Update: 2025.12.11

📈 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.

• SQLAlchemy (🥇47 · ⭐ 11K · 📈) - The Database Toolkit for Python. MIT
• google-cloud-storage (🥇43 · ⭐ 5.2K · 📈) - Google Cloud Client Library for Python. Apache-2
• python-dependency-injector (🥈36 · ⭐ 4.7K · 📈) - Dependency injection framework for Python. BSD-3
• TaskTiger (🥉25 · ⭐ 1.5K · 📈) - Python task queue using Redis. MIT
• pickleDB (🥉25 · ⭐ 1.1K · 📈) - pickleDB is an in memory key-value store using Pythons orjson.. BSD-3

📉 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.

• h5py (🥈40 · ⭐ 2.2K · 📉) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
• kivy (🥇38 · ⭐ 19K · 📉) - Open source UI framework written in Python, running on Windows, Linux,.. MIT
• dbt (🥈33 · ⭐ 12K · 📉) - dbt enables data analysts and engineers to transform their data.. ❗Unlicensed
• Motor (🥉31 · ⭐ 2.5K · 📉) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2
• catalogue (🥉21 · ⭐ 180 · 💀) - Super lightweight function registries for your library. MIT

Update: 2025.12.04

📈 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.

• rich (🥇46 · ⭐ 55K · 📈) - Rich is a Python library for rich text and beautiful formatting in the.. MIT
• peewee (🥇42 · ⭐ 12K · 📈) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT
• joblib (🥈41 · ⭐ 4.3K · 📈) - Computing with Python functions. BSD-3
• s3transfer (🥈37 · ⭐ 230 · 📈) - Amazon S3 Transfer Manager for Python. Apache-2
• rows (🥉24 · ⭐ 890 · 📈) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0

📉 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.

• elasticsearch (🥇42 · ⭐ 4.4K · 📉) - Official Python client for Elasticsearch. Apache-2
• Pygments (🥇40 · ⭐ 2.1K · 📉) - Pygments is a generic syntax highlighter written in Python. BSD-2
• PyYAML (🥉38 · ⭐ 2.8K · 📉) - Canonical source repository for PyYAML. MIT
• netmiko (🥉37 · ⭐ 4K · 📉) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
• MongoEngine (🥈36 · ⭐ 4.4K · 📉) - A Python Object-Document-Mapper for working with MongoDB. MIT

Update: 2025.11.27

📈 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.

• flatbuffers (🥇45 · ⭐ 25K · 📈) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
• elasticsearch (🥇43 · ⭐ 4.4K · 📈) - Official Python client for Elasticsearch. Apache-2
• docker (🥈42 · ⭐ 7.1K · 📈) - A Python library for the Docker Engine API. Apache-2
• rq (🥈41 · ⭐ 10K · 📈) - Simple job queues for Python. BSD-3
• greenlet (🥈41 · ⭐ 1.8K · 📈) - Lightweight in-process concurrent programming. 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.

• google-cloud-storage (🥇42 · ⭐ 5.2K · 📉) - Google Cloud Client Library for Python. Apache-2
• python-prompt-toolkit (🥈39 · ⭐ 10K · 📉) - Library for building powerful interactive command.. BSD-3
• alembic (🥈39 · ⭐ 3.8K · 📉) - A database migrations tool for SQLAlchemy. MIT
• SQLAlchemy (🥉34 · ⭐ 11K · 📉) - The Database Toolkit for Python. MIT
• CocoIndex (🥉28 · ⭐ 3.4K · 📉) - Data transformation framework for AI. Ultra performant, with.. Apache-2

Update: 2025.11.20

📈 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 · ⭐ 70K · 📈) - Protocol Buffers - Googles data interchange format. BSD-3
• google-cloud-storage (🥇43 · ⭐ 5.1K · 📈) - Google Cloud Client Library for Python. Apache-2
• kafka-python (🥈40 · ⭐ 5.9K · 📈) - Python client for Apache Kafka. Apache-2
• srsly (🥉30 · ⭐ 480 · 📈) - Modern high-performance serialization utilities for Python (JSON,.. MIT
• borb (🥉23 · ⭐ 3.5K · 📈) - borb is a library for reading, creating and manipulating PDF.. ❗Unlicensed

📉 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.

• cookiecutter (🥈39 · ⭐ 24K · 📉) - A cross-platform command-line utility that creates projects.. BSD-3
• diagrams (🥈36 · ⭐ 42K · 📉) - Diagram as Code for prototyping cloud system architectures. MIT
• pycryptodomex (🥉36 · ⭐ 3.1K · 📉) - A self-contained cryptographic library for Python. BSD-3
• Vaex (🥉32 · ⭐ 8.4K · 📉) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT
• zipp (🥉32 · ⭐ 67 · 📉) - Backport of pathlib-compatible object wrapper for zip files. ❗Unlicensed

Update: 2025.11.13

📈 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.

• SQLAlchemy (🥇47 · ⭐ 11K · 📈) - The Database Toolkit for Python. MIT
• Faker (🥇44 · ⭐ 19K · 📈) - Faker is a Python package that generates fake data for you. MIT
• zenml (🥈36 · ⭐ 5K · 📈) - ZenML : One AI Platform from Pipelines to Agents. https://zenml.io. Apache-2
• cerberus (🥈36 · ⭐ 3.2K · 📈) - Lightweight, extensible data validation library for Python. ISC
• python-slugify (🥈34 · ⭐ 1.6K · 📈) - Returns unicode slugs. 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 · ⭐ 70K · 📉) - Protocol Buffers - Googles data interchange format. BSD-3
• rich (🥇45 · ⭐ 54K · 📉) - Rich is a Python library for rich text and beautiful formatting in the.. MIT
• google-cloud-storage (🥇42 · ⭐ 5.1K · 📉) - Google Cloud Client Library for Python. Apache-2
• orjson (🥈37 · ⭐ 7.6K · 📉) - Fast, correct Python JSON library supporting dataclasses,.. Apache-2
• img2dataset (🥉28 · ⭐ 4.2K · 📉) - Easily turn large sets of image urls to an image dataset. Can.. MIT

➕ Added Projects

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

• onecite (🥉14 · ⭐ 40 · 🐣) - An intelligent toolkit to automatically parse, complete, and format.. MIT

Update: 2025.11.06

📈 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.

• pydantic (🥇47 · ⭐ 26K · 📈) - Data validation using Python type hints. MIT
• google-cloud-storage (🥇43 · ⭐ 5.1K · 📈) - Google Cloud Client Library for Python. Apache-2
• plumbum (🥉36 · ⭐ 3K · 📈) - Plumbum: Shell Combinators. MIT
• cloudpickle (🥉34 · ⭐ 1.8K · 📈) - Extended pickling support for Python objects. BSD-3
• datasketch (🥈33 · ⭐ 2.8K · 📈) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. 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.

• paramiko (🥈41 · ⭐ 9.6K · 📉) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
• Pygments (🥇41 · ⭐ 2.1K · 📉) - Pygments is a generic syntax highlighter written in Python. BSD-2
• greenlet (🥈40 · ⭐ 1.8K · 📉) - Lightweight in-process concurrent programming. MIT
• SQLAlchemy (🥉34 · ⭐ 11K · 📉) - The Database Toolkit for Python. MIT
• ConfigArgParse (🥉29 · ⭐ 750 · 📉) - Drop-in replacement for argparse with added support for.. MIT

Update: 2025.10.30

📈 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.

• Dagster (🥇43 · ⭐ 14K · 📈) - An orchestration platform for the development, production, and.. Apache-2
• python-dotenv (🥇42 · ⭐ 8.5K · 📈) - Reads key-value pairs from a .env file and can set them as.. BSD-3
• more-itertools (🥇41 · ⭐ 4K · 📈) - More routines for operating on iterables, beyond itertools. MIT
• orjson (🥈38 · ⭐ 7.5K · 📈) - Fast, correct Python JSON library supporting dataclasses,.. Apache-2
• diagrams (🥈37 · ⭐ 42K · 📈) - Diagram as Code for prototyping cloud system architectures. 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 (🥇43 · ⭐ 19K · 📉) - Faker is a Python package that generates fake data for you. MIT
• attrs (🥇42 · ⭐ 5.6K · 📉) - Python Classes Without Boilerplate. MIT
• wrapt (🥇41 · ⭐ 2.2K · 📉) - A Python module for decorators, wrappers and monkey patching. BSD-2
• jsonpickle (🥈35 · ⭐ 1.3K · 📉) - Python library for serializing any arbitrary object graph into.. BSD-3
• traitlets (🥈35 · ⭐ 650 · 📉) - A lightweight Traits like module. BSD-3

Update: 2025.10.23

📈 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.

• azure-storage-blob (🥇44 · ⭐ 5.4K · 📈) - This repository is for active development of the Azure.. MIT
• arrow (🥇41 · ⭐ 8.9K · 📈) - Better dates & times for Python. Apache-2
• argcomplete (🥈35 · ⭐ 1.5K · 📈) - Python and tab completion, better together. Apache-2
• huey (🥈31 · ⭐ 5.7K · 📈) - a little task queue for python. MIT
• PugSQL (🥉24 · ⭐ 750 · 📈) - A HugSQL-inspired database library 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.

• Dagster (🥇42 · ⭐ 14K · 📉) - An orchestration platform for the development, production, and.. Apache-2
• Pygments (🥇42 · ⭐ 2.1K · 📉) - Pygments is a generic syntax highlighter written in Python. BSD-2
• python-fire (🥈38 · ⭐ 28K · 📉) - Python Fire is a library for automatically generating.. Apache-2
• Kedro (🥈37 · ⭐ 11K · 📉) - Kedro is a toolbox for production-ready data science. It uses.. Apache-2
• orjson (🥈37 · ⭐ 7.5K · 📉) - Fast, correct Python JSON library supporting dataclasses,.. Apache-2

Update: 2025.10.16

📈 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 (🥇47 · ⭐ 27K · 📈) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
• rich (🥇46 · ⭐ 54K · 📈) - Rich is a Python library for rich text and beautiful formatting in the.. MIT
• psycopg2 (🥇40 · ⭐ 3.6K · 📈) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
• Tablib (🥈37 · ⭐ 4.7K · 📈) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
• cachetools (🥇36 · ⭐ 2.6K · 📈) - Extensible memoizing collections and decorators. 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 · ⭐ 69K · 📉) - Protocol Buffers - Googles data interchange format. BSD-3
• google-cloud-storage (🥇42 · ⭐ 5.1K · 📉) - Google Cloud Client Library for Python. Apache-2
• azure-storage-blob (🥇40 · ⭐ 5.4K · 📉) - This repository is for active development of the Azure.. MIT
• more-itertools (🥇40 · ⭐ 4K · 📉) - More routines for operating on iterables, beyond itertools. MIT
• everett (🥉23 · ⭐ 150 · 📉) - configuration library for python projects. MPL-2.0

Update: 2025.10.09

📈 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.

• SQLAlchemy (🥇46 · ⭐ 11K · 📈) - The Database Toolkit for Python. MIT
• cached-property (🥈29 · ⭐ 710 · 💤) - A decorator for caching properties in classes. BSD-3
• Eel (🥉28 · ⭐ 6.7K · 📈) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT
• pathlib2 (🥉28 · ⭐ 84 · 💀) - Backport of pathlib aiming to support the full stdlib Python API. MIT
• powerline-shell (🥉27 · ⭐ 6.3K · 💀) - A beautiful and useful prompt for 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.

• Celery (🥇46 · ⭐ 27K · 📉) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
• polars (🥇44 · ⭐ 36K · 📉) - Extremely fast Query Engine for DataFrames, written in Rust. ❗Unlicensed
• flatbuffers (🥇44 · ⭐ 25K · 📉) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
• colorama (🥈36 · ⭐ 3.7K · 📉) - Simple cross-platform colored terminal text in Python. BSD-3
• Tablib (🥈34 · ⭐ 4.7K · 📉) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT