Update: 2023.08.31

📈 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.

• numpy (🥇54 · ⭐ 24K · 📈) - The fundamental package for scientific computing with Python. BSD-3
• boto3 (🥇47 · ⭐ 8.3K · 📈) - AWS SDK for Python. Apache-2
• polars (🥈39 · ⭐ 20K · 📈) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT
• tink (🥈38 · ⭐ 13K · 📈) - Tink is a multi-language, cross-platform, open source library that.. Apache-2
• pyodbc (🥈35 · ⭐ 2.7K · 📈) - Python ODBC bridge. ❗️MIT-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.

• SQLAlchemy (🥇45 · ⭐ 7.7K · 📉) - The Database Toolkit for Python. MIT
• flatbuffers (🥇41 · ⭐ 21K · 📉) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
• XlsxWriter (🥉35 · ⭐ 3.3K · 📉) - A Python module for creating Excel XLSX files. BSD-2
• pycparser (🥈35 · ⭐ 3K · 📉) - Complete C99 parser in pure Python. BSD-3
• SQLAlchemy-Utils (🥈35 · ⭐ 1.1K · 📉) - Various utility functions and datatypes for SQLAlchemy. BSD-3

Update: 2023.08.24

📈 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.

• SQLAlchemy (🥇46 · ⭐ 7.7K · 📈) - The Database Toolkit for Python. MIT
• Dagster (🥇41 · ⭐ 8.2K · 📈) - An orchestration platform for the development, production, and.. Apache-2
• anyio (🥇38 · ⭐ 1.4K · 📈) - High level asynchronous concurrency and networking framework that works.. MIT
• plumbum (🥉35 · ⭐ 2.7K · 📈) - Plumbum: Shell Combinators. MIT
• immutables (🥉28 · ⭐ 1.1K · 📈) - A high-performance immutable mapping type 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.

• docker-compose (🥈42 · ⭐ 30K · 📉) - Define and run multi-container applications with Docker. Apache-2
• paramiko (🥈42 · ⭐ 8.5K · 📉) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
• PyMySQL (🥈39 · ⭐ 7.4K · 📉) - MySQL client library for Python. MIT
• XlsxWriter (🥉36 · ⭐ 3.3K · 📉) - A Python module for creating Excel XLSX files. BSD-2
• colorama (🥈35 · ⭐ 3.2K · 📉) - Simple cross-platform colored terminal text in Python. BSD-3

Update: 2023.08.17

📈 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.

• docker (🥈42 · ⭐ 6.4K · 📈) - A Python library for the Docker Engine API. Apache-2
• Kedro (🥈37 · ⭐ 8.6K · 📈) - Kedro is a toolbox for production-ready data science. It uses.. Apache-2
• dateparser (🥈36 · ⭐ 2.3K · 📈) - python parser for human readable dates. BSD-3
• jsonpickle (🥈35 · ⭐ 1.2K · 📈) - Python library for serializing any arbitrary object graph into.. BSD-3
• openpyxl (🥉26 · ⭐ 59 · 📈) - A Python library to read/write Excel 2010 xlsx/xlsm 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.

• SQLAlchemy (🥇45 · ⭐ 7.6K · 📉) - The Database Toolkit for Python. MIT
• h5py (🥇40 · ⭐ 1.9K · 📉) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
• uvloop (🥇37 · ⭐ 9.5K · 📉) - Ultra fast asyncio event loop. Apache-2
• tzlocal (🥉29 · ⭐ 170 · 📉) - A Python module that tries to figure out what your local timezone is. MIT
• pyinfra (🥉27 · ⭐ 2.4K · 📉) - pyinfra automates infrastructure super fast at massive scale. It can.. MIT

➕ Added Projects

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

• Grai (🥉16 · ⭐ 220 · ➕) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

Update: 2023.08.10

📈 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.

• numpy (🥇53 · ⭐ 24K · 📈) - The fundamental package for scientific computing with Python. BSD-3
• cpython (🥇43 · ⭐ 55K · 📈) - The Python programming language. MIT
• cerberus (🥈37 · ⭐ 3K · 📈) - Lightweight, extensible data validation library for Python. ISC
• boltons (🥈33 · ⭐ 6.2K · 📈) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
• asciimatics (🥉32 · ⭐ 3.4K · 📈) - A cross platform package to do curses-like operations, plus.. 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.

• awscli (🥇44 · ⭐ 14K · 📉) - Universal Command Line Interface for Amazon Web Services. Apache-2
• flatbuffers (🥇42 · ⭐ 21K · 📉) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
• docker (🥈40 · ⭐ 6.3K · 📉) - A Python library for the Docker Engine API. Apache-2
• pycryptodomex (🥈38 · ⭐ 2.4K · 📉) - A self-contained cryptographic library for Python. BSD-3
• openpyxl (🥉22 · 📉) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT

Update: 2023.08.03

📈 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.

• cryptography (🥇47 · ⭐ 5.7K · 📈) - cryptography is a package designed to expose.. Apache-2
• rich (🥇44 · ⭐ 44K · 📈) - Rich is a Python library for rich text and beautiful formatting in the.. MIT
• marshmallow (🥈41 · ⭐ 6.6K · 📈) - A lightweight library for converting complex objects to and from.. MIT
• libcloud (🥈35 · ⭐ 2K · 📈) - Apache Libcloud is a Python library which hides differences.. Apache-2
• asyncer (🥉23 · ⭐ 1.1K · 📈) - Asyncer, async and await, focused on developer experience. 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 · ⭐ 9K · 📉) - Simple job queues for Python. BSD-3
• netmiko (🥈38 · ⭐ 3.2K · 📉) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT
• python-dotenv (🥈36 · ⭐ 6.3K · 📉) - Reads key-value pairs from a .env file and can set them as.. BSD-3
• xlwings (🥇36 · ⭐ 2.6K · 📉) - xlwings is a Python library that makes it easy to call Python from.. BSD-3
• aiofiles (🥈34 · ⭐ 2.3K · 📉) - File support for asyncio. Apache-2

Update: 2023.07.27

📈 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.

• numpy (🥇52 · ⭐ 24K · 📈) - The fundamental package for scientific computing with Python. BSD-3
• cookiecutter (🥇41 · ⭐ 20K · 📈) - A cross-platform command-line utility that creates projects.. BSD-3
• marshmallow (🥈40 · ⭐ 6.6K · 📈) - A lightweight library for converting complex objects to and from.. MIT
• more-itertools (🥇40 · ⭐ 3.1K · 📈) - More routines for operating on iterables, beyond itertools. MIT
• cerberus (🥈35 · ⭐ 3K · 📈) - Lightweight, extensible data validation library for Python. ISC

📉 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.

• docker (🥈41 · ⭐ 6.3K · 📉) - A Python library for the Docker Engine API. Apache-2
• attrs (🥇40 · ⭐ 4.8K · 📉) - Python Classes Without Boilerplate. MIT
• Dagster (🥈39 · ⭐ 8K · 📉) - An orchestration platform for the development, production, and.. Apache-2
• alembic (🥈39 · ⭐ 2K · 📉) - A database migrations tool for SQLAlchemy. MIT
• dirty-equals (🥉20 · ⭐ 690 · 📉) - Doing dirty (but extremely useful) things with equals. MIT

Update: 2023.07.20

📈 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.

• polars (🥈39 · ⭐ 19K · 📈) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT
• PyYAML (🥇39 · ⭐ 2.2K · 💤) - Canonical source repository for PyYAML. MIT
• MongoEngine (🥈38 · ⭐ 4K · 📈) - A Python Object-Document-Mapper for working with MongoDB. MIT
• zarr (🥈34 · ⭐ 1.2K · 📈) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT
• Prometheus Client (🥈33 · ⭐ 3.4K · 📈) - Prometheus instrumentation 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.

• python-dotenv (🥇37 · ⭐ 6.2K · 📉) - Reads key-value pairs from a .env file and can set them as.. BSD-3
• s3fs (🥈34 · ⭐ 710 · 📉) - S3 Filesystem. BSD-3
• boltons (🥈33 · ⭐ 6.2K · 📉) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
• tortoise-orm (🥈33 · ⭐ 3.7K · 📉) - Familiar asyncio ORM for python, built with relations in.. Apache-2
• python-email-validator (🥉26 · ⭐ 820 · 📉) - A robust email syntax and deliverability validation.. ❗️CC0-1.0

Update: 2023.07.13

📈 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.

• Airflow (🥇47 · ⭐ 31K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2
• click (🥇46 · ⭐ 14K · 📈) - Python composable command line interface toolkit. BSD-3
• boto3 (🥇46 · ⭐ 8.2K · 📈) - AWS SDK for Python. Apache-2
• deepdiff (🥇35 · ⭐ 1.7K · 📈) - DeepDiff: Deep Difference and search of any Python object/data... MIT
• path (🥉30 · ⭐ 1.1K · 📈) - Object-oriented file system path manipulation. 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.

• polars (🥈38 · ⭐ 19K · 📉) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT
• MongoEngine (🥈37 · ⭐ 4K · 📉) - A Python Object-Document-Mapper for working with MongoDB. MIT
• anyio (🥇37 · ⭐ 1.3K · 📉) - High level asynchronous concurrency and networking framework that works.. MIT
• gdown (🥈30 · ⭐ 3.2K · 📉) - Download a large file from Google Drive (curl/wget fails because of the.. MIT
• tabulator-py (🥉26 · ⭐ 230 · 💀) - Python library for reading and writing tabular data via streams. MIT

Update: 2023.07.06

📈 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.

• pymongo (🥈39 · ⭐ 3.9K · 📈) - PyMongo - the Official MongoDB Python driver. Apache-2
• smart-open (🥈30 · ⭐ 2.9K · 📈) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
• pandas-datareader (🥉29 · ⭐ 2.7K · 📈) - Extract data from a wide range of Internet sources.. BSD-3
• textract (🥉27 · ⭐ 3.5K · 💀) - extract text from any document. no muss. no fuss. MIT
• Botflow (🥉15 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline work(.. 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.

• SQLAlchemy (🥇45 · ⭐ 7.5K · 📉) - The Database Toolkit for Python. MIT
• google-cloud-storage (🥇43 · ⭐ 4.3K · 📉) - Google Cloud Client Library for Python. Apache-2
• psycopg2 (🥈38 · ⭐ 3K · 📉) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution
• cloudpickle (🥈35 · ⭐ 1.4K · 📉) - Extended pickling support for Python objects. BSD-3
• pyodbc (🥉32 · ⭐ 2.7K · 📉) - Python ODBC bridge. ❗️MIT-0

Update: 2023.06.29

📈 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.

• keyring (🥉35 · ⭐ 1.1K · 📈) - Store and access your passwords safely. MIT
• pyfilesystem2 (🥉30 · ⭐ 1.9K · 💤) - Pythons Filesystem abstraction layer. MIT
• ConfigArgParse (🥉30 · ⭐ 650 · 📈) - A drop-in replacement for argparse that allows options to.. MIT
• Unipath (🥉22 · ⭐ 510 · 💀) - An object-oriented approach to Python file/directory operations. MIT
• db.py (🥉21 · ⭐ 1.2K · 💀) - db.py is an easier way to interact with your databases. BSD-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.

• smart-open (🥉27 · ⭐ 2.9K · 📉) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
• swifter (🥉26 · ⭐ 2.3K · 📉) - A package which efficiently applies any function to a pandas.. MIT
• textract (🥉24 · ⭐ 3.5K · 💀) - extract text from any document. no muss. no fuss. MIT
• pandas-datareader (🥉23 · ⭐ 2.7K · 📉) - Extract data from a wide range of Internet sources.. ❗Unlicensed
• Botflow (🥉11 · ⭐ 1.2K · 💀) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed