Update: 2025.08.28

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• PyMySQL (🥇40 · ⭐ 7.8K · 📈) - MySQL client library for Python. MIT
• pygsheets (🥉33 · ⭐ 1.5K · 📈) - Google Sheets Python API v4. MIT
• aiocache (🥈33 · ⭐ 1.3K · 📈) - Asyncio cache manager for redis, memcached and memory. BSD-3
• python-email-validator (🥈32 · ⭐ 1.3K · 📈) - A robust email syntax and deliverability validation.. Unlicense
• datasketch (🥉30 · ⭐ 2.8K · 💀) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

Update: 2025.08.21

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• docker-compose (🥈40 · ⭐ 36K · 📈) - Define and run multi-container applications with Docker. Apache-2
• wrapt (🥇39 · ⭐ 2.2K · 📈) - A Python module for decorators, wrappers and monkey patching. BSD-2
• Vaex (🥈32 · ⭐ 8.4K · 📈) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
• multidict (🥇31 · ⭐ 470 · 📈) - The multidict implementation. Apache-2
• python-mss (🥉26 · ⭐ 1.1K · 📈) - An ultra fast cross-platform multiple screenshots module in pure.. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

• Celery (🥇42 · ⭐ 27K · 📉) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
• xarray (🥈38 · ⭐ 3.9K · 📉) - N-D labeled arrays and datasets in Python. Apache-2
• docker (🥈37 · ⭐ 7.1K · 📉) - A Python library for the Docker Engine API. Apache-2
• rq (🥈36 · ⭐ 10K · 📉) - Simple job queues for Python. BSD-3
• Databases (🥉25 · ⭐ 3.9K · 💀) - Async database support for Python. BSD-3

Update: 2025.08.14

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• Celery (🥇43 · ⭐ 27K · 📈) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
• wrapt (🥇38 · ⭐ 2.2K · 📈) - A Python module for decorators, wrappers and monkey patching. BSD-2
• deepdiff (🥇35 · ⭐ 2.3K · 📈) - DeepDiff: Deep Difference and search of any Python object/data... MIT
• camelot (🥉28 · ⭐ 3.4K · 📈) - A Python library to extract tabular data from PDFs. MIT
• img2dataset (🥉27 · ⭐ 4.1K · 📈) - Easily turn large sets of image urls to an image dataset. Can.. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

• Faker (🥇39 · ⭐ 19K · 📉) - Faker is a Python package that generates fake data for you. MIT
• peewee (🥇38 · ⭐ 12K · 📉) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT
• kafka-python (🥇37 · ⭐ 5.8K · 📉) - Python client for Apache Kafka. Apache-2
• Motor (🥈31 · ⭐ 2.5K · 📉) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
• docker-compose (🥉26 · ⭐ 36K · 📉) - Define and run multi-container applications with Docker. Apache-2

Update: 2025.08.07

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• wrapt (🥇37 · ⭐ 2.2K · 📈) - A Python module for decorators, wrappers and monkey patching. BSD-2
• holidays (🥇36 · ⭐ 1.7K · 📈) - Open World Holidays Framework. MIT
• ubelt (🥉23 · ⭐ 730 · 📈) - A Python utility library with a stdlib like feel and extra.. Apache-2

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

• netmiko (🥉34 · ⭐ 3.9K · 📉) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
• Elasticsearch DSL (🥈30 · ⭐ 3.9K · 📉) - High level Python client for Elasticsearch. Apache-2
• aiocache (🥈25 · ⭐ 1.3K · 📉) - Asyncio cache manager for redis, memcached and memory. BSD-3
• multidict (🥉24 · ⭐ 460 · 📉) - The multidict implementation. Apache-2
• datasketch (🥉22 · ⭐ 2.7K · 💀) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

Update: 2025.07.31

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• Datasets (🥇45 · ⭐ 20K · 📈) - The largest hub of ready-to-use datasets for ML models with.. Apache-2
• Faker (🥇44 · ⭐ 19K · 📈) - Faker is a Python package that generates fake data for you. MIT
• docker-compose (🥈42 · ⭐ 36K · 📈) - Define and run multi-container applications with Docker. Apache-2
• marshmallow (🥈40 · ⭐ 7.2K · 📈) - A lightweight library for converting complex objects to and from.. MIT
• python-fire (🥈38 · ⭐ 28K · 📈) - Python Fire is a library for automatically generating.. Apache-2

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

• Kedro (🥈37 · ⭐ 10K · 📉) - Kedro is a toolbox for production-ready data science. It uses.. Apache-2
• validators (🥈33 · ⭐ 1.1K · 📉) - Python Data Validation for Humans. MIT
• rows (🥉22 · ⭐ 880 · 📉) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0
• borb (🥉18 · ⭐ 3.5K · 📉) - borb is a library for reading, creating and manipulating PDF.. ❗Unlicensed
• bodywork-core (🥉15 · ⭐ 430 · 💀) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0

Update: 2025.07.24

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• Pygments (🥇44 · ⭐ 2K · 📈) - Pygments is a generic syntax highlighter written in Python. BSD-2
• paramiko (🥈41 · ⭐ 9.4K · 📈) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
• rq (🥈40 · ⭐ 10K · 📈) - Simple job queues for Python. BSD-3
• netmiko (🥈40 · ⭐ 3.9K · 📈) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
• minio (🥈34 · ⭐ 950 · 📈) - MinIO Client SDK for Python. Apache-2

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

• marshmallow (🥈39 · ⭐ 7.2K · 📉) - A lightweight library for converting complex objects to and from.. MIT
• watchdog (🥈38 · ⭐ 7K · 📉) - Python library and shell utilities to monitor filesystem events. Apache-2
• python-fire (🥈35 · ⭐ 28K · 📉) - Python Fire is a library for automatically generating.. Apache-2
• luigi (🥈35 · ⭐ 18K · 📉) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
• argcomplete (🥈34 · ⭐ 1.5K · 📉) - Python and tab completion, better together. Apache-2

Update: 2025.07.17

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• diagrams (🥈38 · ⭐ 41K · 📈) - Diagram as Code for prototyping cloud system architectures. MIT
• pluggy (🥈38 · ⭐ 1.5K · 📈) - A minimalist production ready plugin system. MIT
• confluent-kafka-python (🥈36 · ⭐ 300 · 📈) - Confluents Kafka Python Client. Apache-2
• camelot (🥉30 · ⭐ 3.4K · 📈) - A Python library to extract tabular data from PDFs. MIT
• flupy (🥉25 · ⭐ 190 · 📈) - Fluent data pipelines for python and your shell. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

• SQLAlchemy (🥈34 · ⭐ 11K · 📉) - The Database Toolkit for Python. MIT
• emoji (🥈33 · ⭐ 2K · 📉) - emoji terminal output for Python. BSD-3
• Dynaconf (🥉27 · ⭐ 4K · 📉) - dynaconf mirror (mainly for stats)- ORIGINAL REPO ON -.. MIT
• whylogs (🥉27 · ⭐ 2.7K · 📉) - Open standard for end-to-end data and ML monitoring for any.. Apache-2
• Squirrel (🥉12 · ⭐ 280 · 📉) - A Python library that enables ML teams to share, load, and.. Apache-2

➕ Added Projects

Projects that were recently added to this best-of list.

• CocoIndex (🥉25 · ⭐ 2.2K · 🐣) - Data transformation framework for AI. Ultra performant, with.. Apache-2

Update: 2024.06.06

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• polars (🥇44 · ⭐ 27K · 📈) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
• jsonschema (🥇41 · ⭐ 4.5K · 📈) - An implementation of the JSON Schema specification for Python. MIT
• luigi (🥈38 · ⭐ 17K · 📈) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
• sqlmodel (🥈37 · ⭐ 13K · 📈) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic
• zipp (🥈36 · ⭐ 52 · 📈) - Backport of pathlib-compatible object wrapper for zip files. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

• protobuf (🥇52 · ⭐ 64K · 📉) - Protocol Buffers - Googles data interchange format. BSD-3
• boto3 (🥇48 · ⭐ 8.8K · 📉) - AWS SDK for Python. Apache-2
• attrs (🥇42 · ⭐ 5.1K · 📉) - Python Classes Without Boilerplate. MIT
• paramiko (🥈40 · ⭐ 8.9K · 📉) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
• alembic (🥈36 · ⭐ 2.5K · 📉) - A database migrations tool for SQLAlchemy. MIT

Update: 2024.05.30

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• protobuf (🥇53 · ⭐ 64K · 📈) - Protocol Buffers - Googles data interchange format. BSD-3
• attrs (🥇43 · ⭐ 5.1K · 📈) - Python Classes Without Boilerplate. MIT
• elasticsearch (🥇42 · ⭐ 4.2K · 📈) - Official Python client for Elasticsearch. Apache-2
• python-prompt-toolkit (🥈39 · ⭐ 9K · 📈) - Library for building powerful interactive command.. BSD-3
• schedule (🥉36 · ⭐ 12K · 📈) - Python job scheduling for humans. MIT

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

• rq (🥈39 · ⭐ 9.6K · 📉) - Simple job queues for Python. BSD-3
• Tablib (🥇36 · ⭐ 4.5K · 📉) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
• XlsxWriter (🥉36 · ⭐ 3.5K · 📉) - A Python module for creating Excel XLSX files. BSD-2
• python-dateutil (🥈35 · ⭐ 2.3K · 📉) - Useful extensions to the standard Python datetime.. Apache-2
• python-sortedcontainers (🥇32 · ⭐ 3.3K · 📉) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2

Update: 2024.05.23

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• cpython (🥇52 · ⭐ 60K · 📈) - The Python programming language. MIT
• docker (🥈43 · ⭐ 6.7K · 📈) - A Python library for the Docker Engine API. Apache-2
• PyMySQL (🥈40 · ⭐ 7.6K · 📈) - MySQL client library for Python. MIT
• whylogs (🥈32 · ⭐ 2.6K · 📈) - Open standard for end-to-end data and ML monitoring for any.. Apache-2
• contextlib2 (🥉28 · ⭐ 37 · 📈) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

• protobuf (🥇50 · ⭐ 64K · 📉) - Protocol Buffers - Googles data interchange format. BSD-3
• attrs (🥇42 · ⭐ 5.1K · 📉) - Python Classes Without Boilerplate. MIT
• dbt (🥈38 · ⭐ 9K · 📉) - dbt enables data analysts and engineers to transform their data using.. Apache-2
• future (🥇38 · ⭐ 1.2K · 📉) - Easy, clean, reliable Python 2/3 compatibility. MIT
• BatchFlow (🥉18 · ⭐ 200 · 📉) - BatchFlow helps you conveniently work with random or.. Apache-2