **PyPI package name** as the display name so developers can copy it dire
 ## Adding a New Section
 
 1. Add section description in italics: `*Libraries for doing X.*`
-2. Add the section title to the Table of Contents
-3. Keep sections in alphabetical order
+2. Add the section under the appropriate thematic group (e.g., **AI & ML**, **Web & API**)
+3. Add the section title to the Table of Contents under its group
+4. Keep entries in alphabetical order within each category
 
 ## Review Process
 
diff --git a/README.md b/README.md
index 129801fd..05c20f8a 100644
--- a/README.md
+++ b/README.md
@@ -6,95 +6,118 @@ An opinionated list of awesome Python frameworks, libraries, tools, software and
 
 # Categories
 
-- [Admin Panels](#admin-panels)
+**AI & ML**
+
 - [AI and Agents](#ai-and-agents)
-- [Algorithms and Design Patterns](#algorithms-and-design-patterns)
-- [Asynchronous Programming](#asynchronous-programming)
-- [Audio](#audio)
-- [Authentication](#authentication)
-- [Build Tools](#build-tools)
-- [Built-in Classes Enhancement](#built-in-classes-enhancement)
-- [Caching](#caching)
-- [CMS](#cms)
-- [Code Analysis](#code-analysis)
-- [Command-line Interface Development](#command-line-interface-development)
-- [Command-line Tools](#command-line-tools)
-- [Computer Vision](#computer-vision)
-- [Configuration Files](#configuration-files)
-- [Cryptography](#cryptography)
-- [Data Analysis](#data-analysis)
-- [Data Validation](#data-validation)
-- [Data Visualization](#data-visualization)
-- [Database](#database)
-- [Database Drivers](#database-drivers)
-- [Date and Time](#date-and-time)
-- [Debugging Tools](#debugging-tools)
-- [Deep Learning](#deep-learning)
-- [DevOps Tools](#devops-tools)
-- [Distributed Computing](#distributed-computing)
-- [Distribution](#distribution)
-- [Documentation](#documentation)
-- [Downloaders](#downloaders)
-- [Editor Plugins and IDEs](#editor-plugins-and-ides)
-- [Email](#email)
-- [Environment Management](#environment-management)
-- [File Format Processing](#file-format-processing)
-- [File Manipulation](#file-manipulation)
-- [Functional Programming](#functional-programming)
-- [Game Development](#game-development)
-- [Geolocation](#geolocation)
-- [GUI Development](#gui-development)
-- [Hardware](#hardware)
-- [HTML Manipulation](#html-manipulation)
-- [HTTP Clients](#http-clients)
-- [Image Processing](#image-processing)
-- [Implementations](#implementations)
-- [Interactive Interpreter](#interactive-interpreter)
-- [Job Schedulers](#job-schedulers)
-- [Logging](#logging)
 - [Machine Learning](#machine-learning)
-- [Miscellaneous](#miscellaneous)
+- [Deep Learning](#deep-learning)
+- [Computer Vision](#computer-vision)
 - [Natural Language Processing](#natural-language-processing)
-- [Network Virtualization](#network-virtualization)
-- [ORM](#orm)
-- [Package Management](#package-management)
-- [Package Repositories](#package-repositories)
-- [Penetration Testing](#penetration-testing)
-- [Processes](#processes)
-- [Quantum Computing](#quantum-computing)
 - [Recommender Systems](#recommender-systems)
-- [RPC Servers](#rpc-servers)
-- [Science](#science)
-- [Search](#search)
-- [Serialization](#serialization)
+
+**Web & API**
+
+- [Admin Panels](#admin-panels)
+- [CMS](#cms)
+- [Email](#email)
 - [Static Site Generators](#static-site-generators)
-- [Task Queues](#task-queues)
-- [Template Engines](#template-engines)
-- [Testing](#testing)
-- [Text Processing](#text-processing)
 - [URL Manipulation](#url-manipulation)
-- [Video](#video)
+- [Web Frameworks](#web-frameworks)
 - [Web APIs](#web-apis)
+- [WebSocket](#websocket)
+- [Web Servers](#web-servers)
+- [HTTP Clients](#http-clients)
+- [Template Engines](#template-engines)
 - [Web Asset Management](#web-asset-management)
 - [Web Content Extraction](#web-content-extraction)
 - [Web Crawling](#web-crawling)
-- [Web Frameworks](#web-frameworks)
-- [Web Servers](#web-servers)
-- [WebSocket](#websocket)
+
+**Data & Science**
+
+- [Data Analysis](#data-analysis)
+- [Data Validation](#data-validation)
+- [Data Visualization](#data-visualization)
+- [Geolocation](#geolocation)
+- [Science](#science)
+- [Quantum Computing](#quantum-computing)
+
+**Development Tools**
+
+- [Testing](#testing)
+- [Debugging Tools](#debugging-tools)
+- [Code Analysis](#code-analysis)
+- [Build Tools](#build-tools)
+- [Algorithms and Design Patterns](#algorithms-and-design-patterns)
+- [Documentation](#documentation)
+- [Editor Plugins and IDEs](#editor-plugins-and-ides)
+- [Interactive Interpreter](#interactive-interpreter)
+
+**DevOps & Infrastructure**
+
+- [DevOps Tools](#devops-tools)
+- [Distributed Computing](#distributed-computing)
+- [Task Queues](#task-queues)
+- [Job Schedulers](#job-schedulers)
+- [Logging](#logging)
+- [Processes](#processes)
+- [Network Virtualization](#network-virtualization)
+- [RPC Servers](#rpc-servers)
+
+**Database & Storage**
+
+- [Database](#database)
+- [Database Drivers](#database-drivers)
+- [ORM](#orm)
+- [Caching](#caching)
+- [Search](#search)
+- [Serialization](#serialization)
+
+**CLI & GUI**
+
+- [Command-line Interface Development](#command-line-interface-development)
+- [Command-line Tools](#command-line-tools)
+- [GUI Development](#gui-development)
+
+**Content & Media**
+
+- [Audio](#audio)
+- [Video](#video)
+- [Game Development](#game-development)
+- [Image Processing](#image-processing)
+- [HTML Manipulation](#html-manipulation)
+- [Text Processing](#text-processing)
+- [File Format Processing](#file-format-processing)
+- [File Manipulation](#file-manipulation)
+- [Downloaders](#downloaders)
+
+**System & Runtime**
+
+- [Asynchronous Programming](#asynchronous-programming)
+- [Environment Management](#environment-management)
+- [Package Management](#package-management)
+- [Package Repositories](#package-repositories)
+- [Date and Time](#date-and-time)
+- [Distribution](#distribution)
+- [Hardware](#hardware)
+- [Implementations](#implementations)
+- [Microsoft Windows](#microsoft-windows)
+- [Built-in Classes Enhancement](#built-in-classes-enhancement)
+- [Functional Programming](#functional-programming)
+- [Configuration Files](#configuration-files)
+
+**Security & Auth**
+
+- [Authentication](#authentication)
+- [Cryptography](#cryptography)
+- [Penetration Testing](#penetration-testing)
+
+**Miscellaneous**
+
+- [Miscellaneous](#miscellaneous)
 
 ---
 
-## Admin Panels
-
-_Libraries for administrative interfaces._
-
-- [ajenti](https://github.com/ajenti/ajenti) - The admin panel your servers deserve.
-- [django-grappelli](https://github.com/sehmaschine/django-grappelli) - A jazzy skin for the Django Admin-Interface.
-- [django-unfold](https://github.com/unfoldadmin/django-unfold) - Elevate your Django admin with a stunning modern interface, powerful features, and seamless user experience.
-- [flask-admin](https://github.com/flask-admin/flask-admin) - Simple and extensible administrative interface framework for Flask.
-- [func-to-web](https://github.com/offerrall/FuncToWeb) - Instantly create web UIs from Python functions using type hints. Zero frontend code required.
-- [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django).
-- [wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts.
+**AI & ML**
 
 ## AI and Agents
 
@@ -113,19 +136,169 @@ _Libraries for building AI applications, LLM integrations, and autonomous agents
   - [transformers](https://github.com/huggingface/transformers) - A framework that lets you easily use pretrained transformer models for NLP, vision, and audio tasks.
   - [vllm](https://github.com/vllm-project/vllm) - A high-throughput and memory-efficient inference and serving engine for LLMs.
 
-## Algorithms and Design Patterns
+## Machine Learning
 
-_Python implementation of data structures, algorithms and design patterns. Also see [awesome-algorithms](https://github.com/tayllan/awesome-algorithms)._
+_Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python)._
 
-- Algorithms
-  - [algorithms](https://github.com/keon/algorithms) - Minimal examples of data structures and algorithms.
-  - [python-ds](https://github.com/prabhupant/python-ds) - A collection of data structure and algorithms for coding interviews.
-  - [sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - Fast and pure-Python implementation of sorted collections.
-  - [thealgorithms](https://github.com/TheAlgorithms/Python) - All Algorithms implemented in Python.
-- Design Patterns
-  - [python-cqrs](https://github.com/vadikko2/python-cqrs) - Event-Driven Architecture Framework with CQRS/CQS, Transaction Outbox, Saga orchestration.
-  - [python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python.
-  - [transitions](https://github.com/pytransitions/transitions) - A lightweight, object-oriented finite state machine implementation.
+- [catboost](https://github.com/catboost/catboost) - A fast, scalable, high performance gradient boosting on decision trees library.
+- [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
+- [karateclub](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
+- [h2o](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
+- [lightgbm](https://github.com/microsoft/LightGBM) - A fast, distributed, high performance gradient boosting framework.
+- [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
+- [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
+- [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support.
+- [spark.ml](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing.
+- [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library.
+
+## Deep Learning
+
+_Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning)._
+
+- [jax](https://github.com/google/jax) - a library for high-performance numerical computing with automatic differentiation and JIT compilation.
+- [keras](https://github.com/keras-team/keras) - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
+- [pytorch-lightning](https://github.com/Lightning-AI/pytorch-lightning) - Deep learning framework to train, deploy, and ship AI products Lightning fast.
+- [pytorch](https://github.com/pytorch/pytorch) - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
+- [stable-baselines3](https://github.com/DLR-RM/stable-baselines3) - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
+- [tensorflow](https://github.com/tensorflow/tensorflow) - The most popular Deep Learning framework created by Google.
+
+## Computer Vision
+
+_Libraries for Computer Vision._
+
+- [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
+- [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
+- [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library.
+- [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
+- [tesserocr](https://github.com/sirfz/tesserocr) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.
+
+## Natural Language Processing
+
+_Libraries for working with human languages._
+
+- General
+  - [gensim](https://github.com/RaRe-Technologies/gensim) - Topic Modeling for Humans.
+  - [langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system.
+  - [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
+  - [pattern](https://github.com/clips/pattern) - A web mining module.
+  - [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
+  - [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
+  - [stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
+- Chinese
+  - [funnlp](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
+  - [jieba](https://github.com/fxsjy/jieba) - The most popular Chinese text segmentation library.
+  - [pkuseg-python](https://github.com/lancopku/pkuseg-python) - A toolkit for Chinese word segmentation in various domains.
+  - [snownlp](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
+
+## Recommender Systems
+
+_Libraries for building recommender systems._
+
+- [annoy](https://github.com/spotify/annoy) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
+- [implicit](https://github.com/benfred/implicit) - A fast Python implementation of collaborative filtering for implicit datasets.
+- [lightfm](https://github.com/lyst/lightfm) - A Python implementation of a number of popular recommendation algorithms.
+- [scikit-surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
+- [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch.
+
+**Web & API**
+
+## Admin Panels
+
+_Libraries for administrative interfaces._
+
+- [ajenti](https://github.com/ajenti/ajenti) - The admin panel your servers deserve.
+- [django-grappelli](https://github.com/sehmaschine/django-grappelli) - A jazzy skin for the Django Admin-Interface.
+- [django-unfold](https://github.com/unfoldadmin/django-unfold) - Elevate your Django admin with a stunning modern interface, powerful features, and seamless user experience.
+- [flask-admin](https://github.com/flask-admin/flask-admin) - Simple and extensible administrative interface framework for Flask.
+- [func-to-web](https://github.com/offerrall/FuncToWeb) - Instantly create web UIs from Python functions using type hints. Zero frontend code required.
+- [jet-bridge](https://github.com/jet-admin/jet-bridge) - Admin panel framework for any application with nice UI (ex Jet Django).
+- [wooey](https://github.com/wooey/wooey) - A Django app which creates automatic web UIs for Python scripts.
+
+## CMS
+
+_Content Management Systems._
+
+- [django-cms](https://github.com/django-cms/django-cms) - The easy-to-use and developer-friendly enterprise CMS powered by Django.
+- [feincms](https://github.com/feincms/feincms) - One of the most advanced Content Management Systems built on Django.
+- [indico](https://github.com/indico/indico) - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN).
+- [wagtail](https://github.com/wagtail/wagtail) - A Django content management system.
+
+## Email
+
+_Libraries for sending and parsing email._
+
+- [flanker](https://github.com/mailgun/flanker) - An email address and Mime parsing library.
+- [imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans.
+- [mailer](https://github.com/marrow/mailer) - High-performance extensible mail delivery framework.
+- [modoboa](https://github.com/modoboa/modoboa) - A mail hosting and management platform including a modern Web UI.
+- [yagmail](https://github.com/kootenpv/yagmail) - Yet another Gmail/SMTP client.
+
+## Static Site Generators
+
+_Static site generator is a software that takes some text + templates as input and produces HTML files on the output._
+
+- [lektor](https://github.com/lektor/lektor) - An easy to use static CMS and blog engine.
+- [makesite](https://github.com/sunainapai/makesite) - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
+- [nikola](https://github.com/getnikola/nikola) - A static website and blog generator.
+- [pelican](https://github.com/getpelican/pelican) - Static site generator that supports Markdown and reST syntax.
+
+## URL Manipulation
+
+_Libraries for parsing URLs._
+
+- [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
+- [purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation.
+
+## Web Frameworks
+
+_Traditional full stack web frameworks. Also see [RESTful API](https://github.com/vinta/awesome-python#restful-api)._
+
+- Synchronous
+  - [django](https://github.com/django/django) - The most popular web framework in Python.
+    - [awesome-django](https://github.com/shahraizali/awesome-django)
+  - [flask](https://github.com/pallets/flask) - A microframework for Python.
+    - [awesome-flask](https://github.com/humiaozuzu/awesome-flask)
+  - [pyramid](https://github.com/Pylons/pyramid) - A small, fast, down-to-earth, open source Python web framework.
+    - [awesome-pyramid](https://github.com/uralbash/awesome-pyramid)
+  - [fasthtml](https://github.com/AnswerDotAI/fasthtml) - The fastest way to create an HTML app.
+    - [awesome-fasthtml](https://github.com/amosgyamfi/awesome-fasthtml)
+  - [masonite](https://github.com/MasoniteFramework/masonite) - The modern and developer centric Python web framework.
+- Asynchronous
+  - [litestar](https://github.com/litestar-org/litestar) - Production-ready, capable and extensible ASGI Web framework.
+  - [microdot](https://github.com/miguelgrinberg/microdot) - The impossibly small web framework for Python and MicroPython.
+  - [reflex](https://github.com/reflex-dev/reflex) – A framework for building reactive, full-stack web applications entirely with python .
+  - [tornado](https://github.com/tornadoweb/tornado) - A web framework and asynchronous networking library.
+
+## Web APIs
+
+_Libraries for building RESTful and GraphQL APIs._
+
+- Django
+  - [django-rest-framework](https://github.com/encode/django-rest-framework) - A powerful and flexible toolkit to build web APIs.
+  - [django-tastypie](https://github.com/django-tastypie/django-tastypie) - Creating delicious APIs for Django apps.
+  - [strawberry-django](https://github.com/strawberry-graphql/strawberry-django) - Strawberry GraphQL integration with Django.
+- Flask
+  - [eve](https://github.com/pyeve/eve) - REST API framework powered by Flask, MongoDB and good intentions.
+  - [flask-api](https://github.com/flask-api/flask-api) - Browsable Web APIs for Flask.
+  - [flask-restful](https://github.com/flask-restful/flask-restful) - Quickly building REST APIs for Flask.
+- Pyramid
+  - [cornice](https://github.com/Cornices/cornice) - A RESTful framework for Pyramid.
+- Framework Agnostic
+  - [falcon](https://github.com/falconry/falcon) - A high-performance framework for building cloud APIs and web app backends.
+  - [fastapi](https://github.com/tiangolo/fastapi) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
+  - [graphene](https://github.com/graphql-python/graphene/) - GraphQL framework for Python.
+  - [hug](https://github.com/hugapi/hug) - A Python 3 framework for cleanly exposing APIs.
+  - [sandman2](https://github.com/jeffknupp/sandman2) - Automated REST APIs for existing database-driven systems.
+  - [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
+  - [webargs](https://github.com/marshmallow-code/webargs) - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
+
+## WebSocket
+
+_Libraries for working with WebSocket._
+
+- [autobahn-python](https://github.com/crossbario/autobahn-python) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
+- [channels](https://github.com/django/channels) - Developer-friendly asynchrony for Django.
+- [websockets](https://github.com/aaugustin/websockets) - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
 
 ## Web Servers
 
@@ -142,193 +315,60 @@ _ASGI and WSGI compatible web servers._
   - [waitress](https://github.com/Pylons/waitress) - Multi-threaded, powers Pyramid.
   - [werkzeug](https://github.com/pallets/werkzeug) - A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
 
-## Asynchronous Programming
+## HTTP Clients
 
-_Libraries for asynchronous, concurrent and parallel execution. Also see [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)._
+_Libraries for working with HTTP._
 
-- [asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
-  - [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)
-- [concurrent.futures](https://docs.python.org/3/library/concurrent.futures.html) - (Python standard library) A high-level interface for asynchronously executing callables.
-- [gevent](https://github.com/gevent/gevent) - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
-- [multiprocessing](https://docs.python.org/3/library/multiprocessing.html) - (Python standard library) Process-based parallelism.
-- [trio](https://github.com/python-trio/trio) - A friendly library for async concurrency and I/O.
-- [twisted](https://github.com/twisted/twisted) - An event-driven networking engine.
-- [uvloop](https://github.com/MagicStack/uvloop) - Ultra fast asyncio event loop.
+- [aiohttp](https://github.com/aio-libs/aiohttp) - Asynchronous HTTP client/server framework for asyncio and Python.
+- [httpx](https://github.com/encode/httpx) - A next generation HTTP client for Python.
+- [requests](https://github.com/psf/requests) - HTTP Requests for Humans.
+- [treq](https://github.com/twisted/treq) - Python requests like API built on top of Twisted's HTTP client.
+- [urllib3](https://github.com/urllib3/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
 
-## Audio
+## Template Engines
 
-_Libraries for manipulating audio and its metadata._
+_Libraries and tools for templating and lexing._
 
-- Audio
-  - [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
-  - [audioread](https://github.com/beetbox/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
-  - [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
-  - [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
-  - [kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
-  - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
-  - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
-  - [mingus](https://github.com/bspaans/python-mingus) - An advanced music theory and notation package with MIDI file and playback support.
-  - [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
-  - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
-  - [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
-- Metadata
-  - [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
-  - [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
-  - [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
-  - [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
+- [genshi](https://github.com/edgewall/genshi) - Python templating toolkit for generation of web-aware output.
+- [jinja](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
+- [mako](https://github.com/sqlalchemy/mako) - Hyperfast and lightweight templating for the Python platform.
 
-## Authentication
+## Web Asset Management
 
-_Libraries for implementing authentication schemes._
+_Tools for managing, compressing and minifying website assets._
 
-- OAuth
-  - [authlib](https://github.com/lepture/authlib) - JavaScript Object Signing and Encryption draft implementation.
-  - [django-allauth](https://github.com/pennersr/django-allauth) - Authentication app for Django that "just works."
-  - [django-oauth-toolkit](https://github.com/jazzband/django-oauth-toolkit) - OAuth 2 goodies for Django.
-  - [oauthlib](https://github.com/oauthlib/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic.
-- JWT
-  - [pyjwt](https://github.com/jpadilla/pyjwt) - JSON Web Token implementation in Python.
-  - [python-jose](https://github.com/mpdavis/python-jose/) - A JOSE implementation in Python.
-- Permissions
-  - [django-guardian](https://github.com/django-guardian/django-guardian) - Implementation of per object permissions for Django 1.2+
-  - [django-rules](https://github.com/dfunckt/django-rules) - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
+- [django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline JavaScript or CSS into a single cached file.
+- [django-pipeline](https://github.com/jazzband/django-pipeline) - An asset packaging library for Django.
+- [django-storages](https://github.com/jschneier/django-storages) - A collection of custom storage back ends for Django.
+- [fanstatic](https://github.com/zopefoundation/fanstatic) - Packages, optimizes, and serves static file dependencies as Python packages.
+- [flask-assets](https://github.com/miracle2k/flask-assets) - Helps you integrate webassets into your Flask app.
+- [webassets](https://github.com/miracle2k/webassets) - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
 
-## Build Tools
+## Web Content Extraction
 
-_Compile software from source code._
+_Libraries for extracting web contents._
 
-- [bitbake](https://github.com/openembedded/bitbake) - A make-like build tool for embedded Linux.
-- [buildout](https://github.com/buildout/buildout) - A build system for creating, assembling and deploying applications from multiple parts.
-- [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
-- [platformio](https://github.com/platformio/platformio-core) - A console tool to build code with different development platforms.
-- [pybuilder](https://github.com/pybuilder/pybuilder) - A continuous build tool written in pure Python.
-- [doit](https://github.com/pydoit/doit) - A task runner and build tool.
-- [scons](https://github.com/SCons/scons) - A software construction tool.
+- [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
+- [lassie](https://github.com/michaelhelmick/lassie) - Web Content Retrieval for Humans.
+- [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
+- [newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python.
+- [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
+- [requests-html](https://github.com/psf/requests-html) - Pythonic HTML Parsing for Humans.
+- [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
+- [toapi](https://github.com/gaojiuli/toapi) - Every web site provides APIs.
 
-## Built-in Classes Enhancement
+## Web Crawling
 
-_Libraries for enhancing Python built-in classes._
+_Libraries to automate web scraping._
 
-- [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
-- [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality.
-- [box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
+- [browser-use](https://github.com/browser-use/browser-use) - Make websites accessible for AI agents with easy browser automation.
+- [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
+- [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
+- [grab](https://github.com/lorien/grab) - Site scraping framework.
+- [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
+- [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
 
-## CMS
-
-_Content Management Systems._
-
-- [django-cms](https://github.com/django-cms/django-cms) - The easy-to-use and developer-friendly enterprise CMS powered by Django.
-- [feincms](https://github.com/feincms/feincms) - One of the most advanced Content Management Systems built on Django.
-- [indico](https://github.com/indico/indico) - A feature-rich event management system, made @ [CERN](https://en.wikipedia.org/wiki/CERN).
-- [wagtail](https://github.com/wagtail/wagtail) - A Django content management system.
-
-## Caching
-
-_Libraries for caching data._
-
-- [beaker](https://github.com/bbangert/beaker) - A WSGI middleware for sessions and caching.
-- [django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - Automatic caching and invalidation for Django models.
-- [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
-- [dogpile.cache](https://github.com/sqlalchemy/dogpile.cache) - dogpile.cache is a next generation replacement for Beaker made by the same authors.
-- [hermescache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.
-- [pylibmc](https://github.com/lericson/pylibmc) - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface.
-- [python-diskcache](https://github.com/grantjenks/python-diskcache) - SQLite and file backed cache backend with faster lookups than memcached and redis.
-
-## Code Analysis
-
-_Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis)._
-
-- Code Analysis
-  - [code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts.
-  - [prospector](https://github.com/PyCQA/prospector) - A tool to analyze Python code.
-  - [vulture](https://github.com/jendrikseipp/vulture) - A tool for finding and analyzing dead Python code.
-- Code Linters
-  - [bandit](https://github.com/PyCQA/bandit) - A tool designed to find common security issues in Python code.
-  - [flake8](https://github.com/PyCQA/flake8) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.
-    - [awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions)
-  - [pylint](https://github.com/pylint-dev/pylint) - A fully customizable source code analyzer.
-  - [ruff](https://github.com/astral-sh/ruff) - An extremely fast Python linter and code formatter.
-- Code Formatters
-  - [black](https://github.com/psf/black) - The uncompromising Python code formatter.
-  - [isort](https://github.com/timothycrosley/isort) - A Python utility / library to sort imports.
-  - [yapf](https://github.com/google/yapf) - Yet another Python code formatter from Google.
-- Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
-  - [mypy](https://github.com/python/mypy) - Check variable types during compile time.
-  - [pyre-check](https://github.com/facebook/pyre-check) - Performant type checking.
-  - [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
-  - [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
-- Refactoring
-  - [bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
-  - [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
-- Static Type Annotations Generators
-  - [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
-  - [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
-
-## Command-line Interface Development
-
-_Libraries for building command-line applications._
-
-- Command-line Application Development
-  - [argparse](https://docs.python.org/3/library/argparse.html) - (Python standard library) Command-line option and argument parsing.
-  - [cement](https://github.com/datafolklabs/cement) - CLI Application Framework for Python.
-  - [click](https://github.com/pallets/click/) - A package for creating beautiful command line interfaces in a composable way.
-  - [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands.
-  - [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object.
-  - [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit) - A library for building powerful interactive command lines.
-  - [typer](https://github.com/tiangolo/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic.
-- Terminal Rendering
-  - [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
-  - [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations).
-  - [bashplotlib](https://github.com/glamp/bashplotlib) - Making basic plots in the terminal.
-  - [colorama](https://github.com/tartley/colorama) - Cross-platform colored terminal text.
-  - [rich](https://github.com/Textualize/rich) - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.
-  - [textual](https://github.com/Textualize/textual) - A framework for building interactive user interfaces that run in the terminal and the browser.
-  - [tqdm](https://github.com/tqdm/tqdm) - Fast, extensible progress bar for loops and CLI.
-
-## Command-line Tools
-
-_Useful CLI-based tools for productivity._
-
-- Productivity Tools
-  - [cookiecutter](https://github.com/cookiecutter/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates).
-  - [copier](https://github.com/copier-org/copier) - A library and command-line utility for rendering projects templates.
-  - [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal.
-  - [fpp](https://github.com/facebook/PathPicker) - Select files out of bash output.
-  - [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
-  - [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
-  - [xonsh](https://github.com/xonsh/xonsh/) - A Python-powered shell. Full-featured and cross-platform.
-- CLI Enhancements
-  - [httpie](https://github.com/httpie/cli) - A command line HTTP client, a user-friendly cURL replacement.
-  - [iredis](https://github.com/laixintao/iredis) - Redis CLI with autocompletion and syntax highlighting.
-  - [litecli](https://github.com/dbcli/litecli) - SQLite CLI with autocompletion and syntax highlighting.
-  - [mycli](https://github.com/dbcli/mycli) - MySQL CLI with autocompletion and syntax highlighting.
-  - [pgcli](https://github.com/dbcli/pgcli) - PostgreSQL CLI with autocompletion and syntax highlighting.
-
-## Computer Vision
-
-_Libraries for Computer Vision._
-
-- [easyocr](https://github.com/JaidedAI/EasyOCR) - Ready-to-use OCR with 40+ languages supported.
-- [kornia](https://github.com/kornia/kornia/) - Open Source Differentiable Computer Vision Library for PyTorch.
-- [opencv](https://github.com/opencv/opencv-python) - Open Source Computer Vision Library.
-- [pytesseract](https://github.com/madmaze/pytesseract) - A wrapper for [Google Tesseract OCR](https://github.com/tesseract-ocr).
-- [tesserocr](https://github.com/sirfz/tesserocr) - Another simple, Pillow-friendly, wrapper around the `tesseract-ocr` API for OCR.
-
-## Configuration Files
-
-_Libraries for storing and parsing configuration options._
-
-- [configobj](https://github.com/DiffSK/configobj) - INI file parser with validation.
-- [configparser](https://docs.python.org/3/library/configparser.html) - (Python standard library) INI file parser.
-- [dynaconf](https://github.com/dynaconf/dynaconf) - Dynaconf is a configuration manager with plugins for Django, Flask and FastAPI.
-- [hydra](https://github.com/facebookresearch/hydra) - Hydra is a framework for elegantly configuring complex applications.
-- [python-decouple](https://github.com/HBNetwork/python-decouple) - Strict separation of settings from code.
-
-## Cryptography
-
-- [cryptography](https://github.com/pyca/cryptography) - A package designed to expose cryptographic primitives and recipes to Python developers.
-- [paramiko](https://github.com/paramiko/paramiko) - The leading native Python SSHv2 protocol library.
-- [pynacl](https://github.com/pyca/pynacl) - Python binding to the Networking and Cryptography (NaCl) library.
+**Data & Science**
 
 ## Data Analysis
 
@@ -381,45 +421,97 @@ _Libraries for visualizing data. Also see [awesome-javascript](https://github.co
   - [gradio](https://github.com/gradio-app/gradio) - Build and share machine learning apps, all in Python.
   - [streamlit](https://github.com/streamlit/streamlit) - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.
 
-## Database
+## Geolocation
 
-_Databases implemented in Python._
+_Libraries for geocoding addresses and working with latitudes and longitudes._
 
-- [chromadb](https://github.com/chroma-core/chroma) - An open-source embedding database for building AI applications with embeddings and semantic search.
-- [duckdb](https://github.com/duckdb/duckdb) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
-- [pickledb](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
-- [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
-- [ZODB](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
+- [django-countries](https://github.com/SmileyChris/django-countries) - A Django app that provides a country field for models and forms.
+- [geodjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework.
+- [geojson](https://github.com/jazzband/geojson) - Python bindings and utilities for GeoJSON.
+- [geopandas](https://github.com/geopandas/geopandas) - Python tools for geographic data (GeoSeries/GeoDataFrame) built on pandas.
+- [geopy](https://github.com/geopy/geopy) - Python Geocoding Toolbox.
 
-## Database Drivers
+## Science
 
-_Libraries for connecting and operating databases._
+_Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists)._
 
-- MySQL - [awesome-mysql](https://github.com/shlomi-noach/awesome-mysql)
-  - [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
-  - [pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
-- PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
-  - [psycopg](https://github.com/psycopg/psycopg) - The most popular PostgreSQL adapter for Python.
-- SQlite - [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite)
-  - [sqlite-utils](https://github.com/simonw/sqlite-utils) - Python CLI utility and library for manipulating SQLite databases.
-  - [sqlite3](https://docs.python.org/3/library/sqlite3.html) - (Python standard library) SQlite interface compliant with DB-API 2.0.
-- Other Relational Databases
-  - [clickhouse-driver](https://github.com/mymarilyn/clickhouse-driver) - Python driver with native interface for ClickHouse.
-  - [pymssql](https://github.com/pymssql/pymssql) - A simple database interface to Microsoft SQL Server.
-- NoSQL Databases
-  - [cassandra-driver](https://github.com/datastax/python-driver) - The Python Driver for Apache Cassandra.
-  - [django-mongodb-backend](https://github.com/mongodb/django-mongodb-backend) - Official MongoDB database backend for Django.
-  - [pymongo](https://github.com/mongodb/mongo-python-driver) - The official Python client for MongoDB.
-  - [redis-py](https://github.com/redis/redis-py) - The Python client for Redis.
+- Core
+  - [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
+  - [numpy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python.
+  - [scipy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
+  - [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
+  - [sympy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
+- Biology and Chemistry
+  - [biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
+  - [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages.
+  - [openbabel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data.
+  - [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
+- Physics and Engineering
+  - [astropy](https://github.com/astropy/astropy) - A community Python library for Astronomy.
+  - [obspy](https://github.com/obspy/obspy) - A Python toolbox for seismology.
+  - [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
+  - [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - This is a compilation of various robotics algorithms with visualizations.
+- Simulation and Modeling
+  - [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
+  - [pymc](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
+  - [simpy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
+- Other
+  - [colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
+  - [manim](https://github.com/ManimCommunity/manim) - An animation engine for explanatory math videos.
+  - [networkx](https://github.com/networkx/networkx) - A high-productivity software for complex networks.
+  - [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
 
-## Date and Time
+## Quantum Computing
 
-_Libraries for working with dates and times._
+_Libraries for quantum computing._
 
-- [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
-- [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
-- [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
-- [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
+- [Cirq](https://github.com/quantumlib/Cirq) — A Google-developed framework focused on hardware-aware quantum circuit design for NISQ devices.
+- [pennylane](https://github.com/PennyLaneAI/pennylane) — A hybrid quantum-classical machine learning library with automatic differentiation support.
+- [qiskit](https://github.com/Qiskit/qiskit) — An IBM-backed quantum SDK for building, simulating, and running circuits on real quantum hardware.
+- [qutip](https://github.com/qutip/qutip) - Quantum Toolbox in Python.
+
+**Development Tools**
+
+## Testing
+
+_Libraries for testing codebases and generating test data._
+
+- Testing Frameworks
+  - [hypothesis](https://github.com/HypothesisWorks/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library.
+  - [nose2](https://github.com/nose-devs/nose2) - The successor to `nose`, based on `unittest2`.
+  - [pytest](https://github.com/pytest-dev/pytest) - A mature full-featured Python testing tool.
+  - [robotframework](https://github.com/robotframework/robotframework) - A generic test automation framework.
+  - [scanapi](https://github.com/scanapi/scanapi) - Automated Testing and Documentation for your REST API.
+  - [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
+- Test Runners
+  - [green](https://github.com/CleanCut/green) - A clean, colorful test runner.
+  - [nox](https://github.com/wntrblm/nox) - Flexible test automation for Python.
+  - [tox](https://github.com/tox-dev/tox) - Auto builds and tests distributions in multiple Python versions
+- GUI / Web Testing
+  - [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python.
+  - [playwright](https://github.com/microsoft/playwright-python) - Python version of the Playwright testing and automation library.
+  - [pyautogui](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
+  - [schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
+  - [selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
+  - [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications.
+- Mock
+  - [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
+  - [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
+  - [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
+  - [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
+  - [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
+  - [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
+  - [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.
+  - [vcrpy](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests.
+- Object Factories
+  - [factory_boy](https://github.com/FactoryBoy/factory_boy) - A test fixtures replacement for Python.
+  - [mixer](https://github.com/klen/mixer) - Another fixtures replacement. Supports Django, Flask, SQLAlchemy, Peewee and etc.
+  - [polyfactory](https://github.com/litestar-org/polyfactory) - mock data generation library with support to classes (continuation of `pydantic-factories`)
+- Code Coverage
+  - [coverage](https://github.com/coveragepy/coveragepy) - Code coverage measurement.
+- Fake Data
+  - [faker](https://github.com/joke2k/faker) - A Python package that generates fake data.
+  - [mimesis](https://github.com/lk-geimfari/mimesis) - is a Python library that help you generate fake data.
 
 ## Debugging Tools
 
@@ -440,16 +532,94 @@ _Libraries for debugging code._
   - [icecream](https://github.com/gruns/icecream) - Inspect variables, expressions, and program execution with a single, simple function call.
   - [memory_graph](https://github.com/bterwijn/memory_graph) - Visualize Python data at runtime to debug references, mutability, and aliasing.
 
-## Deep Learning
+## Code Analysis
 
-_Frameworks for Neural Networks and Deep Learning. Also see [awesome-deep-learning](https://github.com/ChristosChristofidis/awesome-deep-learning)._
+_Tools of static analysis, linters and code quality checkers. Also see [awesome-static-analysis](https://github.com/mre/awesome-static-analysis)._
 
-- [jax](https://github.com/google/jax) - a library for high-performance numerical computing with automatic differentiation and JIT compilation.
-- [keras](https://github.com/keras-team/keras) - A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
-- [pytorch-lightning](https://github.com/Lightning-AI/pytorch-lightning) - Deep learning framework to train, deploy, and ship AI products Lightning fast.
-- [pytorch](https://github.com/pytorch/pytorch) - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
-- [stable-baselines3](https://github.com/DLR-RM/stable-baselines3) - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
-- [tensorflow](https://github.com/tensorflow/tensorflow) - The most popular Deep Learning framework created by Google.
+- Code Analysis
+  - [code2flow](https://github.com/scottrogowski/code2flow) - Turn your Python and JavaScript code into DOT flowcharts.
+  - [prospector](https://github.com/PyCQA/prospector) - A tool to analyze Python code.
+  - [vulture](https://github.com/jendrikseipp/vulture) - A tool for finding and analyzing dead Python code.
+- Code Linters
+  - [bandit](https://github.com/PyCQA/bandit) - A tool designed to find common security issues in Python code.
+  - [flake8](https://github.com/PyCQA/flake8) - A wrapper around `pycodestyle`, `pyflakes` and McCabe.
+    - [awesome-flake8-extensions](https://github.com/DmytroLitvinov/awesome-flake8-extensions)
+  - [pylint](https://github.com/pylint-dev/pylint) - A fully customizable source code analyzer.
+  - [ruff](https://github.com/astral-sh/ruff) - An extremely fast Python linter and code formatter.
+- Code Formatters
+  - [black](https://github.com/psf/black) - The uncompromising Python code formatter.
+  - [isort](https://github.com/timothycrosley/isort) - A Python utility / library to sort imports.
+  - [yapf](https://github.com/google/yapf) - Yet another Python code formatter from Google.
+- Static Type Checkers, also see [awesome-python-typing](https://github.com/typeddjango/awesome-python-typing)
+  - [mypy](https://github.com/python/mypy) - Check variable types during compile time.
+  - [pyre-check](https://github.com/facebook/pyre-check) - Performant type checking.
+  - [ty](https://github.com/astral-sh/ty) - An extremely fast Python type checker and language server.
+  - [typeshed](https://github.com/python/typeshed) - Collection of library stubs for Python, with static types.
+- Refactoring
+  - [bowler](https://github.com/facebookincubator/Bowler) - Safe code refactoring for modern Python.
+  - [rope](https://github.com/python-rope/rope) - Rope is a python refactoring library.
+- Static Type Annotations Generators
+  - [monkeytype](https://github.com/Instagram/MonkeyType) - A system for Python that generates static type annotations by collecting runtime types.
+  - [pytype](https://github.com/google/pytype) - Pytype checks and infers types for Python code - without requiring type annotations.
+
+## Build Tools
+
+_Compile software from source code._
+
+- [bitbake](https://github.com/openembedded/bitbake) - A make-like build tool for embedded Linux.
+- [buildout](https://github.com/buildout/buildout) - A build system for creating, assembling and deploying applications from multiple parts.
+- [invoke](https://github.com/pyinvoke/invoke) - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
+- [platformio](https://github.com/platformio/platformio-core) - A console tool to build code with different development platforms.
+- [pybuilder](https://github.com/pybuilder/pybuilder) - A continuous build tool written in pure Python.
+- [doit](https://github.com/pydoit/doit) - A task runner and build tool.
+- [scons](https://github.com/SCons/scons) - A software construction tool.
+
+## Algorithms and Design Patterns
+
+_Python implementation of data structures, algorithms and design patterns. Also see [awesome-algorithms](https://github.com/tayllan/awesome-algorithms)._
+
+- Algorithms
+  - [algorithms](https://github.com/keon/algorithms) - Minimal examples of data structures and algorithms.
+  - [python-ds](https://github.com/prabhupant/python-ds) - A collection of data structure and algorithms for coding interviews.
+  - [sortedcontainers](https://github.com/grantjenks/python-sortedcontainers) - Fast and pure-Python implementation of sorted collections.
+  - [thealgorithms](https://github.com/TheAlgorithms/Python) - All Algorithms implemented in Python.
+- Design Patterns
+  - [python-cqrs](https://github.com/vadikko2/python-cqrs) - Event-Driven Architecture Framework with CQRS/CQS, Transaction Outbox, Saga orchestration.
+  - [python-patterns](https://github.com/faif/python-patterns) - A collection of design patterns in Python.
+  - [transitions](https://github.com/pytransitions/transitions) - A lightweight, object-oriented finite state machine implementation.
+
+## Documentation
+
+_Libraries for generating project documentation._
+
+- [sphinx](https://github.com/sphinx-doc/sphinx/) - Python Documentation generator.
+  - [awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc)
+- [diagrams](https://github.com/mingrammer/diagrams) - Diagram as Code.
+- [mkdocs](https://github.com/mkdocs/mkdocs/) - Markdown friendly documentation generator.
+- [pdoc](https://github.com/mitmproxy/pdoc) - Epydoc replacement to auto generate API documentation for Python libraries.
+
+## Editor Plugins and IDEs
+
+- [elpy](https://github.com/jorgenschaefer/elpy) - Emacs Python Development Environment.
+- [jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python.
+- [PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio.
+- [PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
+- [Python for VSCode](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
+- [python-mode](https://github.com/python-mode/python-mode) - An all in one plugin for turning Vim into a Python IDE.
+- [spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE.
+- [YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
+
+## Interactive Interpreter
+
+_Interactive Python interpreters (REPL)._
+
+- [bpython](https://github.com/bpython/bpython) - A fancy interface to the Python interpreter.
+- [jupyter](https://github.com/jupyter/notebook) - A rich toolkit to help you make the most out of using Python interactively.
+  - [awesome-jupyter](https://github.com/markusschanta/awesome-jupyter)
+- [marimo](https://github.com/marimo-team/marimo) - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
+- [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
+
+**DevOps & Infrastructure**
 
 ## DevOps Tools
 
@@ -495,87 +665,188 @@ _Frameworks and libraries for Distributed Computing._
   - [kafka-python](https://github.com/dpkp/kafka-python) - The Python client for Apache Kafka.
   - [streamparse](https://github.com/Parsely/streamparse) - Run Python code against real-time streams of data via [Apache Storm](http://storm.apache.org/).
 
-## Distribution
+## Task Queues
 
-_Libraries to create packaged executables for release distribution._
+_Libraries for working with task queues._
 
-- [cx-Freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.
-- [Nuitka](https://github.com/Nuitka/Nuitka) - Compiles Python programs into high-performance standalone executables (cross-platform, supports all Python versions).
-- [py2app](https://github.com/ronaldoussoren/py2app) - Freezes Python scripts (Mac OS X).
-- [py2exe](https://github.com/py2exe/py2exe) - Freezes Python scripts (Windows).
-- [pyarmor](https://github.com/dashingsoft/pyarmor) - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
-- [pyinstaller](https://github.com/pyinstaller/pyinstaller) - Converts Python programs into stand-alone executables (cross-platform).
-- [shiv](https://github.com/linkedin/shiv) - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
+- [celery](https://github.com/celery/celery) - An asynchronous task queue/job queue based on distributed message passing.
+  - [flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery.
+- [dramatiq](https://github.com/Bogdanp/dramatiq) - A fast and reliable background task processing library for Python 3.
+- [huey](https://github.com/coleifer/huey) - Little multi-threaded task queue.
+- [mrq](https://github.com/pricingassistant/mrq) - A distributed worker task queue in Python using Redis & gevent.
+- [rq](https://github.com/rq/rq) - Simple job queues for Python.
 
-## Documentation
+## Job Schedulers
 
-_Libraries for generating project documentation._
+_Libraries for scheduling jobs._
 
-- [sphinx](https://github.com/sphinx-doc/sphinx/) - Python Documentation generator.
-  - [awesome-sphinxdoc](https://github.com/yoloseem/awesome-sphinxdoc)
-- [diagrams](https://github.com/mingrammer/diagrams) - Diagram as Code.
-- [mkdocs](https://github.com/mkdocs/mkdocs/) - Markdown friendly documentation generator.
-- [pdoc](https://github.com/mitmproxy/pdoc) - Epydoc replacement to auto generate API documentation for Python libraries.
+- [airflow](https://github.com/apache/airflow) - Airflow is a platform to programmatically author, schedule and monitor workflows.
+- [apscheduler](https://github.com/agronholm/apscheduler) - A light but powerful in-process task scheduler that lets you schedule functions.
+- [dagster](https://github.com/dagster-io/dagster) - An orchestration platform for the development, production, and observation of data assets.
+- [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
+- [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
+- [SpiffWorkflow](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
+- [taskflow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
 
-## Downloaders
+## Logging
 
-_Libraries for downloading._
+_Libraries for generating and working with logs._
 
-- [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
-- [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
+- [logbook](https://github.com/getlogbook/logbook) - Logging replacement for Python.
+- [logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.
+- [loguru](https://github.com/Delgan/loguru) - Library which aims to bring enjoyable logging in Python.
+- [structlog](https://github.com/hynek/structlog) - Structured logging made easy.
 
-## Editor Plugins and IDEs
+## Processes
 
-- [elpy](https://github.com/jorgenschaefer/elpy) - Emacs Python Development Environment.
-- [jedi-vim](https://github.com/davidhalter/jedi-vim) - Vim bindings for the Jedi auto-completion library for Python.
-- [PTVS](https://github.com/Microsoft/PTVS) - Python Tools for Visual Studio.
-- [PyCharm](https://www.jetbrains.com/pycharm/) - Commercial Python IDE by JetBrains. Has free community edition available.
-- [Python for VSCode](https://marketplace.visualstudio.com/items?itemName=ms-python.python) - The official VSCode extension with rich support for Python.
-- [python-mode](https://github.com/python-mode/python-mode) - An all in one plugin for turning Vim into a Python IDE.
-- [spyder](https://github.com/spyder-ide/spyder) - Open Source Python IDE.
-- [YouCompleteMe](https://github.com/Valloric/YouCompleteMe) - Includes [Jedi](https://github.com/davidhalter/jedi)-based completion engine for Python.
+_Libraries for starting and communicating with OS processes._
 
-## Email
+- [delegator.py](https://github.com/amitt001/delegator.py) - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0.
+- [sarge](https://github.com/vsajip/sarge) - Yet another wrapper for subprocess.
+- [sh](https://github.com/amoffat/sh) - A full-fledged subprocess replacement for Python.
 
-_Libraries for sending and parsing email._
+## Network Virtualization
 
-- [flanker](https://github.com/mailgun/flanker) - An email address and Mime parsing library.
-- [imbox](https://github.com/martinrusev/imbox) - Python IMAP for Humans.
-- [mailer](https://github.com/marrow/mailer) - High-performance extensible mail delivery framework.
-- [modoboa](https://github.com/modoboa/modoboa) - A mail hosting and management platform including a modern Web UI.
-- [yagmail](https://github.com/kootenpv/yagmail) - Yet another Gmail/SMTP client.
+_Tools and libraries for Virtual Networking and SDN (Software Defined Networking)._
 
-## Environment Management
+- [mininet](https://github.com/mininet/mininet) - A popular network emulator and API written in Python.
+- [napalm](https://github.com/napalm-automation/napalm) - Cross-vendor API to manipulate network devices.
+- [pox](https://github.com/noxrepo/pox) - A Python-based SDN control applications, such as OpenFlow SDN controllers.
+- [scapy](https://github.com/secdev/scapy) - A brilliant packet manipulation library.
 
-_Libraries for Python version and virtual environment management._
+## RPC Servers
 
-- [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
-  - [pyenv-win](https://github.com/pyenv-win/pyenv-win) - Pyenv for Windows, Simple Python version management.
-- [uv](https://github.com/astral-sh/uv) - An extremely fast Python version, package and project manager, written in Rust.
-- [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments.
+_RPC-compatible servers._
 
-## File Manipulation
+- [rpyc](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
+- [zerorpc](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
 
-_Libraries for file manipulation._
+**Database & Storage**
 
-- [mimetypes](https://docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.
-- [path.py](https://github.com/jaraco/path.py) - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html).
-- [pathlib](https://docs.python.org/3/library/pathlib.html) - (Python standard library) A cross-platform, object-oriented path library.
-- [python-magic](https://github.com/ahupp/python-magic) - A Python interface to the libmagic file type identification library.
-- [watchdog](https://github.com/gorakhargosh/watchdog) - API and shell utilities to monitor file system events.
-- [watchfiles](https://github.com/samuelcolvin/watchfiles) - Simple, modern and fast file watching and code reload in python.
+## Database
 
-## Functional Programming
+_Databases implemented in Python._
 
-_Functional Programming with Python._
+- [chromadb](https://github.com/chroma-core/chroma) - An open-source embedding database for building AI applications with embeddings and semantic search.
+- [duckdb](https://github.com/duckdb/duckdb) - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
+- [pickledb](https://github.com/patx/pickledb) - A simple and lightweight key-value store for Python.
+- [tinydb](https://github.com/msiemens/tinydb) - A tiny, document-oriented database.
+- [ZODB](https://github.com/zopefoundation/ZODB) - A native object database for Python. A key-value and object graph database.
 
-- [coconut](https://github.com/evhub/coconut) - A variant of Python built for simple, elegant, Pythonic functional programming.
-- [cytoolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of `Toolz`: High performance functional utilities.
-- [functools](https://docs.python.org/3/library/functools.html) - (Python standard library) Higher-order functions and operations on callable objects.
-- [funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools.
-- [more-itertools](https://github.com/erikrose/more-itertools) - More routines for operating on iterables, beyond `itertools`.
-- [returns](https://github.com/dry-python/returns) - A set of type-safe monads, transformers, and composition utilities.
-- [toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries.
+## Database Drivers
+
+_Libraries for connecting and operating databases._
+
+- MySQL - [awesome-mysql](https://github.com/shlomi-noach/awesome-mysql)
+  - [mysqlclient](https://github.com/PyMySQL/mysqlclient) - MySQL connector with Python 3 support ([mysql-python](https://sourceforge.net/projects/mysql-python/) fork).
+  - [pymysql](https://github.com/PyMySQL/PyMySQL) - A pure Python MySQL driver compatible to mysql-python.
+- PostgreSQL - [awesome-postgres](https://github.com/dhamaniasad/awesome-postgres)
+  - [psycopg](https://github.com/psycopg/psycopg) - The most popular PostgreSQL adapter for Python.
+- SQlite - [awesome-sqlite](https://github.com/planetopendata/awesome-sqlite)
+  - [sqlite-utils](https://github.com/simonw/sqlite-utils) - Python CLI utility and library for manipulating SQLite databases.
+  - [sqlite3](https://docs.python.org/3/library/sqlite3.html) - (Python standard library) SQlite interface compliant with DB-API 2.0.
+- Other Relational Databases
+  - [clickhouse-driver](https://github.com/mymarilyn/clickhouse-driver) - Python driver with native interface for ClickHouse.
+  - [pymssql](https://github.com/pymssql/pymssql) - A simple database interface to Microsoft SQL Server.
+- NoSQL Databases
+  - [cassandra-driver](https://github.com/datastax/python-driver) - The Python Driver for Apache Cassandra.
+  - [django-mongodb-backend](https://github.com/mongodb/django-mongodb-backend) - Official MongoDB database backend for Django.
+  - [pymongo](https://github.com/mongodb/mongo-python-driver) - The official Python client for MongoDB.
+  - [redis-py](https://github.com/redis/redis-py) - The Python client for Redis.
+
+## ORM
+
+_Libraries that implement Object-Relational Mapping or data mapping techniques._
+
+- Relational Databases
+  - [django.db.models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
+  - [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy) - The Python SQL Toolkit and Object Relational Mapper.
+    - [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy)
+  - [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
+  - [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM.
+  - [pony](https://github.com/ponyorm/pony/) - ORM that provides a generator-oriented interface to SQL.
+  - [sqlmodel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
+  - [tortoise-orm](https://github.com/tortoise/tortoise-orm) - An easy-to-use asyncio ORM inspired by Django, with relations support.
+- NoSQL Databases
+  - [beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
+  - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
+  - [odmantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
+  - [pynamodb](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
+
+## Caching
+
+_Libraries for caching data._
+
+- [beaker](https://github.com/bbangert/beaker) - A WSGI middleware for sessions and caching.
+- [django-cache-machine](https://github.com/django-cache-machine/django-cache-machine) - Automatic caching and invalidation for Django models.
+- [django-cacheops](https://github.com/Suor/django-cacheops) - A slick ORM cache with automatic granular event-driven invalidation.
+- [dogpile.cache](https://github.com/sqlalchemy/dogpile.cache) - dogpile.cache is a next generation replacement for Beaker made by the same authors.
+- [hermescache](https://pypi.org/project/HermesCache/) - Python caching library with tag-based invalidation and dogpile effect prevention.
+- [pylibmc](https://github.com/lericson/pylibmc) - A Python wrapper around the [libmemcached](https://libmemcached.org/libMemcached.html) interface.
+- [python-diskcache](https://github.com/grantjenks/python-diskcache) - SQLite and file backed cache backend with faster lookups than memcached and redis.
+
+## Search
+
+_Libraries and software for indexing and performing search queries on data._
+
+- [django-haystack](https://github.com/django-haystack/django-haystack) - Modular search for Django.
+- [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch.
+- [elasticsearch-py](https://github.com/elastic/elasticsearch-py) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
+- [pysolr](https://github.com/django-haystack/pysolr) - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).
+- [whoosh](https://github.com/mchaput/whoosh) - A fast, pure Python search engine library.
+
+## Serialization
+
+_Libraries for serializing complex data types._
+
+- [marshmallow](https://github.com/marshmallow-code/marshmallow) - A lightweight library for converting complex objects to and from simple Python datatypes.
+- [msgpack](https://github.com/msgpack/msgpack-python) - MessagePack serializer implementation for Python.
+- [orjson](https://github.com/ijl/orjson) - Fast, correct JSON library.
+- [pysimdjson](https://github.com/TkTech/pysimdjson) - A Python bindings for [simdjson](https://github.com/lemire/simdjson).
+- [python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).
+- [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
+
+**CLI & GUI**
+
+## Command-line Interface Development
+
+_Libraries for building command-line applications._
+
+- Command-line Application Development
+  - [argparse](https://docs.python.org/3/library/argparse.html) - (Python standard library) Command-line option and argument parsing.
+  - [cement](https://github.com/datafolklabs/cement) - CLI Application Framework for Python.
+  - [click](https://github.com/pallets/click/) - A package for creating beautiful command line interfaces in a composable way.
+  - [cliff](https://github.com/openstack/cliff) - A framework for creating command-line programs with multi-level commands.
+  - [python-fire](https://github.com/google/python-fire) - A library for creating command line interfaces from absolutely any Python object.
+  - [python-prompt-toolkit](https://github.com/prompt-toolkit/python-prompt-toolkit) - A library for building powerful interactive command lines.
+  - [typer](https://github.com/tiangolo/typer) - Modern CLI framework that uses Python type hints. Built on Click and Pydantic.
+- Terminal Rendering
+  - [alive-progress](https://github.com/rsalmei/alive-progress) - A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
+  - [asciimatics](https://github.com/peterbrittain/asciimatics) - A package to create full-screen text UIs (from interactive forms to ASCII animations).
+  - [bashplotlib](https://github.com/glamp/bashplotlib) - Making basic plots in the terminal.
+  - [colorama](https://github.com/tartley/colorama) - Cross-platform colored terminal text.
+  - [rich](https://github.com/Textualize/rich) - Python library for rich text and beautiful formatting in the terminal. Also provides a great `RichHandler` log handler.
+  - [textual](https://github.com/Textualize/textual) - A framework for building interactive user interfaces that run in the terminal and the browser.
+  - [tqdm](https://github.com/tqdm/tqdm) - Fast, extensible progress bar for loops and CLI.
+
+## Command-line Tools
+
+_Useful CLI-based tools for productivity._
+
+- Productivity Tools
+  - [cookiecutter](https://github.com/cookiecutter/cookiecutter) - A command-line utility that creates projects from cookiecutters (project templates).
+  - [copier](https://github.com/copier-org/copier) - A library and command-line utility for rendering projects templates.
+  - [doitlive](https://github.com/sloria/doitlive) - A tool for live presentations in the terminal.
+  - [fpp](https://github.com/facebook/PathPicker) - Select files out of bash output.
+  - [thefuck](https://github.com/nvbn/thefuck) - Correcting your previous console command.
+  - [tmuxp](https://github.com/tmux-python/tmuxp) - A [tmux](https://github.com/tmux/tmux) session manager.
+  - [xonsh](https://github.com/xonsh/xonsh/) - A Python-powered shell. Full-featured and cross-platform.
+- CLI Enhancements
+  - [httpie](https://github.com/httpie/cli) - A command line HTTP client, a user-friendly cURL replacement.
+  - [iredis](https://github.com/laixintao/iredis) - Redis CLI with autocompletion and syntax highlighting.
+  - [litecli](https://github.com/dbcli/litecli) - SQLite CLI with autocompletion and syntax highlighting.
+  - [mycli](https://github.com/dbcli/mycli) - MySQL CLI with autocompletion and syntax highlighting.
+  - [pgcli](https://github.com/dbcli/pgcli) - PostgreSQL CLI with autocompletion and syntax highlighting.
 
 ## GUI Development
 
@@ -603,6 +874,38 @@ _Libraries for working with graphical user interface applications._
 - Wrappers
   - [gooey](https://github.com/chriskiehl/Gooey) - Turn command line programs into a full GUI application with one line.
 
+**Content & Media**
+
+## Audio
+
+_Libraries for manipulating audio and its metadata._
+
+- Audio
+  - [audioflux](https://github.com/libAudioFlux/audioFlux) - A library for audio and music analysis, feature extraction.
+  - [audioread](https://github.com/beetbox/audioread) - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
+  - [dejavu](https://github.com/worldveil/dejavu) - Audio fingerprinting and recognition.
+  - [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
+  - [kapre](https://github.com/keunwoochoi/kapre) - Keras Audio Preprocessors.
+  - [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
+  - [matchering](https://github.com/sergree/matchering) - A library for automated reference audio mastering.
+  - [mingus](https://github.com/bspaans/python-mingus) - An advanced music theory and notation package with MIDI file and playback support.
+  - [pyAudioAnalysis](https://github.com/tyiannak/pyAudioAnalysis) - Audio feature extraction, classification, segmentation and applications.
+  - [pydub](https://github.com/jiaaro/pydub) - Manipulate audio with a simple and easy high level interface.
+  - [TimeSide](https://github.com/Parisson/TimeSide) - Open web audio processing framework.
+- Metadata
+  - [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
+  - [eyed3](https://github.com/nicfit/eyeD3) - A tool for working with audio files, specifically MP3 files containing ID3 metadata.
+  - [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
+  - [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
+
+## Video
+
+_Libraries for manipulating video and GIFs._
+
+- [moviepy](https://github.com/Zulko/moviepy) - A module for script-based movie editing with many formats, including animated GIFs.
+- [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
+- [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
+
 ## Game Development
 
 _Awesome game development libraries._
@@ -616,15 +919,19 @@ _Awesome game development libraries._
 - [pyopengl](https://github.com/mcfletch/pyopengl) - Python ctypes bindings for OpenGL and it's related APIs.
 - [renpy](https://github.com/renpy/renpy) - A Visual Novel engine.
 
-## Geolocation
+## Image Processing
 
-_Libraries for geocoding addresses and working with latitudes and longitudes._
+_Libraries for manipulating images._
 
-- [django-countries](https://github.com/SmileyChris/django-countries) - A Django app that provides a country field for models and forms.
-- [geodjango](https://docs.djangoproject.com/en/dev/ref/contrib/gis/) - A world-class geographic web framework.
-- [geojson](https://github.com/jazzband/geojson) - Python bindings and utilities for GeoJSON.
-- [geopandas](https://github.com/geopandas/geopandas) - Python tools for geographic data (GeoSeries/GeoDataFrame) built on pandas.
-- [geopy](https://github.com/geopy/geopy) - Python Geocoding Toolbox.
+- [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
+- [pymatting](https://github.com/pymatting/pymatting) - A library for alpha matting.
+- [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
+- [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
+- [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
+- [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
+- [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
+- [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
+- [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
 
 ## HTML Manipulation
 
@@ -641,296 +948,35 @@ _Libraries for working with HTML and XML._
 - [xmldataset](https://github.com/spurin/xmldataset) - Simple XML Parsing.
 - [xmltodict](https://github.com/martinblech/xmltodict) - Working with XML feel like you are working with JSON.
 
-## HTTP Clients
+## Text Processing
 
-_Libraries for working with HTTP._
-
-- [aiohttp](https://github.com/aio-libs/aiohttp) - Asynchronous HTTP client/server framework for asyncio and Python.
-- [httpx](https://github.com/encode/httpx) - A next generation HTTP client for Python.
-- [requests](https://github.com/psf/requests) - HTTP Requests for Humans.
-- [treq](https://github.com/twisted/treq) - Python requests like API built on top of Twisted's HTTP client.
-- [urllib3](https://github.com/urllib3/urllib3) - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
-
-## Hardware
-
-_Libraries for programming with hardware._
-
-- [bleak](https://github.com/hbldh/bleak) - A cross platform Bluetooth Low Energy Client for Python using asyncio.
-- [mouse](https://github.com/boppreh/mouse) - Hook and simulate global mouse events on Windows and Linux.
-- [pynput](https://github.com/moses-palmer/pynput) - A library to control and monitor input devices.
-
-## Image Processing
-
-_Libraries for manipulating images._
-
-- [pillow](https://github.com/python-pillow/Pillow) - Pillow is the friendly [PIL](http://www.pythonware.com/products/pil/) fork.
-- [pymatting](https://github.com/pymatting/pymatting) - A library for alpha matting.
-- [python-barcode](https://github.com/WhyNotHugo/python-barcode) - Create barcodes in Python with no extra dependencies.
-- [python-qrcode](https://github.com/lincolnloop/python-qrcode) - A pure Python QR Code generator.
-- [pyvips](https://github.com/libvips/pyvips) - A fast image processing library with low memory needs.
-- [quads](https://github.com/fogleman/Quads) - Computer art based on quadtrees.
-- [scikit-image](https://github.com/scikit-image/scikit-image) - A Python library for (scientific) image processing.
-- [thumbor](https://github.com/thumbor/thumbor) - A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
-- [wand](https://github.com/emcconville/wand) - Python bindings for [MagickWand](http://www.imagemagick.org/script/magick-wand.php), C API for ImageMagick.
-
-## Implementations
-
-_Implementations of Python._
-
-- [clpython](https://github.com/metawilm/cl-python) - Implementation of the Python programming language written in Common Lisp.
-- [cpython](https://github.com/python/cpython) - Default, most widely used implementation of the Python programming language written in C.
-- [cython](https://github.com/cython/cython) - Optimizing Static Compiler for Python.
-- [ironpython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
-- [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
-- [PeachPy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
-- [pypy](https://github.com/pypy/pypy) - A very fast and compliant implementation of the Python language.
-- [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
-
-## Interactive Interpreter
-
-_Interactive Python interpreters (REPL)._
-
-- [bpython](https://github.com/bpython/bpython) - A fancy interface to the Python interpreter.
-- [jupyter](https://github.com/jupyter/notebook) - A rich toolkit to help you make the most out of using Python interactively.
-  - [awesome-jupyter](https://github.com/markusschanta/awesome-jupyter)
-- [marimo](https://github.com/marimo-team/marimo) - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
-- [ptpython](https://github.com/jonathanslenders/ptpython) - Advanced Python REPL built on top of the [python-prompt-toolkit](https://github.com/jonathanslenders/python-prompt-toolkit).
-
-## Job Schedulers
-
-_Libraries for scheduling jobs._
-
-- [airflow](https://github.com/apache/airflow) - Airflow is a platform to programmatically author, schedule and monitor workflows.
-- [apscheduler](https://github.com/agronholm/apscheduler) - A light but powerful in-process task scheduler that lets you schedule functions.
-- [dagster](https://github.com/dagster-io/dagster) - An orchestration platform for the development, production, and observation of data assets.
-- [prefect](https://github.com/PrefectHQ/prefect) - A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
-- [schedule](https://github.com/dbader/schedule) - Python job scheduling for humans.
-- [SpiffWorkflow](https://github.com/knipknap/SpiffWorkflow) - A powerful workflow engine implemented in pure Python.
-- [taskflow](https://docs.openstack.org/developer/taskflow/) - A Python library that helps to make task execution easy, consistent and reliable.
-
-## Logging
-
-_Libraries for generating and working with logs._
-
-- [logbook](https://github.com/getlogbook/logbook) - Logging replacement for Python.
-- [logging](https://docs.python.org/3/library/logging.html) - (Python standard library) Logging facility for Python.
-- [loguru](https://github.com/Delgan/loguru) - Library which aims to bring enjoyable logging in Python.
-- [structlog](https://github.com/hynek/structlog) - Structured logging made easy.
-
-## Machine Learning
-
-_Libraries for Machine Learning. Also see [awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning#python)._
-
-- [catboost](https://github.com/catboost/catboost) - A fast, scalable, high performance gradient boosting on decision trees library.
-- [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
-- [karateclub](https://github.com/benedekrozemberczki/karateclub) - Unsupervised machine learning toolbox for graph structured data.
-- [h2o](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
-- [lightgbm](https://github.com/microsoft/LightGBM) - A fast, distributed, high performance gradient boosting framework.
-- [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
-- [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
-- [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support.
-- [spark.ml](http://spark.apache.org/docs/latest/ml-guide.html) - [Apache Spark](http://spark.apache.org/)'s scalable Machine Learning library for distributed computing.
-- [xgboost](https://github.com/dmlc/xgboost) - A scalable, portable, and distributed gradient boosting library.
-
-## Microsoft Windows
-
-_Python programming on Microsoft Windows._
-
-- [pythonnet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR).
-- [pywin32](https://github.com/mhammond/pywin32) - Python Extensions for Windows.
-- [winpython](https://github.com/winpython/winpython) - Portable development environment for Windows 10/11.
-
-## Miscellaneous
-
-_Useful libraries or tools that don't fit in the categories above._
-
-- [blinker](https://github.com/jek/blinker) - A fast Python in-process signal/event dispatching system.
-- [boltons](https://github.com/mahmoud/boltons) - A set of pure-Python utilities.
-- [itsdangerous](https://github.com/pallets/itsdangerous) - Various helpers to pass trusted data to untrusted environments.
-- [pluginbase](https://github.com/mitsuhiko/pluginbase) - A simple but flexible plugin system for Python.
-- [tryton](https://github.com/tryton/tryton) - A general-purpose business framework.
-
-## Natural Language Processing
-
-_Libraries for working with human languages._
+_Libraries for parsing and manipulating plain texts._
 
 - General
-  - [gensim](https://github.com/RaRe-Technologies/gensim) - Topic Modeling for Humans.
-  - [langid.py](https://github.com/saffsd/langid.py) - Stand-alone language identification system.
-  - [nltk](https://github.com/nltk/nltk) - A leading platform for building Python programs to work with human language data.
-  - [pattern](https://github.com/clips/pattern) - A web mining module.
-  - [polyglot](https://github.com/aboSamoor/polyglot) - Natural language pipeline supporting hundreds of languages.
-  - [spacy](https://github.com/explosion/spaCy) - A library for industrial-strength natural language processing in Python and Cython.
-  - [stanza](https://github.com/stanfordnlp/stanza) - The Stanford NLP Group's official Python library, supporting 60+ languages.
-- Chinese
-  - [funnlp](https://github.com/fighting41love/funNLP) - A collection of tools and datasets for Chinese NLP.
-  - [jieba](https://github.com/fxsjy/jieba) - The most popular Chinese text segmentation library.
-  - [pkuseg-python](https://github.com/lancopku/pkuseg-python) - A toolkit for Chinese word segmentation in various domains.
-  - [snownlp](https://github.com/isnowfy/snownlp) - A library for processing Chinese text.
-
-## Network Virtualization
-
-_Tools and libraries for Virtual Networking and SDN (Software Defined Networking)._
-
-- [mininet](https://github.com/mininet/mininet) - A popular network emulator and API written in Python.
-- [napalm](https://github.com/napalm-automation/napalm) - Cross-vendor API to manipulate network devices.
-- [pox](https://github.com/noxrepo/pox) - A Python-based SDN control applications, such as OpenFlow SDN controllers.
-- [scapy](https://github.com/secdev/scapy) - A brilliant packet manipulation library.
-
-## ORM
-
-_Libraries that implement Object-Relational Mapping or data mapping techniques._
-
-- Relational Databases
-  - [django.db.models](https://docs.djangoproject.com/en/dev/topics/db/models/) - The Django ORM.
-  - [sqlalchemy](https://github.com/sqlalchemy/sqlalchemy) - The Python SQL Toolkit and Object Relational Mapper.
-    - [awesome-sqlalchemy](https://github.com/dahlia/awesome-sqlalchemy)
-  - [dataset](https://github.com/pudo/dataset) - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
-  - [peewee](https://github.com/coleifer/peewee) - A small, expressive ORM.
-  - [pony](https://github.com/ponyorm/pony/) - ORM that provides a generator-oriented interface to SQL.
-  - [sqlmodel](https://github.com/fastapi/sqlmodel) - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
-  - [tortoise-orm](https://github.com/tortoise/tortoise-orm) - An easy-to-use asyncio ORM inspired by Django, with relations support.
-- NoSQL Databases
-  - [beanie](https://github.com/BeanieODM/beanie) - An asynchronous Python object-document mapper (ODM) for MongoDB.
-  - [mongoengine](https://github.com/MongoEngine/mongoengine) - A Python Object-Document-Mapper for working with MongoDB.
-  - [odmantic](https://github.com/art049/odmantic) - Sync and Async ODM for MongoDB built on top of Pydantic for model definition and validation.
-  - [pynamodb](https://github.com/pynamodb/PynamoDB) - A Pythonic interface for [Amazon DynamoDB](https://aws.amazon.com/dynamodb/).
-
-## Package Management
-
-_Libraries for package and dependency management._
-
-- [conda](https://github.com/conda/conda/) - Cross-platform, Python-agnostic binary package manager.
-- [mamba](https://github.com/mamba-org/mamba) - A reimplementation of the `conda` package manager in C++.
-- [pip](https://github.com/pypa/pip) - The package installer for Python.
-- [pipx](https://github.com/pypa/pipx) - Install and Run Python Applications in Isolated Environments. Like `npx` in Node.js.
-- [poetry](https://github.com/sdispater/poetry) - Python dependency management and packaging made easy.
-- [uv](https://github.com/astral-sh/uv) - An extremely fast Python version, package and project manager, written in Rust.
-
-## Package Repositories
-
-_Local PyPI repository server and proxies._
-
-- [bandersnatch](https://github.com/pypa/bandersnatch/) - PyPI mirroring tool provided by Python Packaging Authority (PyPA).
-- [devpi](https://github.com/devpi/devpi) - PyPI server and packaging/testing/release tool.
-- [warehouse](https://github.com/pypa/warehouse) - Next generation Python Package Repository (PyPI).
-
-## Penetration Testing
-
-_Frameworks and tools for penetration testing._
-
-- [fsociety](https://github.com/Manisso/fsociety) - A Penetration testing framework.
-- [setoolkit](https://github.com/trustedsec/social-engineer-toolkit) - A toolkit for social engineering.
-- [sherlock](https://github.com/sherlock-project/sherlock) - Hunt down social media accounts by username across social networks.
-- [sqlmap](https://github.com/sqlmapproject/sqlmap) - Automatic SQL injection and database takeover tool.
-
-## Processes
-
-_Libraries for starting and communicating with OS processes._
-
-- [delegator.py](https://github.com/amitt001/delegator.py) - [Subprocesses](https://docs.python.org/3/library/subprocess.html) for Humans 2.0.
-- [sarge](https://github.com/vsajip/sarge) - Yet another wrapper for subprocess.
-- [sh](https://github.com/amoffat/sh) - A full-fledged subprocess replacement for Python.
-
-## Quantum Computing
-
-_Libraries for quantum computing._
-
-- [Cirq](https://github.com/quantumlib/Cirq) — A Google-developed framework focused on hardware-aware quantum circuit design for NISQ devices.
-- [pennylane](https://github.com/PennyLaneAI/pennylane) — A hybrid quantum-classical machine learning library with automatic differentiation support.
-- [qiskit](https://github.com/Qiskit/qiskit) — An IBM-backed quantum SDK for building, simulating, and running circuits on real quantum hardware.
-- [qutip](https://github.com/qutip/qutip) - Quantum Toolbox in Python.
-
-## Recommender Systems
-
-_Libraries for building recommender systems._
-
-- [annoy](https://github.com/spotify/annoy) - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
-- [implicit](https://github.com/benfred/implicit) - A fast Python implementation of collaborative filtering for implicit datasets.
-- [lightfm](https://github.com/lyst/lightfm) - A Python implementation of a number of popular recommendation algorithms.
-- [scikit-surprise](https://github.com/NicolasHug/Surprise) - A scikit for building and analyzing recommender systems.
-- [spotlight](https://github.com/maciejkula/spotlight) - Deep recommender models using PyTorch.
-
-## Web APIs
-
-_Libraries for building RESTful and GraphQL APIs._
-
-- Django
-  - [django-rest-framework](https://github.com/encode/django-rest-framework) - A powerful and flexible toolkit to build web APIs.
-  - [django-tastypie](https://github.com/django-tastypie/django-tastypie) - Creating delicious APIs for Django apps.
-  - [strawberry-django](https://github.com/strawberry-graphql/strawberry-django) - Strawberry GraphQL integration with Django.
-- Flask
-  - [eve](https://github.com/pyeve/eve) - REST API framework powered by Flask, MongoDB and good intentions.
-  - [flask-api](https://github.com/flask-api/flask-api) - Browsable Web APIs for Flask.
-  - [flask-restful](https://github.com/flask-restful/flask-restful) - Quickly building REST APIs for Flask.
-- Pyramid
-  - [cornice](https://github.com/Cornices/cornice) - A RESTful framework for Pyramid.
-- Framework Agnostic
-  - [falcon](https://github.com/falconry/falcon) - A high-performance framework for building cloud APIs and web app backends.
-  - [fastapi](https://github.com/tiangolo/fastapi) - A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
-  - [graphene](https://github.com/graphql-python/graphene/) - GraphQL framework for Python.
-  - [hug](https://github.com/hugapi/hug) - A Python 3 framework for cleanly exposing APIs.
-  - [sandman2](https://github.com/jeffknupp/sandman2) - Automated REST APIs for existing database-driven systems.
-  - [sanic](https://github.com/sanic-org/sanic) - A Python 3.6+ web server and web framework that's written to go fast.
-  - [webargs](https://github.com/marshmallow-code/webargs) - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
-
-## RPC Servers
-
-_RPC-compatible servers._
-
-- [rpyc](https://github.com/tomerfiliba/rpyc) (Remote Python Call) - A transparent and symmetric RPC library for Python
-- [zerorpc](https://github.com/0rpc/zerorpc-python) - zerorpc is a flexible RPC implementation based on [ZeroMQ](http://zeromq.org/) and [MessagePack](http://msgpack.org/).
-
-## Science
-
-_Libraries for scientific computing. Also see [Python-for-Scientists](https://github.com/TomNicholas/Python-for-Scientists)._
-
-- Core
-  - [numba](https://github.com/numba/numba) - Python JIT compiler to LLVM aimed at scientific Python.
-  - [numpy](https://github.com/numpy/numpy) - A fundamental package for scientific computing with Python.
-  - [scipy](https://github.com/scipy/scipy) - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
-  - [statsmodels](https://github.com/statsmodels/statsmodels) - Statistical modeling and econometrics in Python.
-  - [sympy](https://github.com/sympy/sympy) - A Python library for symbolic mathematics.
-- Biology and Chemistry
-  - [biopython](https://github.com/biopython/biopython) - Biopython is a set of freely available tools for biological computation.
-  - [cclib](https://github.com/cclib/cclib) - A library for parsing and interpreting the results of computational chemistry packages.
-  - [openbabel](https://github.com/openbabel/openbabel) - A chemical toolbox designed to speak the many languages of chemical data.
-  - [rdkit](https://github.com/rdkit/rdkit) - Cheminformatics and Machine Learning Software.
-- Physics and Engineering
-  - [astropy](https://github.com/astropy/astropy) - A community Python library for Astronomy.
-  - [obspy](https://github.com/obspy/obspy) - A Python toolbox for seismology.
-  - [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
-  - [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - This is a compilation of various robotics algorithms with visualizations.
-- Simulation and Modeling
-  - [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
-  - [pymc](https://github.com/pymc-devs/pymc3) - Markov Chain Monte Carlo sampling toolkit.
-  - [simpy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
-- Other
-  - [colour](https://github.com/colour-science/colour) - Implementing a comprehensive number of colour theory transformations and algorithms.
-  - [manim](https://github.com/ManimCommunity/manim) - An animation engine for explanatory math videos.
-  - [networkx](https://github.com/networkx/networkx) - A high-productivity software for complex networks.
-  - [shapely](https://github.com/shapely/shapely) - Manipulation and analysis of geometric objects in the Cartesian plane.
-
-## Search
-
-_Libraries and software for indexing and performing search queries on data._
-
-- [django-haystack](https://github.com/django-haystack/django-haystack) - Modular search for Django.
-- [elasticsearch-dsl-py](https://github.com/elastic/elasticsearch-dsl-py) - The official high-level Python client for Elasticsearch.
-- [elasticsearch-py](https://github.com/elastic/elasticsearch-py) - The official low-level Python client for [Elasticsearch](https://www.elastic.co/products/elasticsearch).
-- [pysolr](https://github.com/django-haystack/pysolr) - A lightweight Python wrapper for [Apache Solr](https://lucene.apache.org/solr/).
-- [whoosh](https://github.com/mchaput/whoosh) - A fast, pure Python search engine library.
-
-## Serialization
-
-_Libraries for serializing complex data types._
-
-- [marshmallow](https://github.com/marshmallow-code/marshmallow) - A lightweight library for converting complex objects to and from simple Python datatypes.
-- [msgpack](https://github.com/msgpack/msgpack-python) - MessagePack serializer implementation for Python.
-- [orjson](https://github.com/ijl/orjson) - Fast, correct JSON library.
-- [pysimdjson](https://github.com/TkTech/pysimdjson) - A Python bindings for [simdjson](https://github.com/lemire/simdjson).
-- [python-rapidjson](https://github.com/python-rapidjson/python-rapidjson) - A Python wrapper around [RapidJSON](https://github.com/Tencent/rapidjson).
-- [ultrajson](https://github.com/esnme/ultrajson) - A fast JSON decoder and encoder written in C with Python bindings.
+  - [babel](https://github.com/python-babel/babel) - An internationalization library for Python.
+  - [chardet](https://github.com/chardet/chardet) - Python 2/3 compatible character encoding detector.
+  - [difflib](https://docs.python.org/3/library/difflib.html) - (Python standard library) Helpers for computing deltas.
+  - [ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically.
+  - [Levenshtein](https://github.com/ztane/python-Levenshtein/) - Fast computation of Levenshtein distance and string similarity.
+  - [pangu.py](https://github.com/vinta/pangu.py) - Paranoid text spacing.
+  - [pyfiglet](https://github.com/pwaller/pyfiglet) - An implementation of figlet written in Python.
+  - [pypinyin](https://github.com/mozillazg/python-pinyin) - Convert Chinese hanzi (漢字) to pinyin (拼音).
+  - [textdistance](https://github.com/orsinium/textdistance) - Compute distance between sequences with 30+ algorithms.
+  - [unidecode](https://github.com/avian2/unidecode) - ASCII transliterations of Unicode text.
+- Slugify
+  - [awesome-slugify](https://github.com/dimka665/awesome-slugify) - A Python slugify library that can preserve unicode.
+  - [python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII.
+  - [unicode-slugify](https://github.com/mozilla/unicode-slugify) - A slugifier that generates unicode slugs with Django as a dependency.
+- Unique identifiers
+  - [hashids](https://github.com/davidaurelio/hashids-python) - Implementation of [hashids](http://hashids.org) in Python.
+  - [shortuuid](https://github.com/skorokithakis/shortuuid) - A generator library for concise, unambiguous and URL-safe UUIDs.
+- Parser
+  - [pygments](https://github.com/pygments/pygments) - A generic syntax highlighter.
+  - [pyparsing](https://github.com/pyparsing/pyparsing) - A general purpose framework for generating parsers.
+  - [python-nameparser](https://github.com/derek73/python-nameparser) - Parsing human names into their individual components.
+  - [python-phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - Parsing, formatting, storing and validating international phone numbers.
+  - [python-user-agents](https://github.com/selwin/python-user-agents) - Browser user agent parser.
+  - [sqlparse](https://github.com/andialbrecht/sqlparse) - A non-validating SQL parser.
 
 ## File Format Processing
 
@@ -971,182 +1017,191 @@ _Libraries for parsing and manipulating specific text formats._
 - Archive
   - [unp](https://github.com/mitsuhiko/unp) - A command line tool that can unpack archives easily.
 
-## Static Site Generators
+## File Manipulation
 
-_Static site generator is a software that takes some text + templates as input and produces HTML files on the output._
+_Libraries for file manipulation._
 
-- [lektor](https://github.com/lektor/lektor) - An easy to use static CMS and blog engine.
-- [makesite](https://github.com/sunainapai/makesite) - Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
-- [nikola](https://github.com/getnikola/nikola) - A static website and blog generator.
-- [pelican](https://github.com/getpelican/pelican) - Static site generator that supports Markdown and reST syntax.
+- [mimetypes](https://docs.python.org/3/library/mimetypes.html) - (Python standard library) Map filenames to MIME types.
+- [path.py](https://github.com/jaraco/path.py) - A module wrapper for [os.path](https://docs.python.org/3/library/os.path.html).
+- [pathlib](https://docs.python.org/3/library/pathlib.html) - (Python standard library) A cross-platform, object-oriented path library.
+- [python-magic](https://github.com/ahupp/python-magic) - A Python interface to the libmagic file type identification library.
+- [watchdog](https://github.com/gorakhargosh/watchdog) - API and shell utilities to monitor file system events.
+- [watchfiles](https://github.com/samuelcolvin/watchfiles) - Simple, modern and fast file watching and code reload in python.
 
-## Task Queues
+## Downloaders
 
-_Libraries for working with task queues._
+_Libraries for downloading._
 
-- [celery](https://github.com/celery/celery) - An asynchronous task queue/job queue based on distributed message passing.
-  - [flower](https://github.com/mher/flower) - Real-time monitor and web admin for Celery.
-- [dramatiq](https://github.com/Bogdanp/dramatiq) - A fast and reliable background task processing library for Python 3.
-- [huey](https://github.com/coleifer/huey) - Little multi-threaded task queue.
-- [mrq](https://github.com/pricingassistant/mrq) - A distributed worker task queue in Python using Redis & gevent.
-- [rq](https://github.com/rq/rq) - Simple job queues for Python.
+- [s3cmd](https://github.com/s3tools/s3cmd) - A command line tool for managing Amazon S3 and CloudFront.
+- [youtube-dl](https://github.com/ytdl-org/youtube-dl/) - A command-line program to download videos from YouTube and other video sites.
 
-## Template Engines
+**System & Runtime**
 
-_Libraries and tools for templating and lexing._
+## Asynchronous Programming
 
-- [genshi](https://github.com/edgewall/genshi) - Python templating toolkit for generation of web-aware output.
-- [jinja](https://github.com/pallets/jinja) - A modern and designer friendly templating language.
-- [mako](https://github.com/sqlalchemy/mako) - Hyperfast and lightweight templating for the Python platform.
+_Libraries for asynchronous, concurrent and parallel execution. Also see [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)._
 
-## Testing
+- [asyncio](https://docs.python.org/3/library/asyncio.html) - (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
+  - [awesome-asyncio](https://github.com/timofurrer/awesome-asyncio)
+- [concurrent.futures](https://docs.python.org/3/library/concurrent.futures.html) - (Python standard library) A high-level interface for asynchronously executing callables.
+- [gevent](https://github.com/gevent/gevent) - A coroutine-based Python networking library that uses [greenlet](https://github.com/python-greenlet/greenlet).
+- [multiprocessing](https://docs.python.org/3/library/multiprocessing.html) - (Python standard library) Process-based parallelism.
+- [trio](https://github.com/python-trio/trio) - A friendly library for async concurrency and I/O.
+- [twisted](https://github.com/twisted/twisted) - An event-driven networking engine.
+- [uvloop](https://github.com/MagicStack/uvloop) - Ultra fast asyncio event loop.
 
-_Libraries for testing codebases and generating test data._
+## Environment Management
 
-- Testing Frameworks
-  - [hypothesis](https://github.com/HypothesisWorks/hypothesis) - Hypothesis is an advanced Quickcheck style property based testing library.
-  - [nose2](https://github.com/nose-devs/nose2) - The successor to `nose`, based on `unittest2`.
-  - [pytest](https://github.com/pytest-dev/pytest) - A mature full-featured Python testing tool.
-  - [robotframework](https://github.com/robotframework/robotframework) - A generic test automation framework.
-  - [scanapi](https://github.com/scanapi/scanapi) - Automated Testing and Documentation for your REST API.
-  - [unittest](https://docs.python.org/3/library/unittest.html) - (Python standard library) Unit testing framework.
-- Test Runners
-  - [green](https://github.com/CleanCut/green) - A clean, colorful test runner.
-  - [nox](https://github.com/wntrblm/nox) - Flexible test automation for Python.
-  - [tox](https://github.com/tox-dev/tox) - Auto builds and tests distributions in multiple Python versions
-- GUI / Web Testing
-  - [locust](https://github.com/locustio/locust) - Scalable user load testing tool written in Python.
-  - [playwright](https://github.com/microsoft/playwright-python) - Python version of the Playwright testing and automation library.
-  - [pyautogui](https://github.com/asweigart/pyautogui) - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
-  - [schemathesis](https://github.com/kiwicom/schemathesis) - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
-  - [selenium](https://github.com/SeleniumHQ/selenium) - Python bindings for [Selenium](https://selenium.dev/) [WebDriver](https://selenium.dev/documentation/webdriver/).
-  - [splinter](https://github.com/cobrateam/splinter) - Open source tool for testing web applications.
-- Mock
-  - [doublex](https://pypi.org/project/doublex/) - Powerful test doubles framework for Python.
-  - [freezegun](https://github.com/spulec/freezegun) - Travel through time by mocking the datetime module.
-  - [httmock](https://github.com/patrys/httmock) - A mocking library for requests for Python 2.6+ and 3.2+.
-  - [httpretty](https://github.com/gabrielfalcao/HTTPretty) - HTTP request mock tool for Python.
-  - [mock](https://docs.python.org/3/library/unittest.mock.html) - (Python standard library) A mocking and patching library.
-  - [mocket](https://github.com/mindflayer/python-mocket) - A socket mock framework with gevent/asyncio/SSL support.
-  - [responses](https://github.com/getsentry/responses) - A utility library for mocking out the requests Python library.
-  - [vcrpy](https://github.com/kevin1024/vcrpy) - Record and replay HTTP interactions on your tests.
-- Object Factories
-  - [factory_boy](https://github.com/FactoryBoy/factory_boy) - A test fixtures replacement for Python.
-  - [mixer](https://github.com/klen/mixer) - Another fixtures replacement. Supports Django, Flask, SQLAlchemy, Peewee and etc.
-  - [polyfactory](https://github.com/litestar-org/polyfactory) - mock data generation library with support to classes (continuation of `pydantic-factories`)
-- Code Coverage
-  - [coverage](https://github.com/coveragepy/coveragepy) - Code coverage measurement.
-- Fake Data
-  - [faker](https://github.com/joke2k/faker) - A Python package that generates fake data.
-  - [mimesis](https://github.com/lk-geimfari/mimesis) - is a Python library that help you generate fake data.
+_Libraries for Python version and virtual environment management._
 
-## Text Processing
+- [pyenv](https://github.com/pyenv/pyenv) - Simple Python version management.
+  - [pyenv-win](https://github.com/pyenv-win/pyenv-win) - Pyenv for Windows, Simple Python version management.
+- [uv](https://github.com/astral-sh/uv) - An extremely fast Python version, package and project manager, written in Rust.
+- [virtualenv](https://github.com/pypa/virtualenv) - A tool to create isolated Python environments.
 
-_Libraries for parsing and manipulating plain texts._
+## Package Management
 
-- General
-  - [babel](https://github.com/python-babel/babel) - An internationalization library for Python.
-  - [chardet](https://github.com/chardet/chardet) - Python 2/3 compatible character encoding detector.
-  - [difflib](https://docs.python.org/3/library/difflib.html) - (Python standard library) Helpers for computing deltas.
-  - [ftfy](https://github.com/LuminosoInsight/python-ftfy) - Makes Unicode text less broken and more consistent automagically.
-  - [Levenshtein](https://github.com/ztane/python-Levenshtein/) - Fast computation of Levenshtein distance and string similarity.
-  - [pangu.py](https://github.com/vinta/pangu.py) - Paranoid text spacing.
-  - [pyfiglet](https://github.com/pwaller/pyfiglet) - An implementation of figlet written in Python.
-  - [pypinyin](https://github.com/mozillazg/python-pinyin) - Convert Chinese hanzi (漢字) to pinyin (拼音).
-  - [textdistance](https://github.com/orsinium/textdistance) - Compute distance between sequences with 30+ algorithms.
-  - [unidecode](https://github.com/avian2/unidecode) - ASCII transliterations of Unicode text.
-- Slugify
-  - [awesome-slugify](https://github.com/dimka665/awesome-slugify) - A Python slugify library that can preserve unicode.
-  - [python-slugify](https://github.com/un33k/python-slugify) - A Python slugify library that translates unicode to ASCII.
-  - [unicode-slugify](https://github.com/mozilla/unicode-slugify) - A slugifier that generates unicode slugs with Django as a dependency.
-- Unique identifiers
-  - [hashids](https://github.com/davidaurelio/hashids-python) - Implementation of [hashids](http://hashids.org) in Python.
-  - [shortuuid](https://github.com/skorokithakis/shortuuid) - A generator library for concise, unambiguous and URL-safe UUIDs.
-- Parser
-  - [pygments](https://github.com/pygments/pygments) - A generic syntax highlighter.
-  - [pyparsing](https://github.com/pyparsing/pyparsing) - A general purpose framework for generating parsers.
-  - [python-nameparser](https://github.com/derek73/python-nameparser) - Parsing human names into their individual components.
-  - [python-phonenumbers](https://github.com/daviddrysdale/python-phonenumbers) - Parsing, formatting, storing and validating international phone numbers.
-  - [python-user-agents](https://github.com/selwin/python-user-agents) - Browser user agent parser.
-  - [sqlparse](https://github.com/andialbrecht/sqlparse) - A non-validating SQL parser.
+_Libraries for package and dependency management._
 
-## URL Manipulation
+- [conda](https://github.com/conda/conda/) - Cross-platform, Python-agnostic binary package manager.
+- [mamba](https://github.com/mamba-org/mamba) - A reimplementation of the `conda` package manager in C++.
+- [pip](https://github.com/pypa/pip) - The package installer for Python.
+- [pipx](https://github.com/pypa/pipx) - Install and Run Python Applications in Isolated Environments. Like `npx` in Node.js.
+- [poetry](https://github.com/sdispater/poetry) - Python dependency management and packaging made easy.
+- [uv](https://github.com/astral-sh/uv) - An extremely fast Python version, package and project manager, written in Rust.
 
-_Libraries for parsing URLs._
+## Package Repositories
 
-- [furl](https://github.com/gruns/furl) - A small Python library that makes parsing and manipulating URLs easy.
-- [purl](https://github.com/codeinthehole/purl) - A simple, immutable URL class with a clean API for interrogation and manipulation.
+_Local PyPI repository server and proxies._
 
-## Video
+- [bandersnatch](https://github.com/pypa/bandersnatch/) - PyPI mirroring tool provided by Python Packaging Authority (PyPA).
+- [devpi](https://github.com/devpi/devpi) - PyPI server and packaging/testing/release tool.
+- [warehouse](https://github.com/pypa/warehouse) - Next generation Python Package Repository (PyPI).
 
-_Libraries for manipulating video and GIFs._
+## Date and Time
 
-- [moviepy](https://github.com/Zulko/moviepy) - A module for script-based movie editing with many formats, including animated GIFs.
-- [scikit-video](https://github.com/aizvorski/scikit-video) - Video processing routines for SciPy.
-- [vidgear](https://github.com/abhiTronix/vidgear) - Most Powerful multi-threaded Video Processing framework.
+_Libraries for working with dates and times._
 
-## Web Asset Management
+- [arrow](https://github.com/arrow-py/arrow) - A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
+- [dateutil](https://github.com/dateutil/dateutil) - Extensions to the standard Python [datetime](https://docs.python.org/3/library/datetime.html) module.
+- [pendulum](https://github.com/sdispater/pendulum) - Python datetimes made easy.
+- [zoneinfo](https://docs.python.org/3/library/zoneinfo.html) - (Python standard library) IANA time zone support. Brings the [tz database](https://en.wikipedia.org/wiki/Tz_database) into Python.
 
-_Tools for managing, compressing and minifying website assets._
+## Distribution
 
-- [django-compressor](https://github.com/django-compressor/django-compressor) - Compresses linked and inline JavaScript or CSS into a single cached file.
-- [django-pipeline](https://github.com/jazzband/django-pipeline) - An asset packaging library for Django.
-- [django-storages](https://github.com/jschneier/django-storages) - A collection of custom storage back ends for Django.
-- [fanstatic](https://github.com/zopefoundation/fanstatic) - Packages, optimizes, and serves static file dependencies as Python packages.
-- [flask-assets](https://github.com/miracle2k/flask-assets) - Helps you integrate webassets into your Flask app.
-- [webassets](https://github.com/miracle2k/webassets) - Bundles, optimizes, and manages unique cache-busting URLs for static resources.
+_Libraries to create packaged executables for release distribution._
 
-## Web Content Extraction
+- [cx-Freeze](https://github.com/marcelotduarte/cx_Freeze) - It is a Python tool that converts Python scripts into standalone executables and installers for Windows, macOS, and Linux.
+- [Nuitka](https://github.com/Nuitka/Nuitka) - Compiles Python programs into high-performance standalone executables (cross-platform, supports all Python versions).
+- [py2app](https://github.com/ronaldoussoren/py2app) - Freezes Python scripts (Mac OS X).
+- [py2exe](https://github.com/py2exe/py2exe) - Freezes Python scripts (Windows).
+- [pyarmor](https://github.com/dashingsoft/pyarmor) - A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
+- [pyinstaller](https://github.com/pyinstaller/pyinstaller) - Converts Python programs into stand-alone executables (cross-platform).
+- [shiv](https://github.com/linkedin/shiv) - A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
 
-_Libraries for extracting web contents._
+## Hardware
 
-- [html2text](https://github.com/Alir3z4/html2text) - Convert HTML to Markdown-formatted text.
-- [lassie](https://github.com/michaelhelmick/lassie) - Web Content Retrieval for Humans.
-- [micawber](https://github.com/coleifer/micawber) - A small library for extracting rich content from URLs.
-- [newspaper](https://github.com/codelucas/newspaper) - News extraction, article extraction and content curation in Python.
-- [python-readability](https://github.com/buriy/python-readability) - Fast Python port of arc90's readability tool.
-- [requests-html](https://github.com/psf/requests-html) - Pythonic HTML Parsing for Humans.
-- [sumy](https://github.com/miso-belica/sumy) - A module for automatic summarization of text documents and HTML pages.
-- [toapi](https://github.com/gaojiuli/toapi) - Every web site provides APIs.
+_Libraries for programming with hardware._
 
-## Web Crawling
+- [bleak](https://github.com/hbldh/bleak) - A cross platform Bluetooth Low Energy Client for Python using asyncio.
+- [mouse](https://github.com/boppreh/mouse) - Hook and simulate global mouse events on Windows and Linux.
+- [pynput](https://github.com/moses-palmer/pynput) - A library to control and monitor input devices.
 
-_Libraries to automate web scraping._
+## Implementations
 
-- [browser-use](https://github.com/browser-use/browser-use) - Make websites accessible for AI agents with easy browser automation.
-- [crawl4ai](https://github.com/unclecode/crawl4ai) - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
-- [feedparser](https://github.com/kurtmckee/feedparser) - Universal feed parser.
-- [grab](https://github.com/lorien/grab) - Site scraping framework.
-- [mechanicalsoup](https://github.com/MechanicalSoup/MechanicalSoup) - A Python library for automating interaction with websites.
-- [scrapy](https://github.com/scrapy/scrapy) - A fast high-level screen scraping and web crawling framework.
+_Implementations of Python._
 
-## Web Frameworks
+- [clpython](https://github.com/metawilm/cl-python) - Implementation of the Python programming language written in Common Lisp.
+- [cpython](https://github.com/python/cpython) - Default, most widely used implementation of the Python programming language written in C.
+- [cython](https://github.com/cython/cython) - Optimizing Static Compiler for Python.
+- [ironpython](https://github.com/IronLanguages/ironpython3) - Implementation of the Python programming language written in C#.
+- [micropython](https://github.com/micropython/micropython) - A lean and efficient Python programming language implementation.
+- [PeachPy](https://github.com/Maratyszcza/PeachPy) - x86-64 assembler embedded in Python.
+- [pypy](https://github.com/pypy/pypy) - A very fast and compliant implementation of the Python language.
+- [pyston](https://github.com/pyston/pyston/) - A Python implementation using JIT techniques.
 
-_Traditional full stack web frameworks. Also see [RESTful API](https://github.com/vinta/awesome-python#restful-api)._
+## Microsoft Windows
 
-- Synchronous
-  - [django](https://github.com/django/django) - The most popular web framework in Python.
-    - [awesome-django](https://github.com/shahraizali/awesome-django)
-  - [flask](https://github.com/pallets/flask) - A microframework for Python.
-    - [awesome-flask](https://github.com/humiaozuzu/awesome-flask)
-  - [pyramid](https://github.com/Pylons/pyramid) - A small, fast, down-to-earth, open source Python web framework.
-    - [awesome-pyramid](https://github.com/uralbash/awesome-pyramid)
-  - [fasthtml](https://github.com/AnswerDotAI/fasthtml) - The fastest way to create an HTML app.
-    - [awesome-fasthtml](https://github.com/amosgyamfi/awesome-fasthtml)
-  - [masonite](https://github.com/MasoniteFramework/masonite) - The modern and developer centric Python web framework.
-- Asynchronous
-  - [litestar](https://github.com/litestar-org/litestar) - Production-ready, capable and extensible ASGI Web framework.
-  - [microdot](https://github.com/miguelgrinberg/microdot) - The impossibly small web framework for Python and MicroPython.
-  - [reflex](https://github.com/reflex-dev/reflex) – A framework for building reactive, full-stack web applications entirely with python .
-  - [tornado](https://github.com/tornadoweb/tornado) - A web framework and asynchronous networking library.
+_Python programming on Microsoft Windows._
 
-## WebSocket
+- [pythonnet](https://github.com/pythonnet/pythonnet) - Python Integration with the .NET Common Language Runtime (CLR).
+- [pywin32](https://github.com/mhammond/pywin32) - Python Extensions for Windows.
+- [winpython](https://github.com/winpython/winpython) - Portable development environment for Windows 10/11.
 
-_Libraries for working with WebSocket._
+## Built-in Classes Enhancement
 
-- [autobahn-python](https://github.com/crossbario/autobahn-python) - WebSocket & WAMP for Python on Twisted and [asyncio](https://docs.python.org/3/library/asyncio.html).
-- [channels](https://github.com/django/channels) - Developer-friendly asynchrony for Django.
-- [websockets](https://github.com/aaugustin/websockets) - A library for building WebSocket servers and clients with a focus on correctness and simplicity.
+_Libraries for enhancing Python built-in classes._
+
+- [attrs](https://github.com/python-attrs/attrs) - Replacement for `__init__`, `__eq__`, `__repr__`, etc. boilerplate in class definitions.
+- [bidict](https://github.com/jab/bidict) - Efficient, Pythonic bidirectional map data structures and related functionality.
+- [box](https://github.com/cdgriffith/Box) - Python dictionaries with advanced dot notation access.
+
+## Functional Programming
+
+_Functional Programming with Python._
+
+- [coconut](https://github.com/evhub/coconut) - A variant of Python built for simple, elegant, Pythonic functional programming.
+- [cytoolz](https://github.com/pytoolz/cytoolz/) - Cython implementation of `Toolz`: High performance functional utilities.
+- [functools](https://docs.python.org/3/library/functools.html) - (Python standard library) Higher-order functions and operations on callable objects.
+- [funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools.
+- [more-itertools](https://github.com/erikrose/more-itertools) - More routines for operating on iterables, beyond `itertools`.
+- [returns](https://github.com/dry-python/returns) - A set of type-safe monads, transformers, and composition utilities.
+- [toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries.
+
+## Configuration Files
+
+_Libraries for storing and parsing configuration options._
+
+- [configobj](https://github.com/DiffSK/configobj) - INI file parser with validation.
+- [configparser](https://docs.python.org/3/library/configparser.html) - (Python standard library) INI file parser.
+- [dynaconf](https://github.com/dynaconf/dynaconf) - Dynaconf is a configuration manager with plugins for Django, Flask and FastAPI.
+- [hydra](https://github.com/facebookresearch/hydra) - Hydra is a framework for elegantly configuring complex applications.
+- [python-decouple](https://github.com/HBNetwork/python-decouple) - Strict separation of settings from code.
+
+**Security & Auth**
+
+## Authentication
+
+_Libraries for implementing authentication schemes._
+
+- OAuth
+  - [authlib](https://github.com/lepture/authlib) - JavaScript Object Signing and Encryption draft implementation.
+  - [django-allauth](https://github.com/pennersr/django-allauth) - Authentication app for Django that "just works."
+  - [django-oauth-toolkit](https://github.com/jazzband/django-oauth-toolkit) - OAuth 2 goodies for Django.
+  - [oauthlib](https://github.com/oauthlib/oauthlib) - A generic and thorough implementation of the OAuth request-signing logic.
+- JWT
+  - [pyjwt](https://github.com/jpadilla/pyjwt) - JSON Web Token implementation in Python.
+  - [python-jose](https://github.com/mpdavis/python-jose/) - A JOSE implementation in Python.
+- Permissions
+  - [django-guardian](https://github.com/django-guardian/django-guardian) - Implementation of per object permissions for Django 1.2+
+  - [django-rules](https://github.com/dfunckt/django-rules) - A tiny but powerful app providing object-level permissions to Django, without requiring a database.
+
+## Cryptography
+
+- [cryptography](https://github.com/pyca/cryptography) - A package designed to expose cryptographic primitives and recipes to Python developers.
+- [paramiko](https://github.com/paramiko/paramiko) - The leading native Python SSHv2 protocol library.
+- [pynacl](https://github.com/pyca/pynacl) - Python binding to the Networking and Cryptography (NaCl) library.
+
+## Penetration Testing
+
+_Frameworks and tools for penetration testing._
+
+- [fsociety](https://github.com/Manisso/fsociety) - A Penetration testing framework.
+- [setoolkit](https://github.com/trustedsec/social-engineer-toolkit) - A toolkit for social engineering.
+- [sherlock](https://github.com/sherlock-project/sherlock) - Hunt down social media accounts by username across social networks.
+- [sqlmap](https://github.com/sqlmapproject/sqlmap) - Automatic SQL injection and database takeover tool.
+
+**Miscellaneous**
+
+## Miscellaneous
+
+_Useful libraries or tools that don't fit in the categories above._
+
+- [blinker](https://github.com/jek/blinker) - A fast Python in-process signal/event dispatching system.
+- [boltons](https://github.com/mahmoud/boltons) - A set of pure-Python utilities.
+- [itsdangerous](https://github.com/pallets/itsdangerous) - Various helpers to pass trusted data to untrusted environments.
+- [pluginbase](https://github.com/mitsuhiko/pluginbase) - A simple but flexible plugin system for Python.
+- [tryton](https://github.com/tryton/tryton) - A general-purpose business framework.
 
 # Resources