Update: 2023.11.09

📈 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.

• elasticsearch (🥇41 · ⭐ 4K · 📈) - Official Python client for Elasticsearch. Apache-2
• docopt (🥈35 · ⭐ 7.9K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
• glom (🥈30 · ⭐ 1.7K · 📈) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3
• python-box (🥉25 · ⭐ 2.3K · 📈) - Python dictionaries with advanced dot notation access. MIT
• messytables (🥉24 · ⭐ 390 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. 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.

• redis (🥇43 · ⭐ 12K · 📉) - Redis Python Client. MIT
• wcwidth (🥉33 · ⭐ 340 · 📉) - Python library that measures the width of unicode strings.. ❗Unlicensed
• aiofiles (🥉30 · ⭐ 2.4K · 📉) - File support for asyncio. Apache-2
• phonenumbers (🥈28 · ⭐ 3.3K · 📉) - Python port of Googles libphonenumber. Apache-2
• typing (🥉23 · ⭐ 1.5K · 📉) - Python static typing home. Hosts the documentation and a user.. ❗Unlicensed

Update: 2023.11.02

📈 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.

• google-cloud-storage (🥇43 · ⭐ 4.4K · 📈) - Google Cloud Client Library for Python. Apache-2
• diagrams (🥈35 · ⭐ 32K · 📈) - Diagram as Code for prototyping cloud system architectures. MIT
• boltons (🥈34 · ⭐ 6.3K · 📈) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3
• rsa (🥉34 · ⭐ 450 · 📈) - Python-RSA is a pure-Python RSA implementation. Apache-2
• ODMantic (🥉25 · ⭐ 850 · 📈) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. 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.

• docopt (🥉33 · ⭐ 7.9K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
• inflect (🥉26 · ⭐ 870 · 📉) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT
• glom (🥉25 · ⭐ 1.7K · 📉) - Pythons nested data operator (and CLI), for all your declarative.. ❗Unlicensed
• python-box (🥉21 · ⭐ 2.3K · 📉) - Python dictionaries with advanced dot notation access. MIT
• openpyxl (🥉17 · ⭐ 63 · 📉) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT

Update: 2023.10.26

📈 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 (🥇43 · ⭐ 21K · 📈) - FlatBuffers: Memory Efficient Serialization Library. Apache-2
• polars (🥇41 · ⭐ 21K · 📈) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT
• uvloop (🥇39 · ⭐ 9.6K · 📈) - Ultra fast asyncio event loop. Apache-2
• confluent-kafka-python (🥈36 · ⭐ 3.4K · 📈) - Confluents Kafka Python Client. Apache-2
• python-email-validator (🥉29 · ⭐ 880 · 📈) - A robust email syntax and deliverability validation.. ❗️CC0-1.0

📉 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.

• paramiko (🥈41 · ⭐ 8.6K · 📉) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1
• anyio (🥈37 · ⭐ 1.4K · 📉) - High level asynchronous concurrency and networking framework that works.. MIT
• six (🥇37 · ⭐ 950 · 📉) - Python 2 and 3 compatibility library. MIT
• cerberus (🥈36 · ⭐ 3K · 📉) - Lightweight, extensible data validation library for Python. ISC
• aiofiles (🥈35 · ⭐ 2.4K · 📉) - File support for asyncio. Apache-2

Update: 2023.10.19

📈 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.

• h5py (🥇41 · ⭐ 1.9K · 📈) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
• arrow (🥇39 · ⭐ 8.4K · 📈) - Better dates & times for Python. Apache-2
• pyrsistent (🥇36 · ⭐ 1.9K · 📈) - Persistent/Immutable/Functional data structures for Python. MIT
• addict (🥈29 · ⭐ 2.4K · 💀) - The Python Dict thats better than heroin. MIT
• pyscaffold (🥉29 · ⭐ 1.9K · 📈) - Python project template generator with batteries included. 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.

• click (🥇45 · ⭐ 14K · 📉) - Python composable command line interface toolkit. BSD-3
• cloudpickle (🥈35 · ⭐ 1.5K · 📉) - Extended pickling support for Python objects. BSD-3
• tortoise-orm (🥉33 · ⭐ 3.9K · 📉) - Familiar asyncio ORM for python, built with relations in.. Apache-2
• anytree (🥈33 · ⭐ 840 · 📉) - Python tree data library. Apache-2
• pandas-gbq (🥉32 · ⭐ 390 · 📉) - Google BigQuery connector for pandas. BSD-3

Update: 2023.10.12

📈 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.

• pyodbc (🥈36 · ⭐ 2.7K · 📈) - Python ODBC bridge. ❗️MIT-0
• anytree (🥇34 · ⭐ 840 · 📈) - Python tree data library. Apache-2
• tzlocal (🥉34 · ⭐ 170 · 📈) - A Python module that tries to figure out what your local timezone is. MIT
• Arctic (🥉29 · ⭐ 3K · 📈) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1
• colout (🥉19 · ⭐ 1.1K · 📈) - Color text streams with a polished command line interface. ❗️GPL-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.

• filesystem_spec (🥇38 · ⭐ 660 · 📉) - A specification that python filesystems should adhere to. BSD-3
• pyrsistent (🥈31 · ⭐ 1.9K · 💤) - Persistent/Immutable/Functional data structures for Python. MIT
• addict (🥉27 · ⭐ 2.4K · 💀) - The Python Dict thats better than heroin. MIT
• pyscaffold (🥉24 · ⭐ 1.9K · 📉) - Python project template generator with batteries included. ❗Unlicensed
• py2neo (🥉22 · ⭐ 1K · 📉) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2

➕ Added Projects

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

• Pipeless (🥇17 · ⭐ 130 · 🐣) - An open-source framework to create and deploy computer vision.. Apache-2

Update: 2023.10.05

📈 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.

• h5py (🥇40 · ⭐ 1.9K · 📈) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
• arrow (🥈38 · ⭐ 8.4K · 📈) - Better dates & times for Python. Apache-2
• pexpect (🥇38 · ⭐ 2.4K · 📈) - A Python module for controlling interactive programs in a pseudo-.. ISC
• PyTables (🥈38 · ⭐ 1.2K · 📈) - A Python package to manage extremely large amounts of data. BSD-3
• csvkit (🥈33 · ⭐ 5.6K · 📈) - A suite of utilities for converting to and working with CSV, the king.. 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.

• Airflow (🥇46 · ⭐ 32K · 📉) - Platform to programmatically author, schedule, and monitor.. Apache-2
• marshmallow (🥈40 · ⭐ 6.7K · 📉) - A lightweight library for converting complex objects to and from.. MIT
• attrs (🥇39 · ⭐ 4.9K · 📉) - Python Classes Without Boilerplate. MIT
• dill (🥈36 · ⭐ 2K · 📉) - serialize all of Python. BSD-3
• typical (🥉19 · ⭐ 180 · 📉) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT

Update: 2023.09.28

📈 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.

• boto3 (🥇48 · ⭐ 8.3K · 📈) - AWS SDK for Python. Apache-2
• h5py (🥈39 · ⭐ 1.9K · 📈) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
• filesystem_spec (🥇39 · ⭐ 660 · 📈) - A specification that python filesystems should adhere to. BSD-3
• Tablib (🥇36 · ⭐ 4.3K · 📈) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT
• SQLAlchemy-Utils (🥈36 · ⭐ 1.1K · 📈) - Various utility functions and datatypes for SQLAlchemy. 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.

• awscli (🥇44 · ⭐ 14K · 📉) - Universal Command Line Interface for Amazon Web Services. Apache-2
• attrs (🥇40 · ⭐ 4.9K · 📉) - Python Classes Without Boilerplate. MIT
• confluent-kafka-python (🥈35 · ⭐ 3.4K · 📉) - Confluents Kafka Python Client. Apache-2
• wrapt (🥈33 · ⭐ 1.9K · 📉) - A Python module for decorators, wrappers and monkey patching. BSD-2
• Arctic (🥉28 · ⭐ 3K · 📉) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1

Update: 2023.09.21

📈 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.

• awscli (🥇45 · ⭐ 14K · 📈) - Universal Command Line Interface for Amazon Web Services. Apache-2
• polars (🥇40 · ⭐ 20K · 📈) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT
• msgpack (🥈38 · ⭐ 1.8K · 📈) - MessagePack serializer implementation for Python.. Apache-2
• transitions (🥇32 · ⭐ 5K · 📈) - A lightweight, object-oriented finite state machine implementation.. MIT
• pypyr (🥉22 · ⭐ 540 · 📈) - pypyr task-runner cli & api for automation pipelines. Automate.. 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.

• SQLAlchemy (🥇44 · ⭐ 7.8K · 📉) - The Database Toolkit for Python. MIT
• rq (🥈38 · ⭐ 9.1K · 📉) - Simple job queues for Python. BSD-3
• pycryptodomex (🥈38 · ⭐ 2.5K · 📉) - A self-contained cryptographic library for Python. BSD-3
• h5py (🥈38 · ⭐ 1.9K · 📉) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
• greenlet (🥈37 · ⭐ 1.5K · 📉) - Lightweight in-process concurrent programming. MIT

Update: 2023.09.14

📈 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.

• redis (🥇44 · ⭐ 12K · 📈) - Redis Python Client. MIT
• Beam (🥇42 · ⭐ 7.1K · 📈) - Unified programming model to define and execute data processing.. Apache-2
• traitlets (🥇39 · ⭐ 570 · 📈) - A lightweight Traits like module. BSD-3
• greenlet (🥇38 · ⭐ 1.5K · 📈) - Lightweight in-process concurrent programming. MIT
• libcloud (🥈36 · ⭐ 2K · 📈) - Apache Libcloud is a Python library which hides differences.. 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.

• cookiecutter (🥇40 · ⭐ 20K · 📉) - A cross-platform command-line utility that creates projects.. BSD-3
• h5py (🥈39 · ⭐ 1.9K · 📉) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3
• dbt (🥈37 · ⭐ 7.5K · 📉) - dbt enables data analysts and engineers to transform their data using.. Apache-2
• arrow (🥈36 · ⭐ 8.4K · 📉) - Better dates & times for Python. Apache-2
• argcomplete (🥈34 · ⭐ 1.3K · 📉) - Python and tab completion, better together. Apache-2

Update: 2023.09.07

📈 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.

• xarray (🥇40 · ⭐ 3.1K · 📈) - N-D labeled arrays and datasets in Python. Apache-2
• msgpack (🥈36 · ⭐ 1.8K · 📈) - MessagePack serializer implementation for Python.. Apache-2
• holidays (🥈35 · ⭐ 1K · 📈) - Generate and work with holidays in Python. MIT
• smart-open (🥈33 · ⭐ 2.9K · 📈) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT
• hydra (🥈32 · ⭐ 7.5K · 📈) - Hydra is a framework for elegantly configuring complex applications. 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.

• python-decouple (🥉31 · ⭐ 2.5K · 📉) - Strict separation of config from code. MIT
• fastcore (🥉29 · ⭐ 860 · 📉) - Python supercharged for the fastai library. Apache-2
• strictyaml (🥉27 · ⭐ 1.3K · 📉) - Type-safe YAML parser and validator. MIT
• everett (🥉23 · ⭐ 140 · 📉) - configuration library for python projects. MPL-2.0
• pypyr (🥉20 · ⭐ 540 · 📉) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2