Update: 2022.01.08

📈 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.

• ansible (🥇48 · ⭐ 51K · 📈) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0
• cryptography (🥇44 · ⭐ 4.5K · 📈) - cryptography is a package designed to expose cryptographic.. BSD-3
• azure-storage-blob (🥇42 · ⭐ 2.3K · 📈) - This repository is for active development of the Azure.. MIT
• google-cloud-storage (🥇41 · ⭐ 3.8K · 📈) - Google Cloud Client Library for Python. Apache-2
• cpython (🥇35 · ⭐ 42K · 📈) - The Python programming language. 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.

• emoji (🥉28 · ⭐ 1.4K · 📉) - emoji terminal output for Python. BSD-3
• docopt (🥉27 · ⭐ 7.4K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
• orjson (🥉24 · ⭐ 2.6K · 📉) - Fast, correct Python JSON library supporting dataclasses,.. Apache-2
• piccolos (🥉17 · ⭐ 620 · 📉) - A fast, user friendly ORM and query builder which supports asyncio. MIT
• SuperSQLite (🥉6 · ⭐ 1 · 💀) - A supercharged SQLite library for Python. MIT

Update: 2022.01.06

📈 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 (🥇36 · ⭐ 8.7K · 📈) - Data parsing and validation using Python type hints. MIT
• emoji (🥈33 · ⭐ 1.4K · 📈) - emoji terminal output for Python. BSD-3
• typing (🥈31 · ⭐ 1.1K · 📈) - Python static typing home. Contains the source for.. Python-2.0
• PynamoDB (🥈30 · ⭐ 1.8K · 📈) - A pythonic interface to Amazon's DynamoDB. MIT
• argcomplete (🥉29 · ⭐ 1K · 📈) - Python and tab completion, better together. 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-dateutil (🥇36 · ⭐ 1.7K · 📉) - Useful extensions to the standard Python datetime.. Apache-2
• uvloop (🥈33 · ⭐ 8.3K · 📉) - Ultra fast asyncio event loop. MIT
• PyMySQL (🥈31 · ⭐ 6.7K · 📉) - Pure Python MySQL Client. MIT
• Prometheus Client (🥈31 · ⭐ 2.5K · 📉) - Prometheus instrumentation library for Python.. Apache-2
• csvkit (🥉27 · ⭐ 4.8K · 📉) - A suite of utilities for converting to and working with CSV, the king.. MIT

Update: 2021.12.30

📈 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.

• Pygments (🥇37 · ⭐ 810 · 📈) - Pygments is a generic syntax highlighter written in Python. BSD-2
• cookiecutter (🥈34 · ⭐ 16K · 📈) - A command-line utility that creates projects from.. BSD-3
• attrs (🥇34 · ⭐ 3.9K · 📈) - Python Classes Without Boilerplate. MIT
• supervisor (🥈33 · ⭐ 7.1K · 📈) - Supervisor process control system for UNIX. ❗️Repoze Public License
• argcomplete (🥉28 · ⭐ 1K · 📈) - Python and tab completion, better together. 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.

• boto3 (🥇37 · ⭐ 6.9K · 📉) - AWS SDK for Python. Apache-2
• python-magic (🥈31 · ⭐ 2K · 📉) - A python wrapper for libmagic. MIT
• python-dependency-injector (🥉28 · ⭐ 1.8K · 📉) - Dependency injection framework for Python. BSD-3
• pyfilesystem2 (🥉28 · ⭐ 1.6K · 📉) - Python's Filesystem abstraction layer. MIT
• diagrams (🥉23 · ⭐ 16K · 📉) - Diagram as Code for prototyping cloud system architectures. MIT

➕ Added Projects

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

• prisma (🥉16 · ⭐ 93 · ➕) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2

Update: 2021.12.23

📈 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.

• docopt (🥈33 · ⭐ 7.5K · 💀) - Pythonic command line arguments parser, that will make you smile. MIT
• snorkel (🥈28 · ⭐ 5K · 📈) - A system for quickly generating training data with weak supervision. Apache-2
• cloudant (🥉26 · ⭐ 170 · 📈) - A Python library for Cloudant and CouchDB. Apache-2
• umongo (🥉25 · ⭐ 380 · 📈) - sync/async MongoDB ODM, yes. MIT
• diagrams (🥉24 · ⭐ 16K · 📈) - 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.

• pinject (🥉22 · ⭐ 1.3K · 💤) - A pythonic dependency injection library. Apache-2
• aiomisc (🥉21 · ⭐ 240 · 📉) - aiomisc - miscellaneous utils for asyncio. MIT

Update: 2021.12.16

📈 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.

• isodate (🥉31 · ⭐ 100 · 📈) - ISO 8601 date/time parser. BSD-3
• catalogue (🥉26 · ⭐ 100 · 📈) - Super lightweight function registries for your library. MIT
• ordered-set (🥉25 · ⭐ 140 · 📈) - A mutable set that remembers the order of its entries. One of.. MIT
• CommonRegex (🥉24 · ⭐ 1.5K · 💀) - A collection of common regular expressions bundled with an easy.. MIT
• messytables (🥉24 · ⭐ 380 · 💀) - 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.

• lazydata (🥉16 · ⭐ 630 · 💀) - Lazydata: Scalable data dependencies for Python projects. Apache-2

Update: 2021.12.02

📈 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.

• schema (🥈31 · ⭐ 2.5K · 📈) - Schema validation just got Pythonic. MIT
• aiofiles (🥈30 · ⭐ 1.7K · 📈) - File support for asyncio. Apache-2
• jsonpickle (🥉26 · ⭐ 980 · 📈) - Python library for serializing any arbitrary object graph into.. BSD-3
• Pony (🥉25 · ⭐ 2.7K · 📈) - Pony Object Relational Mapper. Apache-2
• cleverdict (🥉17 · ⭐ 83 · 📈) - A JSON-friendly data structure which allows both object attributes.. 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.

• boto3 (🥇37 · ⭐ 6.9K · 📉) - AWS SDK for Python. Apache-2
• botocore (🥇37 · ⭐ 1.1K · 📉) - The low-level, core functionality of boto 3. Apache-2
• docker (🥈36 · ⭐ 5.5K · 📉) - A Python library for the Docker Engine API. Apache-2
• ordered-set (🥉23 · ⭐ 140 · 📉) - A mutable set that remembers the order of its entries. One of.. MIT
• python-email-validator (🥉21 · ⭐ 490 · 📉) - A robust email syntax and deliverability validation.. ❗️CC0-1.0

Update: 2021.11.25

📈 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 (🥇35 · ⭐ 8.1K · 📈) - Data parsing and validation using Python type hints. MIT
• xmltodict (🥇32 · ⭐ 4.6K · 💀) - Python module that makes working with XML feel like you are.. MIT
• deepdiff (🥇31 · ⭐ 1.2K · 📈) - Deep Difference and search of any Python object/data. MIT
• plumbum (🥉30 · ⭐ 2.3K · 📈) - Plumbum: Shell Combinators. MIT
• DearPyGui (🥈28 · ⭐ 6.5K · 📈) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit.. 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-dateutil (🥇37 · ⭐ 1.7K · 📉) - Useful extensions to the standard Python datetime.. Apache-2
• pexpect (🥇34 · ⭐ 2.1K · 💤) - A Python module for controlling interactive programs in a pseudo-.. ISC
• emoji (🥈32 · ⭐ 1.4K · 📉) - emoji terminal output for Python. BSD-3
• xlwings (🥈30 · ⭐ 2.2K · 📉) - xlwings is a BSD-licensed Python library that makes it easy to call.. BSD-3
• ptyprocess (🥉28 · ⭐ 150 · 📉) - Run a subprocess in a pseudo terminal. ISC

Update: 2021.11.17

📈 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.

• redis (🥇38 · ⭐ 9.8K · 📈) - Redis Python Client. MIT
• Datasets (🥇34 · ⭐ 11K · 📈) - The largest hub of ready-to-use datasets for ML models with.. Apache-2
• XlsxWriter (🥉34 · ⭐ 2.7K · 📈) - A Python module for creating Excel XLSX files. BSD-2
• cx-Oracle (🥉27 · ⭐ 770 · 📈) - Python interface to Oracle Database conforming to the Python DB.. BSD-3
• openpyxl (🥉23 · ⭐ 29 · 📈) - 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.

• google-cloud-storage (🥈32 · ⭐ 3.7K · 📉) - Google Cloud Client Library for Python. Apache-2
• elasticsearch (🥈32 · ⭐ 3.5K · 📉) - Official Elasticsearch client library for Python. Apache-2
• python-bigquery (🥈31 · ⭐ 320 · 📉) - Google BigQuery API client library. Apache-2
• ultrajson (🥉30 · ⭐ 3.5K · 📉) - Ultra fast JSON decoder and encoder written in C with Python.. BSD-3
• google-cloud-bigtable (🥉25 · ⭐ 21 · 📉) - Google Cloud Bigtable API client library. Apache-2

Update: 2021.08.26

📈 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.

• botocore (🥇38 · ⭐ 1K · 📈) - The low-level, core functionality of boto 3. Apache-2
• greenlet (🥇35 · ⭐ 1.3K · 📈) - Lightweight in-process concurrent programming. MIT
• colorama (🥇34 · ⭐ 2.6K · 📈) - Simple cross-platform colored terminal text in Python. BSD-3
• ultrajson (🥈33 · ⭐ 3.4K · 📈) - Ultra fast JSON decoder and encoder written in C with Python.. BSD-3
• db.py (🥉23 · ⭐ 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.

• python-prompt-toolkit (🥈33 · ⭐ 7.3K · 📉) - Library for building powerful interactive command.. BSD-3
• PyMySQL (🥈32 · ⭐ 6.6K · 📉) - Pure Python MySQL Client. MIT
• pluggy (🥈30 · ⭐ 660 · 📉) - A minimalist production ready plugin system. MIT
• mysqlclient (🥉28 · ⭐ 1.9K · 💤) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0
• hydra (🥉22 · ⭐ 4.7K · 📉) - Hydra is a framework for elegantly configuring complex applications. MIT

Update: 2021.07.15

📈 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.

• python-dateutil (🥇37 · ⭐ 1.6K · 📈) - Useful extensions to the standard Python datetime.. Apache-2
• simplejson (🥈34 · ⭐ 1.4K · 📈) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT
• pulumi (🥉30 · ⭐ 9.3K · 📈) - Pulumi - Modern Infrastructure as Code. Any cloud, any language. Apache-2
• csvkit (🥈30 · ⭐ 4.6K · 📈) - A suite of utilities for converting to and working with CSV, the king.. MIT
• python-decouple (🥈29 · ⭐ 1.8K · 📈) - Strict separation of config from code. 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.

• pandas-datareader (🥈28 · ⭐ 2.1K · 📉) - Extract data from a wide range of Internet sources.. BSD-3
• SDV (🥉22 · ⭐ 460 · 📉) - Synthetic Data Generation for tabular, relational and time series data. MIT