SECTION · 01

关键指标一览

Stars 数

310,460

Forks 数

28,377

Watchers 数

310,460

Issue 数

20

主要语言

Python

许可证

NOASSERTION

仓库所有者

vinta

创建时间

2014.06.27

更新时间

2026.07.26

主题标签

awesome collections python python-frameworks python-libraries python-tools

SECTION · 03

README 详细介绍

Awesome Python

An opinionated guide to the best Python frameworks, libraries, tools, and resources.

Visit the website to search and filter projects more easily.

Projects

AI & ML

AI and Agents

_Libraries for building AI applications, LLM integrations, and autonomous agents._

Agent Skills
django-ai-plugins - Django backend agent skills for Django, DRF, Celery, and Django-specific code review.
graphify - Turn any folder of code, SQL schemas, docs, papers, images, or videos into a queryable knowledge graph.
nuwa-skill - Nuwa distills the thinking of anyone — let Musk, Naval, Munger, and Feynman work for you.
sentry-skills - Python-focused engineering skills for code review, debugging, and backend workflows.
trailofbits-skills - Python-friendly security skills for auditing, testing, and safer backend development.
Orchestration
ag2 - An open-source AgentOS for multi-agent orchestration and building agentic AI systems.
autogen - A programming framework for building agentic AI applications.
bernstein - A deterministic Python orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, and 40+ more) with parallel git worktrees and an HMAC-signed audit chain.
bindu - A framework that wraps any agent handler with DID-based cryptographic identity, A2A JSON-RPC over HTTP, OAuth2 auth, x402 (USDC) payments, and a built-in operator inbox.
bub - A lightweight, hook-first Python framework for channel-native agents that live alongside people.
crewai - A framework for orchestrating role-playing autonomous AI agents for collaborative task solving.
dspy - A framework for programming, not prompting, language models.
hermes-agent - An adaptive AI agent framework that grows with you.
langchain - Building applications with LLMs through composability.
langgraph - Low-level orchestration framework for building stateful, long-running LLM agents.
openai-agents - OpenAI's framework for building and managing AI agents.
OpenChronicle - Open-source, local-first memory for any tool-capable LLM agent.
promptise - A framework for building end-to-end production-ready agentic systems, scalable & secure MCP's and autonomous agents.
pydantic-ai - A Python agent framework for building generative AI applications with structured schemas.
TradingAgents - A multi-agents LLM financial trading framework.
Data Layer
entroly - An auditable context control plane that optimizes prompt context, stabilizes cache prefixes, and verifies answers locally with WITNESS.
instructor - A library for extracting structured data from LLMs, powered by Pydantic.
llama-index - A data framework for your LLM application.
lumen - An agent framework for conversational analysis of SQL, dataframe and multidimensional array data.
mem0 - An intelligent memory layer for AI agents enabling personalized interactions.
outlines - Structured text generation for LLMs with JSON schema, regex, and grammar-constrained decoding.
Pre-trained Models and Inference
diffusers - A library that provides pre-trained diffusion models for generating and editing images, audio, and video.
LiteLLM - Call 100+ LLMs using OpenAI format.
liter-llm - A universal LLM API client with a Rust core, calling 142+ providers through a single OpenAI-compatible interface, with a built-in proxy and MCP server.
mlx-lm - Run and fine-tune large language models on Apple Silicon with MLX.
sglang - A high-performance serving framework for large language models and multimodal models.
transformers - A framework that lets you easily use pre-trained transformer models for NLP, vision, and audio tasks.
unsloth - A library for faster LLM fine-tuning and training with reduced memory usage.
vllm - A high-throughput and memory-efficient inference and serving engine for LLMs.
Speech
funasr - Industrial-grade speech recognition toolkit with 170x realtime speed, 50+ languages, speaker diarization, and emotion detection.
openai-whisper - A general-purpose automatic speech recognition model trained on 680k hours of multilingual and multitask supervised data.
SenseVoice - A multilingual speech understanding model for speech recognition, language identification, emotion recognition, and audio event detection.
vibevoice - A family of open-source voice AI models from Microsoft for text-to-speech and long-form speech recognition.
voxcpm - A tokenizer-free text-to-speech foundation model for multilingual speech generation and voice cloning.

Deep Learning

_Frameworks for Neural Networks and Deep Learning. Also see awesome-deep-learning._

jax - A library for high-performance numerical computing with automatic differentiation and JIT compilation.
keras - A high-level deep learning library with support for JAX, TensorFlow, and PyTorch backends.
pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration.
pytorch-lightning - Deep learning framework to train, deploy, and ship AI products Lightning fast.
stable-baselines3 - PyTorch implementations of Stable Baselines (deep) reinforcement learning algorithms.
tensorflow - The most popular Deep Learning framework created by Google.

Machine Learning

_Libraries for Machine Learning. Also see awesome-machine-learning._

catboost - A fast, scalable, high performance gradient boosting on decision trees library.
feature_engine - sklearn compatible API with the widest toolset for feature engineering and selection.
h2o - Open Source Fast Scalable Machine Learning Platform.
lightgbm - A fast, distributed, high performance gradient boosting framework.
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 - A Python library for probabilistic graphical models and Bayesian networks.
scikit-learn - The most popular Python library for Machine Learning with extensive documentation and community support.
scikit-lego - A collection of lego bricks for scikit-learn pipelines.
spark.ml - Apache Spark's scalable Machine Learning library for distributed computing.
TabGAN - Synthetic tabular data generation using GANs, Diffusion Models, and LLMs.
timesfm - A pretrained foundation model from Google Research for time-series forecasting.
xgboost - A scalable, portable, and distributed gradient boosting library.

Natural Language Processing

_Libraries for working with human languages._

General
gensim - Topic Modeling for Humans.
nltk - A leading platform for building Python programs to work with human language data.
spacy - A library for industrial-strength natural language processing in Python and Cython.
stanza - The Stanford NLP Group's official Python library, supporting 60+ languages.
Chinese
funnlp - A collection of tools and datasets for Chinese NLP.
jieba - The most popular Chinese text segmentation library.

Computer Vision

_Libraries for Computer Vision._

easyocr - Ready-to-use OCR with 40+ languages supported.
fiftyone - The open-source tool for building high-quality datasets and computer vision models.
kornia - Open Source Differentiable Computer Vision Library for PyTorch.
opencv - Open Source Computer Vision Library.
pytesseract - A wrapper for Google Tesseract OCR.
ultralytics - Ultralytics YOLO for object detection, segmentation, pose estimation, and classification with state-of-the-art accuracy and speed.

Recommender Systems

_Libraries for building recommender systems._

annoy - Approximate Nearest Neighbors in C++/Python optimized for memory usage.
implicit - A fast Python implementation of collaborative filtering for implicit datasets.
scikit-surprise - A scikit for building and analyzing recommender systems.

Web Development

Web Frameworks

_Traditional full stack web frameworks. Also see Web APIs._

Synchronous
bottle - A fast and simple micro-framework distributed as a single file with no dependencies.
django - The most popular web framework in Python.
awesome-django
flask - A microframework for Python.
awesome-flask
pyramid - A small, fast, down-to-earth, open source Python web framework.
awesome-pyramid
fasthtml - The fastest way to create an HTML app.
awesome-fasthtml
masonite - The modern and developer centric Python web framework.
Asynchronous
litestar - Production-ready, capable and extensible ASGI Web framework.
microdot - The impossibly small web framework for Python and MicroPython.
reflex - A framework for building reactive, full-stack web applications entirely with Python.
robyn - A high-performance async Python web framework with a Rust runtime.
starlette - A lightweight ASGI framework and toolkit for building high-performance async services.
tornado - A web framework and asynchronous networking library.

Web APIs

_Libraries for building RESTful and GraphQL APIs._

Django
django-modern-rest - Modern REST with speed, types, async, msgspec, pydantic and other goodies!
django-ninja - Fast, Django REST framework based on type hints and Pydantic.
django-rest-framework - A powerful and flexible toolkit to build web APIs.
strawberry-django - Strawberry GraphQL integration with Django.
Flask
apiflask - A lightweight Python web API framework based on Flask and Marshmallow.
Framework Agnostic
connexion - A spec-first framework that automatically handles requests based on your OpenAPI specification.
falcon - A high-performance framework for building cloud APIs and web app backends.
fastapi - A modern, fast, web framework for building APIs with standard Python type hints.
sanic - A Python web server and web framework that's written to go fast.
strawberry - A GraphQL library that leverages Python type annotations for schema definition.
webargs - A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.

Web Servers

_ASGI and WSGI compatible web servers._

ASGI
daphne - An HTTP, HTTP/2 and WebSocket protocol server for ASGI and ASGI-HTTP.
granian - A Rust HTTP server for Python applications built on top of Hyper and Tokio, supporting WSGI/ASGI/RSGI.
hypercorn - An ASGI and WSGI Server based on Hyper libraries and inspired by Gunicorn.
uvicorn - A lightning-fast ASGI server implementation, using uvloop and httptools.
WSGI
gunicorn - Pre-forked, ported from Ruby's Unicorn project.
uwsgi - A project aims at developing a full stack for building hosting services, written in C.
waitress - Multi-threaded, powers Pyramid.
RPC
grpcio - HTTP/2-based RPC framework with Python bindings, built by Google.
rpyc (Remote Python Call) - A transparent and symmetric RPC library for Python.

WebSocket

_Libraries for working with WebSocket._

autobahn-python - WebSocket & WAMP for Python on Twisted and asyncio.
channels - Developer-friendly asynchrony for Django.
flask-socketio - Socket.IO integration for Flask applications.
picows - Fastest WebSocket clients and servers with a frame level interface for the most demanding use-cases.
websockets - A library for building WebSocket servers and clients with a focus on correctness and simplicity.

Template Engines

_Libraries and tools for templating and lexing._

jinja - A modern and designer friendly templating language.
mako - Hyperfast and lightweight templating for the Python platform.

Web Asset Management

_Tools for managing, compressing and minifying website assets._

django-compressor - Compresses linked and inline JavaScript or CSS into a single cached file.
django-storages - A collection of custom storage back ends for Django.

Authentication

_Libraries for implementing authentication schemes._

OAuth
authlib - A comprehensive library for building OAuth, OpenID Connect, and JWT/JWS/JWE/JWK/JWA.
django-allauth - Authentication app for Django that "just works."
django-oauth-toolkit - OAuth 2 goodies for Django.
oauthlib - A generic and thorough implementation of the OAuth request-signing logic.
JWT
pyjwt - JSON Web Token implementation in Python.
Permissions
django-guardian - Implementation of per-object permissions for Django.
django-rules - A tiny but powerful app providing object-level permissions to Django, without requiring a database.

Admin Panels

_Libraries for administrative interfaces._

ajenti - The admin panel your servers deserve.
django-grappelli - A jazzy skin for the Django Admin-Interface.
django-unfold - Elevate your Django admin with a stunning modern interface, powerful features, and seamless user experience.
flask-admin - Simple and extensible administrative interface framework for Flask.
flower - Real-time monitor and web admin for Celery.
func-to-web - Instantly create web UIs from Python functions using type hints. Zero frontend code required.
jet-bridge - Admin panel framework for any application with nice UI (ex Jet Django).

CMS

_Content Management Systems._

django-cms - The easy-to-use and developer-friendly enterprise CMS powered by Django.
indico - A feature-rich event management system, made @ CERN.
wagtail - A Django content management system.

Static Site Generators

_Static site generator is a software that takes some text + templates as input and produces HTML files on the output._

lektor - An easy to use static CMS and blog engine.
nikola - A static website and blog generator.
pelican - Static site generator that supports Markdown and reST syntax.

HTTP & Scraping

HTTP Clients

_Libraries for working with HTTP._

aiohttp - Asynchronous HTTP client/server framework for asyncio and Python.
furl - A small Python library that makes parsing and manipulating URLs easy.
httptap - Dissects an HTTP request into DNS, TCP, TLS, wait, and transfer phases and renders the timings as a waterfall.
httpx - A next generation HTTP client for Python.
requests - HTTP Requests for Humans.
urllib3 - A HTTP library with thread-safe connection pooling, file post support, sanity friendly.

Web Scraping

_Libraries to automate web scraping and extract web content._

Frameworks
browser-use - Make websites accessible for AI agents with easy browser automation.
crawl4ai - An open-source, LLM-friendly web crawler that provides lightning-fast, structured data extraction specifically designed for AI agents.
crawlberg - A high-performance web crawling engine with a Rust core, headless-browser fallback, and built-in robots.txt and sitemap parsing.
mechanicalsoup - A Python library for automating interaction with websites.
scrapy - A fast high-level screen scraping and web crawling framework.
website-downloader - A modern wget --mirror / HTTrack alternative that turns whole websites into browsable offline copies.
Content Extraction
feedparser - Universal feed parser.
html2text - Convert HTML to Markdown-formatted text.
micawber - A small library for extracting rich content from URLs.
sumy - A module for automatic summarization of text documents and HTML pages.
trafilatura - A tool for gathering text and metadata from the web, with built-in content filtering.

Email

_Libraries for sending and parsing email, and mail server management._

modoboa - A mail hosting and management platform including a modern Web UI.
yagmail - Yet another Gmail/SMTP client.

Database & Storage

ORM

_Libraries that implement Object-Relational Mapping or data mapping techniques._

Relational Databases
django.db.models - The Django ORM.
sqlalchemy - The Python SQL Toolkit and Object Relational Mapper.
awesome-sqlalchemy
dataset - Store Python dicts in a database - works with SQLite, MySQL, and PostgreSQL.
peewee - A small, expressive ORM.
pony - ORM that provides a generator-oriented interface to SQL.
sqlmodel - SQLModel is based on Python type annotations, and powered by Pydantic and SQLAlchemy.
tortoise-orm - An easy-to-use asyncio ORM inspired by Django, with relations support.
NoSQL Databases
beanie - An asynchronous Python object-document mapper (ODM) for MongoDB.
mongoengine - A Python Object-Document-Mapper for working with MongoDB.
pynamodb - A Pythonic interface for Amazon DynamoDB.

Database Drivers

_Libraries for connecting and operating databases._

MySQL - awesome-mysql
mysqlclient - MySQL connector with Python 3 support (mysql-python fork).
pymysql - A pure Python MySQL driver compatible to mysql-python.
PostgreSQL - awesome-postgres
psycopg - The most popular PostgreSQL adapter for Python.
SQLite - awesome-sqlite
sqlite-utils - Python CLI utility and library for manipulating SQLite databases.
sqlite3 - (Python standard library) SQLite interface compliant with DB-API 2.0.
Other Relational Databases
clickhouse-driver - Python driver with native interface for ClickHouse.
mssql-python - Official Microsoft driver for SQL Server and Azure SQL, built on ODBC for high performance and low memory usage.
NoSQL Databases
cassandra-driver - The Python Driver for Apache Cassandra.
django-mongodb-backend - Official MongoDB database backend for Django.
pymongo - The official Python client for MongoDB.
redis-py - The Python client for Redis.

Database

_Databases implemented in Python._

chdb - In-process OLAP SQL engine with the full ClickHouse dialect, zero-copy pandas/Arrow interop, and federation to remote ClickHouse clusters via remoteSecure().
chromadb - An open-source embedding database for building AI applications with embeddings and semantic search.
duckdb - An in-process SQL OLAP database management system; optimized for analytics and fast queries, similar to SQLite but for analytical workloads.
pickledb - A simple and lightweight key-value store for Python.
tinydb - A tiny, document-oriented database.
ZODB - A native object database for Python. A key-value and object graph database.
zvec - An embedded vector database for on-device RAG and edge AI, the SQLite of vector databases.

Caching

_Libraries for caching data._

cachetools - Extensible memoizing collections and decorators.
django-cacheops - A slick ORM cache with automatic granular event-driven invalidation.
dogpile.cache - dogpile.cache is a next generation replacement for Beaker made by the same authors.
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 - Modular search for Django.
elasticsearch-py - The official low-level Python client for Elasticsearch.
pysolr - A lightweight Python wrapper for Apache Solr.

Serialization

_Libraries for serializing complex data types._

marshmallow - A lightweight library for converting complex objects to and from simple Python datatypes.
msgpack - MessagePack serializer implementation for Python.
orjson - Fast, correct JSON library.

Data & Science

Data Analysis

_Libraries for data analysis._

aws-sdk-pandas - Pandas on AWS.
data-profiling - Generate detailed data profiling reports for pandas DataFrames.
datasette - An open source multi-tool for exploring and publishing data.
desbordante - An open source data profiler for complex pattern discovery.
ibis - A portable Python dataframe library with a single API for 20+ backends.
modin - A drop-in pandas replacement that scales workflows by changing a single line of code.
pandas - A library providing high-performance, easy-to-use data structures and data analysis tools.
pathway - Real-time data processing framework for Python with reactive dataflows.

percentify - Exploratory stats and data-quality diagnostics/profiler, that supports both pandas and Polars DataFrames inputs.

polars - A fast DataFrame library implemented in Rust with a Python API.

Data Ingestion / ETL

_Libraries for data extraction, transformation, and loading pipelines across multiple sources and destinations._

General
dlt - A Python library for building data pipelines with automatic schema inference, incremental loading, and support for multiple sources and destinations.
Financial Data
akshare - A financial data interface library, built for human beings!
edgartools - Library for downloading structured data from SEC EDGAR filings and XBRL financial statements.
lumibot - Algorithmic trading framework for backtesting and live deployment across stocks, options, crypto, futures, and forex.
openbb - A financial data platform for analysts, quants and AI agents.
yfinance - Easy Pythonic way to download market and financial data from Yahoo Finance.

Data Validation

_Libraries for validating data. Used for forms in many cases._

cerberus - A lightweight and extensible data validation library.
jsonschema - An implementation of JSON Schema for Python.
pandera - A data validation library for dataframes, with support for pandas, polars, and Spark.
pydantic - Data validation using Python type hints.
voluptuous - A Python data validation library primarily intended for validating data from untrusted sources.

Data Visualization

_Libraries for visualizing data. Also see awesome-javascript._

Plotting
altair - Declarative statistical visualization library for Python.
bokeh - Interactive Web Plotting for Python.
bqplot - Interactive Plotting Library for the Jupyter Notebook.
matplotlib - A Python 2D plotting library.
plotly - Interactive graphing library for Python.
plotnine - A grammar of graphics for Python based on ggplot2.
pygal - A Python SVG Charts Creator.
pyqtgraph - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
seaborn - Statistical data visualization using Matplotlib.
ultraplot - Matplotlib wrapper for publication-ready scientific figures with minimal code. Includes advanced subplot management, panel layouts, and batteries-included geoscience plotting.
vispy - High-performance scientific visualization based on OpenGL.
Specialized
cartopy - A cartographic python library with matplotlib support.
pygraphviz - Python interface to Graphviz.
Dashboards and Apps
gradio - Build and share machine learning apps, all in Python.
streamlit - A framework which lets you build dashboards, generate reports, or create chat apps in minutes.

Geolocation

_Libraries for geocoding addresses and working with latitudes and longitudes._

django-countries - A Django app that provides a country field for models and forms.
geodjango - A world-class geographic web framework that is part of Django.
geojson - Python bindings and utilities for GeoJSON.
geopandas - Python tools for geographic data (GeoSeries/GeoDataFrame) built on pandas.
geopy - Python Geocoding Toolbox.

Science

_Libraries for scientific computing. Also see Python-for-Scientists._

Core
numba - Python JIT compiler to LLVM aimed at scientific Python.
numpy - A fundamental package for scientific computing with Python.
scipy - A Python-based ecosystem of open-source software for mathematics, science, and engineering.
statsmodels - Statistical modeling and econometrics in Python.
sympy - A Python library for symbolic mathematics.
Biology and Chemistry
biopython - Biopython is a set of freely available tools for biological computation.
cclib - A library for parsing and interpreting the results of computational chemistry packages.
openbabel - A chemical toolbox designed to speak the many languages of chemical data.
rdkit - Cheminformatics and Machine Learning Software.
Physics and Engineering
astropy - A community Python library for Astronomy.
obspy - A Python toolbox for seismology.
pydy - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
PythonRobotics - This is a compilation of various robotics algorithms with visualizations.
Simulation and Modeling
mesa - An agent-based modeling framework for building, analyzing, and visualizing complex system simulations.
pathsim - A block-based system modeling and simulation framework with a browser-based visual editor.
pymc - Probabilistic programming and Bayesian modeling in Python.
simpy - A process-based discrete-event simulation framework.
Other
colour - Implementing a comprehensive number of colour theory transformations and algorithms.
manim - An animation engine for explanatory math videos.
networkx - A high-productivity software for complex networks.
shapely - Manipulation and analysis of geometric objects in the Cartesian plane.

Quantum Computing

_Libraries for quantum computing._

Cirq — A Google-developed framework focused on hardware-aware quantum circuit design for NISQ devices.
pennylane — A hybrid quantum-classical machine learning library with automatic differentiation support.
qiskit — An IBM-backed quantum SDK for building, simulating, and running circuits on real quantum hardware.
qutip - Quantum Toolbox in Python.

Developer Tools

Algorithms and Design Patterns

_Python implementation of data structures, algorithms and design patterns. Also see awesome-algorithms._

Algorithms
algorithms - Minimal examples of data structures and algorithms.
sortedcontainers - Fast and pure-Python implementation of sorted collections.
thealgorithms - All Algorithms implemented in Python.
Design Patterns
python-patterns - A collection of design patterns in Python.
transitions - A lightweight, object-oriented finite state machine implementation.

Interactive Interpreter

_Interactive Python interpreters (REPL)._

jupyter - A rich toolkit to help you make the most out of using Python interactively.
awesome-jupyter
marimo - Transform data and train models, feels like a next-gen notebook, stored as Git-friendly Python.
ptpython - Advanced Python REPL built on top of the python-prompt-toolkit.

Code Analysis

_Tools of static analysis, linters and code quality checkers. Also see awesome-static-analysis._

Code Analysis
code2flow - Turn your Python and JavaScript code into DOT flowcharts.
prospector - A tool to analyze Python code.
repowise - Codebase intelligence that indexes repos into dependency graphs, git history, and auto-generated docs with dead code detection.
vulture - A tool for finding and analyzing dead Python code.
Code Linters
bandit - A tool designed to find common security issues in Python code.
flake8 - A wrapper around pycodestyle, pyflakes and McCabe.
awesome-flake8-extensions
pylint - A fully customizable source code analyzer.
Code Formatters
black - The uncompromising Python code formatter.
isort - A Python utility / library to sort imports.
ruff - An extremely fast Python linter and code formatter.
Refactoring
rope - Rope is a python refactoring library.
Type Checkers - awesome-python-typing
mypy - Check variable types during compile time.
pyrefly - A fast type checker and language server for Python.
ty - An extremely fast Python type checker and language server.
typeshed - Collection of library stubs for Python, with static types.
Type Annotations Generators
monkeytype - A system for Python that generates static type annotations by collecting runtime types.
pytype - Pytype checks and infers types for Python code - without requiring type annotations.

Testing

_Libraries for testing codebases and generating test data. Also see awesome-python-testing._

Frameworks
hypothesis - Hypothesis is an advanced Quickcheck style property based testing library.
pytest - A mature full-featured Python testing tool.
awesome-pytest
robotframework - A generic test automation framework.
scanapi - Automated Testing and Documentation for your REST API.
unittest - (Python standard library) Unit testing framework.
Test Runners
nox - Flexible test automation for Python.
tox - Auto builds and tests distributions in multiple Python versions
GUI / Web Testing
locust - Scalable user load testing tool written in Python.
playwright-python - Python version of the Playwright testing and automation library.
pyautogui - PyAutoGUI is a cross-platform GUI automation Python module for human beings.
schemathesis - A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
selenium - Python bindings for Selenium WebDriver.
Mock
freezegun - Travel through time by mocking the datetime module.
mock - (Python standard library) A mocking and patching library.
mocket - A socket mock framework with gevent/asyncio/SSL support.
responses - A utility library for mocking out the requests Python library.
respx - Mock HTTPX with awesome request patterns and response side effects.
vcrpy - Record and replay HTTP interactions on your tests.
Object Factories
factory_boy - A test fixtures replacement for Python.
polyfactory - mock data generation library with support to classes (continuation of pydantic-factories)
Code Coverage
coverage - Code coverage measurement.
Fake Data
faker - A Python package that generates fake data.
mimesis - is a Python library that help you generate fake data.

Debugging Tools

_Libraries for debugging code._

pdb-like Debugger
ipdb - IPython-enabled pdb.
pudb - A full-screen, console-based Python debugger.
Tracing
manhole - Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.
python-hunter - A flexible code tracing toolkit.
Profiler
py-spy - A sampling profiler for Python programs. Written in Rust.
scalene - A high-performance, high-precision CPU, GPU, and memory profiler for Python.
Others
django-debug-toolbar - Display various debug information for Django.
flask-debugtoolbar - A port of the django-debug-toolbar to flask.
icecream - Inspect variables, expressions, and program execution with a single, simple function call.
memory_graph - Visualize Python data at runtime to debug references, mutability, and aliasing.

Build Tools

_Compile software from source code._

bitbake - A make-like build tool for embedded Linux.
doit - A task runner and build tool.
invoke - A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
platformio - A console tool to build code with different development platforms.
pybuilder - A continuous build tool written in pure Python.
scons - A software construction tool.

Documentation

_Libraries for generating project documentation._

diagrams - Diagram as Code.
mkdocs - Markdown friendly documentation generator.
pdoc - Epydoc replacement to auto generate API documentation for Python libraries.
sphinx - Python Documentation generator.
awesome-sphinxdoc

DevOps

DevOps Tools

_Software and libraries for DevOps._

Cloud Providers
awscli - Universal C

awesome-python – vinta