A curated list of awesome Python frameworks, libraries, tools, and resources for building production-grade systems.

• Django – high-level web framework that encourages rapid development and clean, pragmatic design.
• Falcon – minimalist WSGI/ASGI library for building high-performance APIs.
• FastAPI – modern, fast web framework for building APIs with Python type hints.
• Flask – lightweight WSGI micro web framework.
• Litestar – performant, flexible ASGI framework with first-class OpenAPI support.
• Starlette – lightweight ASGI framework/toolkit used as the foundation for FastAPI.
• Tornado – web framework and asynchronous networking library.

• Ariadne – schema-first GraphQL Python library.
• Django REST Framework – powerful and flexible toolkit for building Web APIs on top of Django.
• djangorestframework-simplejwt – JWT authentication plugin for Django REST Framework.
• FastAPI – automatic OpenAPI/JSON Schema generation with dependency injection.
• graphene – GraphQL framework for Python.
• Strawberry – code-first GraphQL library using type annotations.

• aiofiles – async file support for asyncio.
• aiohttp – async HTTP client/server framework.
• anyio – asynchronous networking and concurrency library working on top of asyncio or trio.
• asyncio – standard library asynchronous I/O framework.
• asyncpg – high-performance async PostgreSQL client library.
• trio – friendly Python library for async concurrency and I/O.
• uvloop – ultra fast asyncio event loop built on libuv.

• Arrow – cross-language development platform for in-memory data.
• Dask – parallel computing library that scales pandas, NumPy, and scikit-learn.
• DuckDB – in-process analytical database with Python API.
• NumPy – fundamental package for scientific computing.
• pandas – powerful data structures for data analysis and manipulation.
• Polars – lightning-fast DataFrame library written in Rust.
• SciPy – fundamental algorithms for scientific computing.
• Vaex – out-of-core DataFrames for big data.

• CatBoost – fast, scalable gradient boosting with native categorical features support.
• Keras – high-level neural networks API.
• LightGBM – fast, distributed, high-performance gradient boosting framework.
• ONNX Runtime – cross-platform ML model inferencing accelerator.
• PyTorch – open source machine learning framework.
• scikit-learn – simple and efficient tools for predictive data analysis.
• TensorFlow – end-to-end open source ML platform.
• Transformers – state-of-the-art ML for PyTorch, TensorFlow, and JAX.
• XGBoost – scalable and flexible gradient boosting.

• anthropic – official Python SDK for the Anthropic API.
• Haystack – end-to-end NLP framework for building production-ready AI pipelines.
• Instructor – structured outputs from LLMs using Pydantic.
• LangChain – framework for developing applications powered by language models.
• LlamaIndex – data framework for LLM-based applications.
• Mirascope – library for building LLM-powered applications.
• openai – official Python SDK for the OpenAI API.
• Outlines – guided text generation with LLMs.

• Alembic – database migration tool for SQLAlchemy.
• asyncpg – high-performance async PostgreSQL client.
• Beanie – async Python ODM for MongoDB.
• motor – async Python driver for MongoDB.
• Peewee – small, expressive ORM.
• psycopg – PostgreSQL adapter for Python.
• redis-py – Python client for Redis.
• SQLAlchemy – Python SQL toolkit and ORM.
• SQLModel – library for interacting with SQL databases using Python objects and Pydantic.
• Tortoise ORM – easy-to-use asyncio ORM for Python.

• aiocache – caching library with multiple backends for asyncio.
• cachetools – extensible memoizing collections and decorators.
• diskcache – disk and file-backed cache library.
• dogpile.cache – caching front-end with dogpile locking.
• redis-py – Python client for Redis with full-featured caching support.

• aio-pika – async AMQP framework built on top of aiormq.
• aiormq – pure Python asyncio AMQP client library.
• Celery – distributed task queue.
• confluent-kafka – Confluent's Apache Kafka client for Python.
• dramatiq – fast and reliable background task processing library.
• kafka-python – Python client for Apache Kafka.
• RQ – simple job queues for Python.

• Click – composable command line interface toolkit.
• docopt – Pythonic command-line interface description language.
• prompt_toolkit – library for building powerful interactive command lines.
• Questionary – Python library for beautiful interactive prompts.
• Rich – library for rich text and beautiful formatting in the terminal.
• Textual – TUI (Text User Interface) framework.
• tqdm – fast, extensible progress bar.
• Typer – build great CLIs based on Python type hints.

• Factory Boy – test fixtures replacement.
• Faker – generate fake data for testing.
• freezegun – mock datetime for testing.
• Hypothesis – property-based testing.
• httpx – HTTP client with async support, used for API testing.
• Locust – load testing framework.
• pytest – full-featured testing framework.
• pytest-asyncio – async test support for pytest.
• pytest-cov – coverage reporting for pytest.
• responses – mock library for the requests library.
• time-machine – travel through time in your tests.

• bandit – security linter for Python code.
• Black – uncompromising Python code formatter.
• flake8 – linting tool wrapping pycodestyle, pyflakes, and mccabe.
• isort – sort Python imports.
• mypy – static type checker for Python.
• pre-commit – framework for managing git pre-commit hooks.
• pylint – source code analyzer.
• pyright – fast type checker from Microsoft.
• Ruff – extremely fast Python linter and code formatter.
• vulture – find dead Python code.

• bandit – finds common security issues in Python code.
• certifi – Mozilla's CA bundle for SSL certificate verification.
• cryptography – package for cryptographic recipes and primitives.
• passlib – comprehensive password hashing library.
• pip-audit – audit Python packages for known vulnerabilities.
• PyJWT – JSON Web Token implementation.
• pyOpenSSL – Python wrapper around OpenSSL.
• safety – checks dependencies for known security vulnerabilities.

• attrs – Python classes without boilerplate.
• cattrs – complex custom class converters for attrs.
• marshmallow – ORM/ODM/framework-agnostic library for object serialization.
• msgspec – fast serialization and validation library.
• orjson – fast, correct Python JSON library.
• protobuf – Protocol Buffers serialization.
• Pydantic – data validation using Python type annotations.
• ujson – ultra fast JSON encoder and decoder.

• aiohttp – async HTTP client/server framework.
• grpcio – gRPC for Python.
• httpx – fully featured HTTP client with both sync and async APIs.
• requests – simple, elegant HTTP library.
• urllib3 – powerful HTTP client with thread safety.

• authlib – library for building OAuth and OpenID Connect servers.
• casbin – authorization library supporting ACL, RBAC, ABAC.
• fastapi-users – user management for FastAPI.
• python-jose – JOSE (JWT, JWS, JWE, JWK) implementation.
• python-keycloak – Python package for Keycloak.

• Elastic APM – Python agent for Elastic APM.
• loguru – library that aims to bring enjoyable logging to Python.
• OpenTelemetry – vendor-neutral observability framework.
• prometheus-client – Prometheus instrumentation for Python.
• py-spy – sampling profiler for Python programs.
• pyinstrument – Python profiler.
• Sentry SDK – error tracking and performance monitoring.
• structlog – structured logging.

• griffe – signatures and sources collector for Python.
• MkDocs – static site generator for project documentation.
• MkDocs Material – Material Design theme for MkDocs.
• pdoc – auto-generate API documentation from Python docstrings.
• pydoc-markdown – generate Markdown from Python docstrings.
• Sphinx – documentation generator.

• Hatch – modern, extensible Python project management.
• pip – standard Python package installer.
• pip-tools – pin your dependencies for reproducible builds.
• pipenv – Python virtualenv management tool.
• Poetry – dependency management and packaging tool.
• pyenv – manage multiple Python versions.
• uv – extremely fast Python package and project manager.

• Ansible – IT automation platform.
• azure-sdk-for-python – Azure SDK for Python.
• boto3 – AWS SDK for Python.
• docker-py – Docker SDK for Python.
• Fabric – streamline use of SSH for application deployment.
• google-cloud-python – Google Cloud client libraries.
• Invoke – task execution tool and library.
• kubernetes – official Kubernetes Python client.
• Pulumi – infrastructure as code in Python.

• configparser – standard library INI configuration file parser.
• dynaconf – configuration management with environment-based layered settings.
• Hydra – framework for elegantly configuring complex applications.
• omegaconf – YAML-based hierarchical configuration system.
• pydantic-settings – settings management using Pydantic.
• python-dotenv – read key-value pairs from .env files.

• Airflow – platform to programmatically author, schedule, and monitor workflows.
• APScheduler – advanced Python Scheduler.
• Celery – distributed task queue with scheduling support.
• Prefect – modern workflow orchestration.
• Rocketry – modern scheduling framework.
• schedule – Python job scheduling for humans.

• lxml – powerful XML and HTML processing.
• openpyxl – read/write Excel 2010 xlsx/xlsm/xltx/xltm files.
• Pillow – Python Imaging Library fork.
• pypdf – PDF library for reading, writing and splitting PDF files.
• python-docx – create and update Microsoft Word files.
• python-pptx – create and update PowerPoint files.
• PyYAML – YAML parser and emitter.
• toml – standard library TOML parser (Python 3.11+).

• dnspython – DNS toolkit.
• paramiko – SSHv2 protocol library.
• pyserial – Python serial port access library.
• pyzmq – Python bindings for ZeroMQ.
• Scapy – packet manipulation library.
• websockets – WebSockets client and server.

Official

• Python Docs – official Python documentation.
• PyPI – Python Package Index.
• Python Enhancement Proposals – PEPs index.

Learning

• Real Python – tutorials for Python developers of all skill levels.
• Python Weekly – weekly Python newsletter.
• PyCoder's Weekly – weekly Python news and articles.

Community

• Python Discord – active Python community on Discord.
• r/Python – Python subreddit.
• EuroPython – largest Python conference in Europe.
• PyCon – Python Conference.

Style Guides

• PEP 8 – Style Guide for Python Code.
• Google Python Style Guide – Google's Python style guide.
• The Hitchhiker's Guide to Python – best practices for Python development.

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