https://github.com/HanXinzi-AI/awesome-python-resources
a collection of awesome Python open-source libraries & tools. 热门实用的Python开源库和工具集合
https://github.com/HanXinzi-AI/awesome-python-resources
List: awesome-python-resources
awesome awesome-list awesome-python collections data-structures python python-framework python-library python-resources python-utilities utilities
Last synced: about 1 year ago
JSON representation
a collection of awesome Python open-source libraries & tools. 热门实用的Python开源库和工具集合
- Host: GitHub
- URL: https://github.com/HanXinzi-AI/awesome-python-resources
- Owner: HanXinzi-AI
- Created: 2021-04-24T13:42:10.000Z (about 5 years ago)
- Default Branch: master
- Last Pushed: 2024-05-16T14:30:29.000Z (about 2 years ago)
- Last Synced: 2024-05-23T01:08:32.516Z (about 2 years ago)
- Topics: awesome, awesome-list, awesome-python, collections, data-structures, python, python-framework, python-library, python-resources, python-utilities, utilities
- Homepage:
- Size: 6.93 MB
- Stars: 81
- Watchers: 1
- Forks: 19
- Open Issues: 109
-
Metadata Files:
- Readme: README.md
- Changelog: history/2021-04-24_changes.md
Awesome Lists containing this project
- awesome-python-machine-learning-resources - **Python资源汇集列表**
- awesome-jupyter-resources - **Python资源汇集列表**
- ultimate-awesome - awesome-python-resources - A collection of awesome Python open-source libraries & tools. 热门实用的Python开源库和工具集合. (Other Lists / TeX Lists)
README
Python资源与工具库大全
Python开源工具库资源大全，按应用方向划分并梳理排行，每周自动更新
本资源清单包含690个python相关的开源工具资源，这些热门工具总共分成91个不同的应用领域，目前在github上已经收到3M个点赞。所有的工具(github项目)每周会自动从GitHub和工具维护平台采集信息，并更新排行展示。本清单参考[best-of模板](https://github.com/best-of-lists/best-of)完成，内容参考了[awesome-python](https://github.com/vinta/awesome-python)，欢迎大家提PR丰富本清单。
## 目录
- [管理面板](#管理面板) _9 个项目_
- [算法和设计模式](#算法和设计模式) _7 个项目_
- [ASGI服务器](#ASGI服务器) _2 个项目_
- [网络](#网络) _4 个项目_
- [音频](#音频) _13 个项目_
- [验证](#验证) _9 个项目_
- [构建工具](#构建工具) _5 个项目_
- [内置类的增强版实现](#内置类的增强版实现) _5 个项目_
- [CMS](#CMS) _8 个项目_
- [缓存](#缓存) _7 个项目_
- [聊天工具](#聊天工具) _1 个项目_
- [代码分析和Lint工具](#代码分析和Lint工具) _20 个项目_
- [命令行工具](#命令行工具) _12 个项目_
- [命令行工具](#命令行工具) _16 个项目_
- [兼容性](#兼容性) _3 个项目_
- [计算机视觉](#计算机视觉) _7 个项目_
- [并发和并行](#并发和并行) _5 个项目_
- [配置](#配置) _5 个项目_
- [密码学](#密码学) _4 个项目_
- [科学计算和数据分析](#科学计算和数据分析) _6 个项目_
- [数据验证](#数据验证) _7 个项目_
- [数据可视化](#数据可视化) _14 个项目_
- [数据库](#数据库) _3 个项目_
- [数据库驱动](#数据库驱动) _17 个项目_
- [日期和时间](#日期和时间) _10 个项目_
- [调试工具](#调试工具) _18 个项目_
- [深度学习](#深度学习) _7 个项目_
- [DevOps工具](#DevOps工具) _13 个项目_
- [分布式计算](#分布式计算) _7 个项目_
- [分发](#分发) _8 个项目_
- [文档](#文档) _4 个项目_
- [下载器](#下载器) _5 个项目_
- [电子商务](#电子商务) _10 个项目_
- [Emacs-Python开发环境](#Emacs-Python开发环境) _10 个项目_
- [电子邮件](#电子邮件) _6 个项目_
- [企业级应用集成](#企业级应用集成) _1 个项目_
- [环境管理](#环境管理) _2 个项目_
- [文件](#文件) _7 个项目_
- [外来函数接口](#外来函数接口) _4 个项目_
- [表单](#表单) _6 个项目_
- [函数式编程](#函数式编程) _7 个项目_
- [图形用户界面](#图形用户界面) _16 个项目_
- [GraphQL](#GraphQL) _4 个项目_
- [游戏开发](#游戏开发) _9 个项目_
- [地理位置](#地理位置) _5 个项目_
- [HTML处理](#HTML处理) _11 个项目_
- [HTTP](#HTTP) _6 个项目_
- [硬件](#硬件) _7 个项目_
- [图像处理](#图像处理) _14 个项目_
- [高性能](#高性能) _13 个项目_
- [交互式解析器](#交互式解析器) _4 个项目_
- [国际化](#国际化) _2 个项目_
- [任务调度](#任务调度) _11 个项目_
- [日志](#日志) _5 个项目_
- [机器学习](#机器学习) _9 个项目_
- [微软的Windows平台](#微软的Windows平台) _5 个项目_
- [杂项](#杂项) _6 个项目_
- [自然语言处理](#自然语言处理) _13 个项目_
- [网络可视化和SDN](#网络可视化和SDN) _3 个项目_
- [动态消息](#动态消息) _2 个项目_
- [ORM](#ORM) _13 个项目_
- [包管理](#包管理) _5 个项目_
- [包仓库](#包仓库) _4 个项目_
- [渗透测试](#渗透测试) _3 个项目_
- [权限](#权限) _2 个项目_
- [进程](#进程) _3 个项目_
- [推荐系统](#推荐系统) _8 个项目_
- [重构](#重构) _3 个项目_
- [RESTfulAPI](#RESTfulAPI) _13 个项目_
- [机器人](#机器人) _2 个项目_
- [RPC服务器](#RPC服务器) _1 个项目_
- [科学计算和数据分析](#科学计算和数据分析) _21 个项目_
- [搜索](#搜索) _5 个项目_
- [序列化](#序列化) _4 个项目_
- [Serverless框架](#Serverless框架) _2 个项目_
- [命令行工具](#命令行工具) _1 个项目_
- [特殊文本格式处理](#特殊文本格式处理) _17 个项目_
- [静态站点生成器](#静态站点生成器) _5 个项目_
- [标记](#标记) _1 个项目_
- [队列](#队列) _5 个项目_
- [模板引擎](#模板引擎) _3 个项目_
- [测试](#测试) _30 个项目_
- [文本处理](#文本处理) _22 个项目_
- [第三方API](#第三方API) _7 个项目_
- [URL处理](#URL处理) _4 个项目_
- [Video](#Video) _3 个项目_
- [Web资源管理](#Web资源管理) _7 个项目_
- [网络](#网络) _9 个项目_
- [HTML处理](#HTML处理) _8 个项目_
- [Web框架](#Web框架) _8 个项目_
- [WebSocket](#WebSocket) _3 个项目_
- [WSGI服务器](#WSGI服务器) _5 个项目_
## 图标解释
- 🥇🥈🥉 综合项目质量分
- ⭐️ github上star的数量
- 🐣 小于6个月的新项目
- 💤 非活跃项目(6个月未更新)
- 💀 沉寂项目(12个月未更新)
- 📈📉 项目趋势(向上or向下)
- ➕ 最近添加的项目
- ❗️ 警告(例如 项目没有license)
- 👨💻 项目的开发贡献者数量
- 🔀 项目被fork的数量
- 📋 项目issue的数量
- ⏱️ 项目包上次更新时间
- 📥 工具库被下载次数
- 📦 项目依赖的工具库数量
## 管理面板
_管理界面库。_
🔗 django-grappelli - 拥有绚丽外观的 Django Admin 界面。
🔗 django-suit - Django 管理界面的一个替代品 (仅对于非商业用途是免费的)。
flask-admin (🥇33 · ⭐ 5.1K) - 一个用于 Flask 的简单可扩展的管理界面框架。BSD-3
- [GitHub](https://github.com/flask-admin/flask-admin) (👨💻 340 · 🔀 1.4K · 📦 16K · 📋 1.3K - 27% open · ⏱️ 12.07.2022):
```
git clone https://github.com/flask-admin/flask-admin
```
- [PyPi](https://pypi.org/project/flask-admin) (📥 1.5M / month):
```
pip install flask-admin
```
- [Conda](https://anaconda.org/conda-forge/flask-admin) (📥 130K · ⏱️ 30.01.2022):
```
conda install -c conda-forge flask-admin
```
flower (🥈29 · ⭐ 5.3K) - 一个对 Celery 集群进行实时监控和提供 web 管理界面的工具。❗Unlicensed
- [GitHub](https://github.com/mher/flower) (👨💻 190 · 🔀 900 · 📦 9K · 📋 840 - 11% open · ⏱️ 15.07.2022):
```
git clone https://github.com/mher/flower
```
- [PyPi](https://pypi.org/project/flower) (📥 1.9M / month):
```
pip install flower
```
- [Conda](https://anaconda.org/conda-forge/flower) (📥 120K · ⏱️ 07.08.2022):
```
conda install -c conda-forge flower
```
django-jet (🥈26 · ⭐ 3.3K · 💀) - 具有改进功能的现代响应式 Django 管理界面模板。❗️AGPL-3.0
- [GitHub](https://github.com/geex-arts/django-jet) (👨💻 29 · 🔀 660 · 📦 2.7K · 📋 340 - 64% open · ⏱️ 21.05.2019):
```
git clone https://github.com/geex-arts/django-jet
```
- [PyPi](https://pypi.org/project/django-jet) (📥 29K / month):
```
pip install django-jet
```
- [Conda](https://anaconda.org/conda-forge/django-jet):
```
conda install -c conda-forge django-jet
```
ajenti (🥉24 · ⭐ 6.8K) - 一个你的服务器值得拥有的管理面板。MIT
- [GitHub](https://github.com/ajenti/ajenti) (👨💻 23 · 🔀 780 · 📦 25 · 📋 1.1K - 1% open · ⏱️ 24.07.2022):
```
git clone https://github.com/ajenti/ajenti
```
- [PyPi](https://pypi.org/project/ajenti) (📥 240 / month):
```
pip install ajenti
```
- [Conda](https://anaconda.org/conda-forge/ajenti):
```
conda install -c conda-forge ajenti
```
django-xadmin (🥉24 · ⭐ 4.7K · 💀) - Django admin 的一个替代品，具有很多不错的功能。BSD-3
- [GitHub](https://github.com/sshwsfc/xadmin) (👨💻 51 · 🔀 1.4K · 📦 770 · 📋 570 - 65% open · ⏱️ 03.04.2019):
```
git clone https://github.com/sshwsfc/xadmin
```
- [PyPi](https://pypi.org/project/xadmin) (📥 230 / month):
```
pip install xadmin
```
- [Conda](https://anaconda.org/conda-forge/xadmin):
```
conda install -c conda-forge xadmin
```
wooey (🥉22 · ⭐ 1.8K) - 一个 Django 应用，可以为 Python 脚本创建 web 用户界面。BSD-3
- [GitHub](https://github.com/wooey/Wooey) (👨💻 23 · 🔀 170 · 📦 37 · 📋 210 - 23% open · ⏱️ 12.08.2022):
```
git clone https://github.com/wooey/wooey
```
- [PyPi](https://pypi.org/project/wooey) (📥 290 / month):
```
pip install wooey
```
- [Conda](https://anaconda.org/conda-forge/wooey):
```
conda install -c conda-forge wooey
```
jet-bridge (🥉16 · ⭐ 1.2K) - 管理面板框架，适用于任何具有良好 UI 的应用（例如 Django）。MIT
- [GitHub](https://github.com/jet-admin/jet-bridge) (👨💻 4 · 🔀 110 · 📋 13 - 69% open · ⏱️ 22.08.2022):
```
git clone https://github.com/jet-admin/jet-bridge
```
- [PyPi](https://pypi.org/project/jet-bridge) (📥 370 / month):
```
pip install jet-bridge
```
- [Conda](https://anaconda.org/conda-forge/jet-bridge):
```
conda install -c conda-forge jet-bridge
```
## 算法和设计模式
_数据结构、算法和设计模式的 Python 实现。也可以参考 [awesome-algorithms](https://github.com/tayllan/awesome-algorithms) 。_
TheAlgorithms (🥇29 · ⭐ 140K) - 所有算法的 Python 实现。MIT
- [GitHub](https://github.com/TheAlgorithms/Python) (👨💻 860 · 🔀 35K · 📋 1.1K - 2% open · ⏱️ 24.08.2022):
```
git clone https://github.com/TheAlgorithms/Python
```
- [PyPi](https://pypi.org/project/Python):
```
pip install Python
```
- [Conda](https://anaconda.org/conda-forge/Python) (📥 62M · ⏱️ 22.08.2022):
```
conda install -c conda-forge Python
```
transitions (🥈28 · ⭐ 4.5K) - 轻量级的，面向对象的有限状态机实现。MIT
- [GitHub](https://github.com/pytransitions/transitions) (👨💻 74 · 🔀 480 · 📦 2.4K · 📋 410 - 1% open · ⏱️ 25.08.2022):
```
git clone https://github.com/pytransitions/transitions
```
- [PyPi](https://pypi.org/project/transitions) (📥 290K / month):
```
pip install transitions
```
- [Conda](https://anaconda.org/conda-forge/transitions) (📥 220K · ⏱️ 24.02.2022):
```
conda install -c conda-forge transitions
```
algorithms (🥈25 · ⭐ 21K) - 数据结构和算法的简单示例。MIT
- [GitHub](https://github.com/keon/algorithms) (👨💻 190 · 🔀 4.1K · 📦 67 · 📋 160 - 37% open · ⏱️ 29.07.2022):
```
git clone https://github.com/keon/algorithms
```
- [PyPi](https://pypi.org/project/algorithms) (📥 5.4K / month):
```
pip install algorithms
```
- [Conda](https://anaconda.org/conda-forge/algorithms) (📥 900 · ⏱️ 23.04.2021):
```
conda install -c conda-forge algorithms
```
PyPattyrn (🥉19 · ⭐ 1.6K · 💀) - 一个简单而有效的库，用于实现常见的设计模式。MIT
- [GitHub](https://github.com/tylerlaberge/PyPattyrn) (👨💻 4 · 🔀 120 · 📦 27 · ⏱️ 09.02.2020):
```
git clone https://github.com/tylerlaberge/PyPattyrn
```
- [PyPi](https://pypi.org/project/PyPattyrn) (📥 6.3K / month):
```
pip install PyPattyrn
```
- [Conda](https://anaconda.org/conda-forge/PyPattyrn):
```
conda install -c conda-forge PyPattyrn
```
python-patterns (🥉16 · ⭐ 35K) - 一个 Python 设计模式集合。❗Unlicensed
- [GitHub](https://github.com/faif/python-patterns) (👨💻 120 · 🔀 6.2K · 📋 80 - 13% open · ⏱️ 08.08.2022):
```
git clone https://github.com/faif/python-patterns
```
- [PyPi](https://pypi.org/project/python-patterns) (📥 16 / month):
```
pip install python-patterns
```
- [Conda](https://anaconda.org/conda-forge/python-patterns):
```
conda install -c conda-forge python-patterns
```
python-ds (🥉16 · ⭐ 1.8K) - 用于面试的数据结构和算法的集合。MIT
- [GitHub](https://github.com/prabhupant/python-ds) (👨💻 110 · 🔀 480 · 📋 86 - 20% open · ⏱️ 07.04.2022):
```
git clone https://github.com/prabhupant/python-ds
```
- [PyPi](https://pypi.org/project/python-ds) (📥 11 / month):
```
pip install python-ds
```
- [Conda](https://anaconda.org/conda-forge/python-ds):
```
conda install -c conda-forge python-ds
```
sortedcontainers (🥉15 · ⭐ 2.7K) - 排序集合的快速的纯 Python 实现。❗Unlicensed
- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (👨💻 22 · 🔀 170 · 📋 160 - 7% open · ⏱️ 20.08.2022):
```
git clone https://github.com/grantjenks/python-sortedcontainers
```
- [PyPi](https://pypi.org/project/python-sortedcontainers):
```
pip install python-sortedcontainers
```
- [Conda](https://anaconda.org/conda-forge/python-sortedcontainers):
```
conda install -c conda-forge python-sortedcontainers
```
## ASGI 服务器
_兼容 ASGI 的 web 服务器。_
daphne (🥇27 · ⭐ 1.8K) - 用于 ASGI 和 ASGI-HTTP 的，支持 HTTP，HTTP2 和 WebSocket 协议的服务器。BSD-3
- [GitHub](https://github.com/django/daphne) (👨💻 62 · 🔀 210 · 📦 15K · 📋 290 - 12% open · ⏱️ 25.08.2022):
```
git clone https://github.com/django/daphne
```
- [PyPi](https://pypi.org/project/daphne) (📥 480K / month):
```
pip install daphne
```
- [Conda](https://anaconda.org/conda-forge/daphne) (📥 100K · ⏱️ 07.04.2021):
```
conda install -c conda-forge daphne
```
uvicorn (🥉26 · ⭐ 5.6K) - 使用 uvloop 和 httptools 实现的闪电般快速的 ASGI 服务器。BSD-3
- [GitHub](https://github.com/encode/uvicorn) (👨💻 130 · 🔀 460 · 📋 600 - 7% open · ⏱️ 24.08.2022):
```
git clone https://github.com/encode/uvicorn
```
- [PyPi](https://pypi.org/project/uvicorn) (📥 9M / month):
```
pip install uvicorn
```
- [Conda](https://anaconda.org/conda-forge/uvicorn) (📥 1.1M · ⏱️ 24.08.2022):
```
conda install -c conda-forge uvicorn
```
## 网络
_用于网络编程的库。_
🔗 awesome-asyncio ( ⭐ 3.6K) - A curated list of awesome Python asyncio frameworks, libraries, software..
🔗 Twisted - 一个事件驱动的网络引擎。
uvloop (🥇33 · ⭐ 8.8K) - Ultra fast asyncio event loop. Apache-2
- [GitHub](https://github.com/MagicStack/uvloop) (👨💻 50 · 🔀 440 · 📥 350 · 📦 49K · 📋 290 - 20% open · ⏱️ 23.08.2022):
```
git clone https://github.com/MagicStack/uvloop
```
- [PyPi](https://pypi.org/project/uvloop) (📥 8.6M / month):
```
pip install uvloop
```
- [Conda](https://anaconda.org/conda-forge/uvloop) (📥 470K · ⏱️ 02.11.2021):
```
conda install -c conda-forge uvloop
```
trio (🥉29 · ⭐ 4.8K) - 异步并发和 I/O 友好的库。❗Unlicensed
- [GitHub](https://github.com/python-trio/trio) (👨💻 130 · 🔀 260 · 📦 14K · 📋 670 - 39% open · ⏱️ 22.08.2022):
```
git clone https://github.com/python-trio/trio
```
- [PyPi](https://pypi.org/project/trio) (📥 5.8M / month):
```
pip install trio
```
- [Conda](https://anaconda.org/conda-forge/trio) (📥 780K · ⏱️ 08.06.2022):
```
conda install -c conda-forge trio
```
## 音频
_用来操作音频的库_
🔗 mingus - 一个高级音乐理论和曲谱包，支持 MIDI 文件和回放功能。
beets (🥇30 · ⭐ 11K) - 一个音乐库管理器和 MusicBrainz 标记器。MIT
- [GitHub](https://github.com/beetbox/beets) (👨💻 510 · 🔀 1.7K · 📥 7.7K · 📦 260 · 📋 2.5K - 18% open · ⏱️ 21.08.2022):
```
git clone https://github.com/beetbox/beets
```
- [PyPi](https://pypi.org/project/beets) (📥 1.7K / month):
```
pip install beets
```
- [Conda](https://anaconda.org/conda-forge/beets):
```
conda install -c conda-forge beets
```
pydub (🥇30 · ⭐ 6.3K) - 通过简单、简洁的高层接口来操作音频文件。MIT
- [GitHub](https://github.com/jiaaro/pydub) (👨💻 92 · 🔀 840 · 📦 14K · 📋 490 - 46% open · ⏱️ 14.05.2022):
```
git clone https://github.com/jiaaro/pydub
```
- [PyPi](https://pypi.org/project/pydub) (📥 1.6M / month):
```
pip install pydub
```
- [Conda](https://anaconda.org/conda-forge/pydub) (📥 28K · ⏱️ 13.03.2021):
```
conda install -c conda-forge pydub
```
mutagen (🥈27 · ⭐ 1K) - 一个用来处理音频元数据的 Python 模块。❗️GPL-2.0
- [GitHub](https://github.com/quodlibet/mutagen) (👨💻 37 · 🔀 120 · 📥 56K · 📦 8K · 📋 480 - 19% open · ⏱️ 16.07.2022):
```
git clone https://github.com/quodlibet/mutagen
```
- [PyPi](https://pypi.org/project/mutagen) (📥 1.7M / month):
```
pip install mutagen
```
- [Conda](https://anaconda.org/conda-forge/mutagen) (📥 130K · ⏱️ 30.05.2021):
```
conda install -c conda-forge mutagen
```
eyeD3 (🥈25 · ⭐ 390) - 一个用来操作音频文件的工具，具体来讲就是包含 ID3 元信息的 MP3 文件。❗️GPL-3.0
- [GitHub](https://github.com/nicfit/eyeD3) (👨💻 24 · 🔀 54 · 📥 2.3K · 📦 1.9K · 📋 180 - 24% open · ⏱️ 29.07.2022):
```
git clone https://github.com/nicfit/eyeD3
```
- [PyPi](https://pypi.org/project/eyeD3) (📥 41K / month):
```
pip install eyeD3
```
- [Conda](https://anaconda.org/conda-forge/eyeD3):
```
conda install -c conda-forge eyeD3
```
pyAudioAnalysis (🥈24 · ⭐ 4.9K) - 音频特征提取，分类，分段和应用。Apache-2
- [GitHub](https://github.com/tyiannak/pyAudioAnalysis) (👨💻 26 · 🔀 1.1K · 📦 290 · 📋 290 - 59% open · ⏱️ 19.04.2022):
```
git clone https://github.com/tyiannak/pyAudioAnalysis
```
- [PyPi](https://pypi.org/project/pyAudioAnalysis) (📥 21K / month):
```
pip install pyAudioAnalysis
```
- [Conda](https://anaconda.org/conda-forge/pyAudioAnalysis):
```
conda install -c conda-forge pyAudioAnalysis
```
librosa (🥉23 · ⭐ 5.4K) - 音频音乐分析 Python 库。ISC
- [GitHub](https://github.com/librosa/librosa) (👨💻 110 · 🔀 810 · 📋 1K - 4% open · ⏱️ 25.08.2022):
```
git clone https://github.com/librosa/librosa
```
- [PyPi](https://pypi.org/project/librosa) (📥 1.2M / month):
```
pip install librosa
```
- [Conda](https://anaconda.org/conda-forge/librosa) (📥 510K · ⏱️ 27.06.2022):
```
conda install -c conda-forge librosa
```
tinytag (🥉23 · ⭐ 560) - 一个用来读取 MP3, OGG, FLAC 以及 Wave 文件音乐元数据的库。MIT
- [GitHub](https://github.com/devsnd/tinytag) (👨💻 22 · 🔀 88 · 📦 580 · 📋 93 - 12% open · ⏱️ 13.08.2022):
```
git clone https://github.com/devsnd/tinytag
```
- [PyPi](https://pypi.org/project/tinytag) (📥 85K / month):
```
pip install tinytag
```
- [Conda](https://anaconda.org/conda-forge/tinytag):
```
conda install -c conda-forge tinytag
```
kapre (🥉22 · ⭐ 850) - Keras 音频处理器。MIT
- [GitHub](https://github.com/keunwoochoi/kapre) (👨💻 13 · 🔀 140 · 📥 22 · 📦 1.8K · 📋 94 - 12% open · ⏱️ 04.07.2022):
```
git clone https://github.com/keunwoochoi/kapre
```
- [PyPi](https://pypi.org/project/kapre) (📥 3.6K / month):
```
pip install kapre
```
- [Conda](https://anaconda.org/conda-forge/kapre):
```
conda install -c conda-forge kapre
```
dejavu (🥉19 · ⭐ 5.8K · 💀) - 音频指纹提取和识别。MIT
- [GitHub](https://github.com/worldveil/dejavu) (👨💻 22 · 🔀 1.3K · 📦 23 · 📋 210 - 39% open · ⏱️ 03.06.2020):
```
git clone https://github.com/worldveil/dejavu
```
- [PyPi](https://pypi.org/project/dejavu) (📥 84 / month):
```
pip install dejavu
```
- [Conda](https://anaconda.org/conda-forge/dejavu):
```
conda install -c conda-forge dejavu
```
matchering (🥉19 · ⭐ 660) - 用于音频母带制作的库。❗️GPL-3.0
- [GitHub](https://github.com/sergree/matchering) (👨💻 3 · 🔀 88 · 📦 10 · 📋 36 - 27% open · ⏱️ 18.08.2022):
```
git clone https://github.com/sergree/matchering
```
- [PyPi](https://pypi.org/project/matchering) (📥 630 / month):
```
pip install matchering
```
- [Conda](https://anaconda.org/conda-forge/matchering):
```
conda install -c conda-forge matchering
```
audioread (🥉19 · ⭐ 410 · 📉) - 交叉库 (GStreamer + Core Audio + MAD + FFmpeg) 音频解码。MIT
- [GitHub](https://github.com/beetbox/audioread) (👨💻 22 · 🔀 94 · 📋 80 - 38% open · ⏱️ 12.08.2022):
```
git clone https://github.com/beetbox/audioread
```
- [PyPi](https://pypi.org/project/audioread) (📥 1.2M / month):
```
pip install audioread
```
- [Conda](https://anaconda.org/conda-forge/audioread) (📥 480K · ⏱️ 14.08.2022):
```
conda install -c conda-forge audioread
```
TimeSide (🥉18 · ⭐ 330) - 开源 web 音频处理框架。❗️AGPL-3.0
- [GitHub](https://github.com/Parisson/TimeSide) (👨💻 22 · 🔀 55 · 📦 16 · 📋 210 - 27% open · ⏱️ 22.07.2022):
```
git clone https://github.com/Parisson/TimeSide
```
- [PyPi](https://pypi.org/project/TimeSide) (📥 31 / month):
```
pip install TimeSide
```
- [Conda](https://anaconda.org/conda-forge/TimeSide):
```
conda install -c conda-forge TimeSide
```
## 验证
_实现验证方案的库。_
oauthlib (🥇36 · ⭐ 2.4K) - 一个 OAuth 请求-签名逻辑通用、 完整的实现。BSD-3
- [GitHub](https://github.com/oauthlib/oauthlib) (👨💻 190 · 🔀 440 · 📦 250K · 📋 350 - 21% open · ⏱️ 05.07.2022):
```
git clone https://github.com/idan/oauthlib
```
- [PyPi](https://pypi.org/project/oauthlib) (📥 93M / month):
```
pip install oauthlib
```
- [Conda](https://anaconda.org/conda-forge/oauthlib) (📥 5.7M · ⏱️ 30.01.2022):
```
conda install -c conda-forge oauthlib
```
pyjwt (🥈35 · ⭐ 4.3K) - JSON Web 令牌草案 01。MIT
- [GitHub](https://github.com/jpadilla/pyjwt) (👨💻 120 · 🔀 570 · 📦 240K · 📋 360 - 3% open · ⏱️ 14.08.2022):
```
git clone https://github.com/jpadilla/pyjwt
```
- [PyPi](https://pypi.org/project/pyjwt) (📥 97M / month):
```
pip install pyjwt
```
- [Conda](https://anaconda.org/conda-forge/pyjwt) (📥 7.4M · ⏱️ 12.05.2022):
```
conda install -c conda-forge pyjwt
```
django-allauth (🥈34 · ⭐ 7.4K) - Django 的验证应用。MIT
- [GitHub](https://github.com/pennersr/django-allauth) (👨💻 590 · 🔀 2.5K · 📦 99K · 📋 1.9K - 15% open · ⏱️ 19.06.2022):
```
git clone https://github.com/pennersr/django-allauth
```
- [PyPi](https://pypi.org/project/django-allauth) (📥 560K / month):
```
pip install django-allauth
```
- [Conda](https://anaconda.org/conda-forge/django-allauth) (📥 76K · ⏱️ 07.06.2022):
```
conda install -c conda-forge django-allauth
```
authlib (🥈34 · ⭐ 3.2K · 📈) - 一个强大的Python库，用来构建 OAuth 和 OpenID 服务端。包括：JWS, JWK, JWA, JWT。BSD-3
- [GitHub](https://github.com/lepture/authlib) (👨💻 84 · 🔀 320 · 📦 22K · 📋 330 - 12% open · ⏱️ 09.08.2022):
```
git clone https://github.com/lepture/authlib
```
- [PyPi](https://pypi.org/project/authlib) (📥 5.2M / month):
```
pip install authlib
```
- [Conda](https://anaconda.org/conda-forge/authlib) (📥 81K · ⏱️ 07.04.2022):
```
conda install -c conda-forge authlib
```
python-social-auth (🥉28 · ⭐ 2.8K · 💀) - 一个设置简单的社会化验证方式。BSD-3
- [GitHub](https://github.com/omab/python-social-auth) (👨💻 280 · 🔀 1.1K · 📦 5.4K · 📋 660 - 2% open · ⏱️ 04.02.2017):
```
git clone https://github.com/omab/python-social-auth
```
- [PyPi](https://pypi.org/project/python-social-auth) (📥 30K / month):
```
pip install python-social-auth
```
- [Conda](https://anaconda.org/conda-forge/python-social-auth):
```
conda install -c conda-forge python-social-auth
```
python-oauth2 (🥉27 · ⭐ 3K · 💀) - 一个完全测试的抽象接口。用来创建 OAuth 客户端和服务端。MIT
- [GitHub](https://github.com/joestump/python-oauth2) (👨💻 42 · 🔀 800 · 📦 9.6K · 📋 130 - 38% open · ⏱️ 12.02.2018):
```
git clone https://github.com/joestump/python-oauth2
```
- [PyPi](https://pypi.org/project/python-oauth2) (📥 42K / month):
```
pip install python-oauth2
```
- [Conda](https://anaconda.org/conda-forge/python-oauth2) (📥 86K · ⏱️ 28.06.2019):
```
conda install -c conda-forge python-oauth2
```
django-oauth-toolkit (🥉24 · ⭐ 2.6K) - 为 Django 用户准备的 OAuth2。❗Unlicensed
- [GitHub](https://github.com/jazzband/django-oauth-toolkit) (👨💻 210 · 🔀 660 · 📋 720 - 20% open · ⏱️ 06.08.2022):
```
git clone https://github.com/evonove/django-oauth-toolkit
```
- [PyPi](https://pypi.org/project/django-oauth-toolkit) (📥 350K / month):
```
pip install django-oauth-toolkit
```
- [Conda](https://anaconda.org/conda-forge/django-oauth-toolkit):
```
conda install -c conda-forge django-oauth-toolkit
```
python-jwt (🥉18 · ⭐ 200) - 一个用来生成和验证 JSON Web 令牌的模块。MIT
- [GitHub](https://github.com/davedoesdev/python-jwt) (👨💻 5 · 🔀 23 · ⏱️ 03.07.2022):
```
git clone https://github.com/davedoesdev/python-jwt
```
- [PyPi](https://pypi.org/project/python-jwt) (📥 230K / month):
```
pip install python-jwt
```
- [Conda](https://anaconda.org/conda-forge/python-jwt):
```
conda install -c conda-forge python-jwt
```
python-jose (🥉17 · ⭐ 1.2K) - python 版 JOSE 实现。MIT
- [GitHub](https://github.com/mpdavis/python-jose) (🔀 200 · 📋 130 - 41% open · ⏱️ 09.02.2022):
```
git clone https://github.com/mpdavis/python-jose/
```
- [Conda](https://anaconda.org/conda-forge/):
```
conda install -c conda-forge
```
## 构建工具
_将源码编译成软件。_
🔗 BitBake - 针对嵌入式 Linux 的类似 make 的构建工具。
🔗 buildout - 一个构建系统，从多个组件来创建，组装和部署应用。
🔗 SCons - 软件构建工具。
pybuilder (🥇24 · ⭐ 1.4K) - 纯 Python 实现的持续化构建工具。Apache-2
- [GitHub](https://github.com/pybuilder/pybuilder) (👨💻 38 · 🔀 230 · 📋 500 - 16% open · ⏱️ 20.08.2022):
```
git clone https://github.com/pybuilder/pybuilder
```
- [PyPi](https://pypi.org/project/pybuilder) (📥 28K / month):
```
pip install pybuilder
```
- [Conda](https://anaconda.org/conda-forge/pybuilder) (📥 19K · ⏱️ 11.08.2022):
```
conda install -c conda-forge pybuilder
```
PlatformIO (🥉20 · ⭐ 6.1K) - 多平台命令行构建工具。Apache-2
- [GitHub](https://github.com/platformio/platformio-core) (👨💻 69 · 🔀 640 · 📋 3.8K - 3% open · ⏱️ 24.08.2022):
```
git clone https://github.com/platformio/platformio-core
```
- [PyPi](https://pypi.org/project/platformio-core):
```
pip install platformio-core
```
- [Conda](https://anaconda.org/conda-forge/platformio-core):
```
conda install -c conda-forge platformio-core
```
## 内置类的增强版实现
_一些 Python 内置类的增强版实现库。_
🔗 dataclasses - （Python 标准库）将文件名映射为 MIME 类型。
attrs (🥇34 · ⭐ 4.4K) - 一个在类定义时可替换 `__init__`, `__eq__`, `__repr__`等方法的样板。MIT
- [GitHub](https://github.com/python-attrs/attrs) (👨💻 130 · 🔀 300 · 📦 460K · 📋 580 - 17% open · ⏱️ 23.08.2022):
```
git clone https://github.com/python-attrs/attrs
```
- [PyPi](https://pypi.org/project/attrs) (📥 120M / month):
```
pip install attrs
```
- [Conda](https://anaconda.org/conda-forge/attrs) (📥 19M · ⏱️ 31.07.2022):
```
conda install -c conda-forge attrs
```
bidict (🥈27 · ⭐ 1.2K) - 高效的 Pythonic 的双向映射数据结构和相关功能。MPL-2.0
- [GitHub](https://github.com/jab/bidict) (👨💻 12 · 🔀 48 · 📦 8.6K · 📋 52 - 7% open · ⏱️ 23.08.2022):
```
git clone https://github.com/jab/bidict
```
- [PyPi](https://pypi.org/project/bidict) (📥 850K / month):
```
pip install bidict
```
- [Conda](https://anaconda.org/conda-forge/bidict) (📥 140K · ⏱️ 24.03.2022):
```
conda install -c conda-forge bidict
```
Box (🥉16 · ⭐ 2K) - 具有高级点符号访问权限的 Python 字典。MIT
- [GitHub](https://github.com/cdgriffith/Box) (🔀 83 · 📥 30 · 📋 140 - 14% open · ⏱️ 02.04.2022):
```
git clone https://github.com/cdgriffith/Box
```
- [PyPi](https://pypi.org/project/Box):
```
pip install Box
```
- [Conda](https://anaconda.org/conda-forge/Box):
```
conda install -c conda-forge Box
```
DottedDict (🥉16 · ⭐ 150 · 💀) - 提供一种使用点路径符号访问列表和字典的方法的库。MIT
- [GitHub](https://github.com/carlosescri/DottedDict) (👨💻 3 · 🔀 17 · 📥 62 · 📦 63 · 📋 9 - 77% open · ⏱️ 30.10.2015):
```
git clone https://github.com/carlosescri/DottedDict
```
- [PyPi](https://pypi.org/project/DottedDict) (📥 23 / month):
```
pip install DottedDict
```
- [Conda](https://anaconda.org/conda-forge/DottedDict):
```
conda install -c conda-forge DottedDict
```
## CMS
_内容管理系统。_
🔗 django-cms - 一个开源的，企业级 CMS，基于 Django。
🔗 plone - 一个构建于开源应用服务器 Zope 之上的 CMS。
🔗 wagtail - 一个 Django 内容管理系统。
mezzanine (🥇25 · ⭐ 4.5K) - 一个强大的，持续的，灵活的内容管理平台。BSD-2
- [GitHub](https://github.com/stephenmcd/mezzanine) (👨💻 320 · 🔀 1.5K · 📋 1K - 3% open · ⏱️ 03.07.2022):
```
git clone https://github.com/stephenmcd/mezzanine
```
- [PyPi](https://pypi.org/project/mezzanine) (📥 3.7K / month):
```
pip install mezzanine
```
- [Conda](https://anaconda.org/conda-forge/mezzanine):
```
conda install -c conda-forge mezzanine
```
indico (🥈22 · ⭐ 1.4K) - 一个功能丰富的事件管理系统，由 @[CERN](https://en.wikipedia.org/wiki/CERN) 开发。MIT
- [GitHub](https://github.com/indico/indico) (👨💻 130 · 🔀 330 · 📥 2.9K · 📋 3.3K - 18% open · ⏱️ 24.08.2022):
```
git clone https://github.com/indico/indico
```
- [PyPi](https://pypi.org/project/indico) (📥 930 / month):
```
pip install indico
```
- [Conda](https://anaconda.org/conda-forge/indico):
```
conda install -c conda-forge indico
```
Kotti (🥉19 · ⭐ 390) - 一个高级的，Python 范的 web 应用框架，基于 Pyramid 构建。❗Unlicensed
- [GitHub](https://github.com/Kotti/Kotti) (👨💻 66 · 🔀 110 · 📦 220 · 📋 210 - 20% open · ⏱️ 03.07.2022):
```
git clone https://github.com/Kotti/Kotti
```
- [PyPi](https://pypi.org/project/Kotti) (📥 320 / month):
```
pip install Kotti
```
- [Conda](https://anaconda.org/conda-forge/Kotti):
```
conda install -c conda-forge Kotti
```
feincms (🥉16 · ⭐ 840) - 基于 Django 构建的最先进的内容管理系统之一。BSD-3
- [GitHub](https://github.com/feincms/feincms) (👨💻 140 · 🔀 220 · 📋 440 - 5% open · ⏱️ 04.07.2022):
```
git clone https://github.com/feincms/feincms
```
- [PyPi](https://pypi.org/project/feincms) (📥 4K / month):
```
pip install feincms
```
- [Conda](https://anaconda.org/conda-forge/feincms):
```
conda install -c conda-forge feincms
```
quokka (🥉14 · ⭐ 2.2K · 💀) - 灵活，可扩展的小型 CMS，基于 Flask 和 MongoDB。❗Unlicensed
- [GitHub](https://github.com/quokkaproject/quokka) (👨💻 9 · 🔀 440 · 📋 420 - 15% open · ⏱️ 06.03.2019):
```
git clone https://github.com/rochacbruno/quokka
```
- [PyPi](https://pypi.org/project/quokka) (📥 78 / month):
```
pip install quokka
```
- [Conda](https://anaconda.org/conda-forge/quokka):
```
conda install -c conda-forge quokka
```
## 缓存
_缓存数据的库。_
🔗 dogpile.cache - dogpile.cache 是 Beaker 的下一代替代品，由同一作者开发。
🔗 HermesCache - Python 缓存库，具有基于标签的失效和 dogpile effect 保护功能。
🔗 python-diskcache - SQLite 和文件支持的缓存后端，具有比 memcached 和 redis 更快的查找速度。
pylibmc (🥇27 · ⭐ 460) - libmemcached 接口的 Python 封装。BSD-3
- [GitHub](https://github.com/lericson/pylibmc) (👨💻 52 · 🔀 120 · 📦 4.1K · 📋 190 - 11% open · ⏱️ 25.08.2022):
```
git clone https://github.com/lericson/pylibmc
```
- [PyPi](https://pypi.org/project/pylibmc) (📥 180K / month):
```
pip install pylibmc
```
- [Conda](https://anaconda.org/conda-forge/pylibmc) (📥 180K · ⏱️ 05.08.2022):
```
conda install -c conda-forge pylibmc
```
django-cacheops (🥈26 · ⭐ 1.7K) - 具有自动颗粒化事件驱动失效功能的 ORM。BSD-3
- [GitHub](https://github.com/Suor/django-cacheops) (👨💻 64 · 🔀 190 · 📦 740 · 📋 300 - 7% open · ⏱️ 11.07.2022):
```
git clone https://github.com/Suor/django-cacheops
```
- [PyPi](https://pypi.org/project/django-cacheops) (📥 130K / month):
```
pip install django-cacheops
```
- [Conda](https://anaconda.org/conda-forge/django-cacheops):
```
conda install -c conda-forge django-cacheops
```
beaker (🥉24 · ⭐ 490 · 💤) - 一个缓存和会话库，可以用在 web 应用和独立 Python 脚本和应用上。❗Unlicensed
- [GitHub](https://github.com/bbangert/beaker) (👨💻 86 · 🔀 130 · 📦 3.7K · 📋 120 - 53% open · ⏱️ 07.12.2021):
```
git clone https://github.com/bbangert/beaker
```
- [PyPi](https://pypi.org/project/beaker) (📥 320K / month):
```
pip install beaker
```
- [Conda](https://anaconda.org/conda-forge/beaker) (📥 62K · ⏱️ 27.08.2019):
```
conda install -c conda-forge beaker
```
django-cache-machine (🥉22 · ⭐ 840) - Django 模型的自动缓存和失效。BSD-3
- [GitHub](https://github.com/django-cache-machine/django-cache-machine) (👨💻 27 · 🔀 150 · 📦 230 · 📋 71 - 21% open · ⏱️ 06.07.2022):
```
git clone https://github.com/django-cache-machine/django-cache-machine
```
- [PyPi](https://pypi.org/project/django-cache-machine) (📥 7.4K / month):
```
pip install django-cache-machine
```
- [Conda](https://anaconda.org/conda-forge/django-cache-machine):
```
conda install -c conda-forge django-cache-machine
```
## 聊天工具
_聊天机器人开发相关的库。_
errbot (🥇21 · ⭐ 2.7K) - 实现 ChatOps 的最简单最受欢迎的聊天机器人。❗️GPL-3.0
- [GitHub](https://github.com/errbotio/errbot) (🔀 560 · 📦 260 · 📋 750 - 7% open · ⏱️ 21.07.2022):
```
git clone https://github.com/errbotio/errbot/
```
- [Conda](https://anaconda.org/conda-forge/):
```
conda install -c conda-forge
```
## 代码分析和 Lint 工具
_进行代码分析、解析和操作代码库的库和工具。_
🔗 flake8 - 模块化源码检查工具，提供与 `pycodestyle`、`pyflakes` 、McCabe 相关的装饰器。
🔗 awesome-flake8-extensions ( ⭐ 860) - A curated awesome list of flake8 extensions. Feel free to..
🔗 pylint - 一个完全可定制的源码分析器。
🔗 awesome-python-typing ( ⭐ 1.1K) - Collection of awesome Python types, stubs, plugins, and tools to..
🔗 mypy - 在编译期间检查变量类型。
black (🥇35 · ⭐ 29K) - 一个坚定的 Python 代码格式化工具。MIT
- [GitHub](https://github.com/psf/black) (👨💻 330 · 🔀 1.7K · 📥 24K · 📦 180K · 📋 2K - 16% open · ⏱️ 23.08.2022):
```
git clone https://github.com/python/black
```
- [PyPi](https://pypi.org/project/black) (📥 15M / month):
```
pip install black
```
- [Conda](https://anaconda.org/conda-forge/black) (📥 4.7M · ⏱️ 06.08.2022):
```
conda install -c conda-forge black
```
isort (🥇32 · ⭐ 5.1K) - 用于纠正包导入顺序的 Python 库。MIT
- [GitHub](https://github.com/PyCQA/isort) (👨💻 260 · 🔀 460 · 📦 270K · 📋 1.1K - 8% open · ⏱️ 20.05.2022):
```
git clone https://github.com/timothycrosley/isort
```
- [PyPi](https://pypi.org/project/isort) (📥 21M / month):
```
pip install isort
```
- [Conda](https://anaconda.org/conda-forge/isort) (📥 3.5M · ⏱️ 09.11.2021):
```
conda install -c conda-forge isort
```
wemake-python-styleguide (🥇32 · ⭐ 2K) - 有史以来最严格的 Python 代码审查工具。MIT
- [GitHub](https://github.com/wemake-services/wemake-python-styleguide) (👨💻 170 · 🔀 340 · 📦 4.9K · 📋 1K - 9% open · ⏱️ 16.08.2022):
```
git clone https://github.com/wemake-services/wemake-python-styleguide
```
- [PyPi](https://pypi.org/project/wemake-python-styleguide) (📥 220K / month):
```
pip install wemake-python-styleguide
```
- [Conda](https://anaconda.org/conda-forge/wemake-python-styleguide):
```
conda install -c conda-forge wemake-python-styleguide
```
yapf (🥈29 · ⭐ 13K) - Google 的 Python 代码格式化工具。Apache-2
- [GitHub](https://github.com/google/yapf) (👨💻 140 · 🔀 830 · 📦 36K · 📋 750 - 46% open · ⏱️ 01.03.2022):
```
git clone https://github.com/google/yapf
```
- [PyPi](https://pypi.org/project/yapf) (📥 2.1M / month):
```
pip install yapf
```
- [Conda](https://anaconda.org/conda-forge/yapf) (📥 1.1M · ⏱️ 06.01.2022):
```
conda install -c conda-forge yapf
```
pylama (🥈26 · ⭐ 920) - Python 和 JavaScript 的代码审查工具。MIT
- [GitHub](https://github.com/klen/pylama) (👨💻 46 · 🔀 89 · 📦 4.2K · 📋 130 - 30% open · ⏱️ 08.08.2022):
```
git clone https://github.com/klen/pylama
```
- [PyPi](https://pypi.org/project/pylama) (📥 120K / month):
```
pip install pylama
```
- [Conda](https://anaconda.org/conda-forge/pylama) (📥 84K · ⏱️ 18.05.2019):
```
conda install -c conda-forge pylama
```
vulture (🥈25 · ⭐ 2.2K) - 用于发现和分析无效 Python 代码的工具。MIT
- [GitHub](https://github.com/jendrikseipp/vulture) (👨💻 33 · 🔀 100 · 📦 1.9K · 📋 160 - 10% open · ⏱️ 27.07.2022):
```
git clone https://github.com/jendrikseipp/vulture
```
- [PyPi](https://pypi.org/project/vulture) (📥 350K / month):
```
pip install vulture
```
- [Conda](https://anaconda.org/conda-forge/vulture) (📥 57K · ⏱️ 20.05.2022):
```
conda install -c conda-forge vulture
```
pyre-check (🥉23 · ⭐ 6K) - 性能类型检查。MIT
- [GitHub](https://github.com/facebook/pyre-check) (👨💻 210 · 🔀 370 · 📋 310 - 28% open · ⏱️ 26.08.2022):
```
git clone https://github.com/facebook/pyre-check
```
- [PyPi](https://pypi.org/project/pyre-check) (📥 110K / month):
```
pip install pyre-check
```
- [Conda](https://anaconda.org/conda-forge/pyre-check):
```
conda install -c conda-forge pyre-check
```
prospector (🥉23 · ⭐ 1.7K) - 分析 Python 代码的工具。❗️GPL-2.0
- [GitHub](https://github.com/PyCQA/prospector) (👨💻 79 · 🔀 140 · 📋 320 - 12% open · ⏱️ 14.08.2022):
```
git clone https://github.com/PyCQA/prospector
```
- [PyPi](https://pypi.org/project/prospector) (📥 410K / month):
```
pip install prospector
```
- [Conda](https://anaconda.org/conda-forge/prospector) (📥 35K · ⏱️ 10.03.2022):
```
conda install -c conda-forge prospector
```
pycallgraph (🥉22 · ⭐ 1.7K · 💀) - 这个库可以把你的 Python 应用的流程(调用图)进行可视化。❗️GPL-2.0
- [GitHub](https://github.com/gak/pycallgraph) (👨💻 23 · 🔀 270 · 📦 360 · 📋 160 - 30% open · ⏱️ 28.02.2018):
```
git clone https://github.com/gak/pycallgraph
```
- [PyPi](https://pypi.org/project/pycallgraph) (📥 25K / month):
```
pip install pycallgraph
```
- [Conda](https://anaconda.org/conda-forge/pycallgraph):
```
conda install -c conda-forge pycallgraph
```
code2flow (🥉20 · ⭐ 2.6K) - 把你的 Python 和 JavaScript 代码转换为流程图。MIT
- [GitHub](https://github.com/scottrogowski/code2flow) (👨💻 9 · 🔀 210 · 📦 10 · 📋 44 - 9% open · ⏱️ 25.07.2022):
```
git clone https://github.com/scottrogowski/code2flow
```
- [PyPi](https://pypi.org/project/code2flow) (📥 1.5K / month):
```
pip install code2flow
```
- [Conda](https://anaconda.org/conda-forge/code2flow) (📥 1K · ⏱️ 25.03.2022):
```
conda install -c conda-forge code2flow
```
coala (🥉19 · ⭐ 3.4K · 💀) - 语言独立和易于扩展的代码分析应用程序。❗️AGPL-3.0
- [GitHub](https://github.com/coala/coala) (🔀 1.3K · 📥 150 · 📦 10 · 📋 3K - 21% open · ⏱️ 11.06.2021):
```
git clone https://github.com/coala/coala/
```
- [Conda](https://anaconda.org/conda-forge/):
```
conda install -c conda-forge
```
pyannotate (🥉19 · ⭐ 1.3K · 💤) - 自动生成符合 PEP-484 的注解。Apache-2
- [GitHub](https://github.com/dropbox/pyannotate) (👨💻 17 · 🔀 56 · 📦 75 · 📋 59 - 44% open · ⏱️ 12.10.2021):
```
git clone https://github.com/dropbox/pyannotate
```
- [PyPi](https://pypi.org/project/pyannotate) (📥 4.4K / month):
```
pip install pyannotate
```
- [Conda](https://anaconda.org/conda-forge/pyannotate):
```
conda install -c conda-forge pyannotate
```
pytype (🥉18 · ⭐ 3.9K) - 检查和推断 Python 代码中的类型，无需添加注解。❗Unlicensed
- [GitHub](https://github.com/google/pytype) (👨💻 81 · 🔀 240 · 📋 550 - 18% open · ⏱️ 25.08.2022):
```
git clone https://github.com/google/pytype
```
- [PyPi](https://pypi.org/project/pytype) (📥 280K / month):
```
pip install pytype
```
- [Conda](https://anaconda.org/conda-forge/pytype) (📥 99K · ⏱️ 24.08.2022):
```
conda install -c conda-forge pytype
```
typeshed (🥉17 · ⭐ 3.1K) - 带有静态类型的Python库存根的集合。❗Unlicensed
- [GitHub](https://github.com/python/typeshed) (👨💻 1.2K · 🔀 1.3K · 📋 1.8K - 7% open · ⏱️ 26.08.2022):
```
git clone https://github.com/python/typeshed
```
- [PyPi](https://pypi.org/project/typeshed) (📥 1 / month):
```
pip install typeshed
```
- [Conda](https://anaconda.org/conda-forge/typeshed):
```
conda install -c conda-forge typeshed
```
MonkeyType (🥉16 · ⭐ 3.9K) - 通过收集运行时的类型来为 Python 生成静态类型注释的系统。❗Unlicensed
- [GitHub](https://github.com/Instagram/MonkeyType) (👨💻 42 · 🔀 140 · 📋 160 - 23% open · ⏱️ 04.07.2022):
```
git clone https://github.com/Instagram/MonkeyType
```
- [PyPi](https://pypi.org/project/MonkeyType) (📥 58K / month):
```
pip install MonkeyType
```
- [Conda](https://anaconda.org/conda-forge/MonkeyType) (📥 42K · ⏱️ 19.02.2022):
```
conda install -c conda-forge MonkeyType
```
## 命令行工具
_用于创建命令行程序的库。_
🔗 cement - Python 的命令行程序框架。
🔗 click - 一个通过组合的方式来创建精美命令行界面的包。
🔗 cliff - 一个用于创建命令行程序的框架，可以创建具有多层命令的命令行程序。
🔗 docopt - Python 风格的命令行参数解析器。
🔗 colorama - 跨平台彩色终端文本。
rich (🥇37 · ⭐ 39K) - 一个在终端中支持富文本和格式美化的 Python 库， 同时提供了`RichHandler`日志处理程序。MIT
- [GitHub](https://github.com/Textualize/rich) (👨💻 180 · 🔀 1.3K · 📦 27K · 📋 890 - 8% open · ⏱️ 17.08.2022):
```
git clone https://github.com/willmcgugan/rich
```
- [PyPi](https://pypi.org/project/rich) (📥 13M / month):
```
pip install rich
```
- [Conda](https://anaconda.org/conda-forge/rich) (📥 1.5M · ⏱️ 11.07.2022):
```
conda install -c conda-forge rich
```
tqdm (🥈36 · ⭐ 23K) - 一个可在循环和命令行中使用的快速、可扩展的进度条。❗Unlicensed
- [GitHub](https://github.com/tqdm/tqdm) (👨💻 110 · 🔀 1.1K · 📥 9.6K · 📦 320K · 📋 840 - 34% open · ⏱️ 04.04.2022):
```
git clone https://github.com/tqdm/tqdm
```
- [PyPi](https://pypi.org/project/tqdm) (📥 42M / month):
```
pip install tqdm
```
- [Conda](https://anaconda.org/conda-forge/tqdm) (📥 13M · ⏱️ 04.04.2022):
```
conda install -c conda-forge tqdm
```
asciimatics (🥈27 · ⭐ 3.1K) - 跨平台，全屏终端包（即鼠标/键盘输入和彩色，定位文本输出），完整的复杂动画和特殊效果的高级 API。Apache-2
- [GitHub](https://github.com/peterbrittain/asciimatics) (👨💻 40 · 🔀 230 · 📦 680 · 📋 280 - 8% open · ⏱️ 03.07.2022):
```
git clone https://github.com/peterbrittain/asciimatics
```
- [PyPi](https://pypi.org/project/asciimatics) (📥 40K / month):
```
pip install asciimatics
```
- [Conda](https://anaconda.org/conda-forge/asciimatics) (📥 110K · ⏱️ 15.11.2021):
```
conda install -c conda-forge asciimatics
```
python-fire (🥉25 · ⭐ 23K) - Google 出品的一个基于 Python 类的构建命令行界面的库。❗Unlicensed
- [GitHub](https://github.com/google/python-fire) (👨💻 49 · 🔀 1.3K · 📦 14K · 📋 260 - 38% open · ⏱️ 16.04.2022):
```
git clone https://github.com/google/python-fire
```
- [PyPi](https://pypi.org/project/python-fire) (📥 89 / month):
```
pip install python-fire
```
- [Conda](https://anaconda.org/conda-forge/python-fire):
```
conda install -c conda-forge python-fire
```
alive-progress (🥉24 · ⭐ 3.7K) - 一款新的进度条，具有实时吞吐量信息以及非常酷的动画。MIT
- [GitHub](https://github.com/rsalmei/alive-progress) (👨💻 7 · 🔀 150 · 📦 1K · 📋 140 - 11% open · ⏱️ 16.07.2022):
```
git clone https://github.com/rsalmei/alive-progress
```
- [PyPi](https://pypi.org/project/alive-progress) (📥 90K / month):
```
pip install alive-progress
```
- [Conda](https://anaconda.org/conda-forge/alive-progress) (📥 18K · ⏱️ 08.01.2021):
```
conda install -c conda-forge alive-progress
```
bashplotlib (🥉19 · ⭐ 1.7K · 💀) - 在终端中进行基本绘图。MIT
- [GitHub](https://github.com/glamp/bashplotlib) (👨💻 20 · 🔀 82 · 📦 150 · 📋 29 - 62% open · ⏱️ 31.03.2021):
```
git clone https://github.com/glamp/bashplotlib
```
- [PyPi](https://pypi.org/project/bashplotlib) (📥 5.9K / month):
```
pip install bashplotlib
```
- [Conda](https://anaconda.org/conda-forge/bashplotlib) (📥 3.5K · ⏱️ 08.09.2018):
```
conda install -c conda-forge bashplotlib
```
python-prompt-toolkit (🥉18 · ⭐ 7.9K) - 一个用于构建强大的交互式命令行程序的库。BSD-3
- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (👨💻 210 · 🔀 620 · 📋 990 - 46% open · ⏱️ 27.06.2022):
```
git clone https://github.com/jonathanslenders/python-prompt-toolkit
```
- [PyPi](https://pypi.org/project/python-prompt-toolkit):
```
pip install python-prompt-toolkit
```
- [Conda](https://anaconda.org/conda-forge/python-prompt-toolkit):
```
conda install -c conda-forge python-prompt-toolkit
```
## 命令行工具
_用于创建命令行程序的库。_
cookiecutter (🥇35 · ⭐ 18K · 📈) - 从 cookiecutters（项目模板）创建项目的一个命令行工具。BSD-3
- [GitHub](https://github.com/cookiecutter/cookiecutter) (👨💻 280 · 🔀 1.7K · 📦 14K · 📋 740 - 24% open · ⏱️ 01.08.2022):
```
git clone https://github.com/audreyr/cookiecutter
```
- [PyPi](https://pypi.org/project/cookiecutter) (📥 2M / month):
```
pip install cookiecutter
```
- [Conda](https://anaconda.org/conda-forge/cookiecutter) (📥 380K · ⏱️ 01.06.2022):
```
conda install -c conda-forge cookiecutter
```
httpie (🥇34 · ⭐ 23K) - 一个命令行 HTTP 客户端，cURL 的替代品，易用性更好。BSD-3
- [GitHub](https://github.com/httpie/httpie) (👨💻 150 · 🔀 3.5K · 📥 1.1K · 📦 11K · 📋 780 - 14% open · ⏱️ 10.08.2022):
```
git clone https://github.com/jakubroztocil/httpie
```
- [PyPi](https://pypi.org/project/httpie) (📥 190K / month):
```
pip install httpie
```
- [Conda](https://anaconda.org/conda-forge/httpie) (📥 82K · ⏱️ 09.05.2022):
```
conda install -c conda-forge httpie
```
thefuck (🥈29 · ⭐ 73K) - 修正你之前的命令行指令。MIT
- [GitHub](https://github.com/nvbn/thefuck) (👨💻 190 · 🔀 3.1K · 📦 360 · 📋 640 - 31% open · ⏱️ 03.07.2022):
```
git clone https://github.com/nvbn/thefuck
```
- [PyPi](https://pypi.org/project/thefuck) (📥 6K / month):
```
pip install thefuck
```
- [Conda](https://anaconda.org/conda-forge/thefuck):
```
conda install -c conda-forge thefuck
```
tmuxp (🥈27 · ⭐ 3.5K) - tmux 会话管理器。MIT
- [GitHub](https://github.com/tmux-python/tmuxp) (👨💻 67 · 🔀 210 · 📦 200 · 📋 310 - 21% open · ⏱️ 21.08.2022):
```
git clone https://github.com/tony/tmuxp
```
- [PyPi](https://pypi.org/project/tmuxp) (📥 3.6K / month):
```
pip install tmuxp
```
- [Conda](https://anaconda.org/conda-forge/tmuxp):
```
conda install -c conda-forge tmuxp
```
pgcli (🥈25 · ⭐ 11K) - 支持自动补全和语法高亮的 Postgres 命令行工具。BSD-3
- [GitHub](https://github.com/dbcli/pgcli) (👨💻 160 · 🔀 470 · 📦 570 · 📋 640 - 22% open · ⏱️ 14.06.2022):
```
git clone https://github.com/dbcli/pgcli
```
- [PyPi](https://pypi.org/project/pgcli) (📥 37K / month):
```
pip install pgcli
```
- [Conda](https://anaconda.org/conda-forge/pgcli) (📥 120K · ⏱️ 30.03.2022):
```
conda install -c conda-forge pgcli
```
mycli (🥈25 · ⭐ 11K) - 支持自动补全和语法高亮的 MySQL 命令行客户端❗Unlicensed
- [GitHub](https://github.com/dbcli/mycli) (👨💻 100 · 🔀 620 · 📦 240 · 📋 600 - 28% open · ⏱️ 14.08.2022):
```
git clone https://github.com/dbcli/mycli
```
- [PyPi](https://pypi.org/project/mycli) (📥 31K / month):
```
pip install mycli
```
- [Conda](https://anaconda.org/conda-forge/mycli) (📥 36K · ⏱️ 18.04.2022):
```
conda install -c conda-forge mycli
```
howdoi (🥈24 · ⭐ 9.6K) - 通过命令行获取即时的编程问题解答。MIT
- [GitHub](https://github.com/gleitz/howdoi) (👨💻 80 · 🔀 820 · 📦 420 · 📋 250 - 8% open · ⏱️ 04.07.2022):
```
git clone https://github.com/gleitz/howdoi
```
- [PyPi](https://pypi.org/project/howdoi) (📥 2.5K / month):
```
pip install howdoi
```
- [Conda](https://anaconda.org/conda-forge/howdoi):
```
conda install -c conda-forge howdoi
```
copier (🥈24 · ⭐ 660) - 用于呈现项目模板的库和命令行实用程序。MIT
- [GitHub](https://github.com/copier-org/copier) (👨💻 40 · 🔀 84 · 📦 100 · 📋 270 - 12% open · ⏱️ 22.08.2022):
```
git clone https://github.com/pykong/copier
```
- [PyPi](https://pypi.org/project/copier) (📥 14K / month):
```
pip install copier
```
- [Conda](https://anaconda.org/conda-forge/copier) (📥 290 · ⏱️ 06.07.2022):
```
conda install -c conda-forge copier
```
iredis (🥉22 · ⭐ 2.1K) - 支持自动补全和高亮显示的 redis 命令行工具。BSD-3
- [GitHub](https://github.com/laixintao/iredis) (👨💻 30 · 🔀 89 · 📥 10K · 📋 200 - 25% open · ⏱️ 24.08.2022):
```
git clone https://github.com/laixintao/iredis
```
- [PyPi](https://pypi.org/project/iredis) (📥 1.3K / month):
```
pip install iredis
```
- [Conda](https://anaconda.org/conda-forge/iredis) (📥 85 · ⏱️ 10.08.2022):
```
conda install -c conda-forge iredis
```
PathPicker (🥉20 · ⭐ 4.8K) - 从 bash 输出中选出文件。MIT
- [GitHub](https://github.com/facebook/PathPicker) (👨💻 78 · 🔀 270 · 📥 44K · 📋 170 - 8% open · ⏱️ 03.07.2022):
```
git clone https://github.com/facebook/PathPicker
```
- [PyPi](https://pypi.org/project/PathPicker):
```
pip install PathPicker
```
- [Conda](https://anaconda.org/conda-forge/PathPicker):
```
conda install -c conda-forge PathPicker
```
litecli (🥉20 · ⭐ 1.7K) - 支持自动补全和语法高亮的 SQLite 命令行工具。BSD-3
- [GitHub](https://github.com/dbcli/litecli) (👨💻 24 · 🔀 59 · 📦 170 · 📋 84 - 29% open · ⏱️ 11.07.2022):
```
git clone https://github.com/dbcli/litecli
```
- [PyPi](https://pypi.org/project/litecli) (📥 24K / month):
```
pip install litecli
```
- [Conda](https://anaconda.org/conda-forge/litecli):
```
conda install -c conda-forge litecli
```
saws (🥉18 · ⭐ 5K · 💤) - 一个加强版的 AWS 命令行。❗Unlicensed
- [GitHub](https://github.com/donnemartin/saws) (👨💻 8 · 🔀 270 · 📦 38 · 📋 92 - 32% open · ⏱️ 15.01.2022):
```
git clone https://github.com/donnemartin/saws
```
- [PyPi](https://pypi.org/project/saws) (📥 400 / month):
```
pip install saws
```
- [Conda](https://anaconda.org/conda-forge/saws) (📥 21K · ⏱️ 16.03.2020):
```
conda install -c conda-forge saws
```
percol (🥉18 · ⭐ 3.1K · 💀) - 向 UNIX shell 传统管道概念中加入交互式选择功能。❗Unlicensed
- [GitHub](https://github.com/mooz/percol) (👨💻 36 · 🔀 140 · 📦 32 · 📋 65 - 55% open · ⏱️ 23.07.2019):
```
git clone https://github.com/mooz/percol
```
- [PyPi](https://pypi.org/project/percol) (📥 2.3K / month):
```
pip install percol
```
- [Conda](https://anaconda.org/conda-forge/percol):
```
conda install -c conda-forge percol
```
kube-shell (🥉18 · ⭐ 2.1K · 💀) - K8S 命令行集成的 shell 工具。Apache-2
- [GitHub](https://github.com/cloudnativelabs/kube-shell) (👨💻 6 · 🔀 160 · 📥 600 · 📦 13 · 📋 69 - 82% open · ⏱️ 19.09.2018):
```
git clone https://github.com/cloudnativelabs/kube-shell
```
- [PyPi](https://pypi.org/project/kube-shell) (📥 290 / month):
```
pip install kube-shell
```
- [Conda](https://anaconda.org/conda-forge/kube-shell):
```
conda install -c conda-forge kube-shell
```
doitlive (🥉16 · ⭐ 3.2K) - 一个用来在终端中进行现场演示的工具。MIT
- [GitHub](https://github.com/sloria/doitlive) (👨💻 17 · 🔀 94 · 📦 17 · 📋 48 - 25% open · ⏱️ 14.08.2022):
```
git clone https://github.com/sloria/doitlive
```
- [PyPi](https://pypi.org/project/doitlive) (📥 230 / month):
```
pip install doitlive
```
- [Conda](https://anaconda.org/conda-forge/doitlive):
```
conda install -c conda-forge doitlive
```
try (🥉12 · ⭐ 650) - 一个极其简单的命令行工具，用来试用 python 库。MIT
- [GitHub](https://github.com/timofurrer/try) (👨💻 4 · 🔀 34 · 📦 5 · 📋 12 - 25% open · ⏱️ 15.05.2022):
```
git clone https://github.com/timofurrer/try
```
- [PyPi](https://pypi.org/project/try):
```
pip install try
```
- [Conda](https://anaconda.org/conda-forge/try):
```
conda install -c conda-forge try
```
## 兼容性
_帮助从 Python 2 向 Python 3 迁移的库。_
🔗 python-future - 这就是 Python 2 和 Python 3 之间丢失的那个兼容性层。
🔗 six - Python 2 和 3 的兼容性工具。
modernize (🥇17 · ⭐ 290 · 💀) - 使 Python 代码更加现代化以便最终迁移到 Python 3。❗Unlicensed
- [GitHub](https://github.com/PyCQA/modernize) (👨💻 32 · 🔀 46 · 📋 130 - 34% open · ⏱️ 11.01.2021):
```
git clone https://github.com/PyCQA/modernize
```
- [PyPi](https://pypi.org/project/modernize) (📥 40K / month):
```
pip install modernize
```
- [Conda](https://anaconda.org/conda-forge/modernize) (📥 26K · ⏱️ 04.10.2020):
```
conda install -c conda-forge modernize
```
## 计算机视觉
_计算机视觉相关库。_
🔗 OpenCV - 开源计算机视觉库。
EasyOCR (🥇31 · ⭐ 16K) - 支持40多种语言的即用型 OCR。Apache-2
- [GitHub](https://github.com/JaidedAI/EasyOCR) (👨💻 110 · 🔀 2.2K · 📥 2M · 📦 1.5K · 📋 640 - 15% open · ⏱️ 25.08.2022):
```
git clone https://github.com/JaidedAI/EasyOCR
```
- [PyPi](https://pypi.org/project/EasyOCR) (📥 84K / month):
```
pip install EasyOCR
```
- [Conda](https://anaconda.org/conda-forge/EasyOCR):
```
conda install -c conda-forge EasyOCR
```
tesserocr (🥈26 · ⭐ 1.7K) - 另一个简单的，兼容 Pillow 的 `tesseract-ocr` API 装饰器，可用于 OCR。MIT
- [GitHub](https://github.com/sirfz/tesserocr) (👨💻 26 · 🔀 220 · 📦 700 · 📋 250 - 31% open · ⏱️ 23.08.2022):
```
git clone https://github.com/sirfz/tesserocr
```
- [PyPi](https://pypi.org/project/tesserocr) (📥 49K / month):
```
pip install tesserocr
```
- [Conda](https://anaconda.org/conda-forge/tesserocr) (📥 81K · ⏱️ 04.05.2022):
```
conda install -c conda-forge tesserocr
```
Face Recognition (🥈25 · ⭐ 46K) - 简单的面部识别库。MIT
- [GitHub](https://github.com/ageitgey/face_recognition) (👨💻 54 · 🔀 12K · 📥 470 · 📋 1.2K - 53% open · ⏱️ 10.06.2022):
```
git clone https://github.com/ageitgey/face_recognition
```
- [PyPi](https://pypi.org/project/face_recognition) (📥 39K / month):
```
pip install face_recognition
```
- [Conda](https://anaconda.org/conda-forge/face_recognition) (📥 8.8K · ⏱️ 30.04.2021):
```
conda install -c conda-forge face_recognition
```
pytesseract (🥈25 · ⭐ 4.4K) - Google Tesseract OCR 的另一包装库。Apache-2
- [GitHub](https://github.com/madmaze/pytesseract) (👨💻 41 · 🔀 600 · 📋 310 - 4% open · ⏱️ 16.08.2022):
```
git clone https://github.com/madmaze/pytesseract
```
- [PyPi](https://pypi.org/project/pytesseract) (📥 670K / month):
```
pip install pytesseract
```
- [Conda](https://anaconda.org/conda-forge/pytesseract) (📥 520K · ⏱️ 15.03.2022):
```
conda install -c conda-forge pytesseract
```
Kornia (🥉24 · ⭐ 7K) - PyTorch 的开源差异化计算机视觉库。Apache-2
- [GitHub](https://github.com/kornia/kornia) (🔀 680 · 📥 430 · 📦 1.7K · 📋 600 - 26% open · ⏱️ 24.08.2022):
```
git clone https://github.com/kornia/kornia/
```
- [Conda](https://anaconda.org/conda-forge/):
```
conda install -c conda-forge
```
SimpleCV (🥉24 · ⭐ 2.6K · 💀) - 一个用来创建计算机视觉应用的开源框架。BSD-3
- [GitHub](https://github.com/sightmachine/SimpleCV) (👨💻 100 · 🔀 760 · 📦 370 · 📋 330 - 22% open · ⏱️ 07.04.2015):
```
git clone https://github.com/sightmachine/SimpleCV
```
- [PyPi](https://pypi.org/project/SimpleCV) (📥 1.6K / month):
```
pip install SimpleCV
```
- [Conda](https://anaconda.org/conda-forge/SimpleCV):
```
conda install -c conda-forge SimpleCV
```
## 并发和并行
_用以进行并发和并行操作的库。_
🔗 concurrent.futures - （Python 标准库）将文件名映射为 MIME 类型。
🔗 eventlet - 支持 WSGI 的异步框架。
🔗 gevent - 使用 greenlet 且基于协程的 Python 网络库。
🔗 multiprocessing - （Python 标准库）将文件名映射为 MIME 类型。
scoop (🥇20 · ⭐ 560) - 支持在 Python 中进行可伸缩并行操作。❗️LGPL-3.0
- [GitHub](https://github.com/soravux/scoop) (👨💻 24 · 🔀 84 · 📦 270 · 📋 73 - 43% open · ⏱️ 14.08.2022):
```
git clone https://github.com/soravux/scoop
```
- [PyPi](https://pypi.org/project/scoop) (📥 1.5K / month):
```
pip install scoop
```
- [Conda](https://anaconda.org/conda-forge/scoop):
```
conda install -c conda-forge scoop
```
## 配置
_用来保存和解析配置的库。_
🔗 configparser - （Python 标准库）将文件名映射为 MIME 类型。
🔗 profig - 通过多种格式进行配置，具有数值转换功能。
python-decouple (🥇30 · ⭐ 2.2K) - 将设置和代码完全隔离。MIT
- [GitHub](https://github.com/henriquebastos/python-decouple) (👨💻 32 · 🔀 160 · 📥 10 · 📦 74K · 📋 80 - 11% open · ⏱️ 11.05.2022):
```
git clone https://github.com/henriquebastos/python-decouple
```
- [PyPi](https://pypi.org/project/python-decouple) (📥 970K / month):
```
pip install python-decouple
```
- [Conda](https://anaconda.org/conda-forge/python-decouple) (📥 46K · ⏱️ 02.02.2022):
```
conda install -c conda-forge python-decouple
```
configobj (🥉27 · ⭐ 280 · 💀) - INI 文件解析器，带验证功能。❗Unlicensed
- [GitHub](https://github.com/DiffSK/configobj) (👨💻 22 · 🔀 65 · 📦 20K · 📋 140 - 48% open · ⏱️ 14.10.2020):
```
git clone https://github.com/DiffSK/configobj
```
- [PyPi](https://pypi.org/project/configobj) (📥 1.9M / month):
```
pip install configobj
```
- [Conda](https://anaconda.org/conda-forge/configobj) (📥 440K · ⏱️ 29.07.2018):
```
conda install -c conda-forge configobj
```
hydra (🥉23 · ⭐ 6.2K) - 一个优雅地配置复杂应用程序的框架。MIT
- [GitHub](https://github.com/facebookresearch/hydra) (👨💻 100 · 🔀 450 · 📦 10 · 📋 1.1K - 13% open · ⏱️ 18.08.2022):
```
git clone https://github.com/facebookresearch/hydra
```
- [PyPi](https://pypi.org/project/hydra) (📥 8.5K / month):
```
pip install hydra
```
- [Conda](https://anaconda.org/conda-forge/hydra) (📥 11K · ⏱️ 18.01.2021):
```
conda install -c conda-forge hydra
```
## 密码学
_ [cryptography](https://cryptography.io/en/latest/)：这个软件包意在提供密码学基本内容和方法提供给 Python 开发者。 [hashids](https://github.com/davidaurelio/hashids-python)：在 Python 中实现 [hashids](http://hashids.org/) 。_
🔗 cryptography - A package designed to expose cryptographic primitives and recipes to Python developers.
🔗 passlib - 安全密码存储／哈希库。
paramiko (🥇31 · ⭐ 7.8K) - SSHv2 协议的 Python (2.6+, 3.3+) ，提供客户端和服务端的功能。❗️LGPL-2.1
- [GitHub](https://github.com/paramiko/paramiko) (👨💻 180 · 🔀 1.8K · 📦 61K · 📋 1.4K - 51% open · ⏱️ 10.06.2022):
```
git clone https://github.com/paramiko/paramiko
```
- [PyPi](https://pypi.org/project/paramiko) (📥 29M / month):
```
pip install paramiko
```
- [Conda](https://anaconda.org/conda-forge/paramiko) (📥 2.1M · ⏱️ 17.05.2022):
```
conda install -c conda-forge paramiko
```
pynacl (🥉22 · ⭐ 910) - 网络和密码学(NaCl) 库的 Python 绑定。Apache-2
- [GitHub](https://github.com/pyca/pynacl) (👨💻 64 · 🔀 200 · 📋 290 - 13% open · ⏱️ 02.08.2022):
```
git clone https://github.com/pyca/pynacl
```
- [PyPi](https://pypi.org/project/pynacl) (📥 37M / month):
```
pip install pynacl
```
- [Conda](https://anaconda.org/conda-forge/pynacl) (📥 2.9M · ⏱️ 09.04.2022):
```
conda install -c conda-forge pynacl
```
## 科学计算和数据分析
_用来进行科学计算和数据分析的库。_
🔗 Orange - 通过可视化编程或 Python 脚本进行数据挖掘，数据可视化，分析和机器学习。
🔗 Pandas - 提供高性能，易用的数据结构和数据分析工具。
Blaze (🥇28 · ⭐ 3.1K · 💀) - NumPy 和 Pandas 的大数据接口。BSD-3
- [GitHub](https://github.com/blaze/blaze) (👨💻 65 · 🔀 360 · 📦 8.3K · 📋 750 - 33% open · ⏱️ 15.08.2019):
```
git clone https://github.com/blaze/blaze
```
- [PyPi](https://pypi.org/project/blaze) (📥 8.1K / month):
```
pip install blaze
```
- [Conda](https://anaconda.org/conda-forge/blaze) (📥 200K · ⏱️ 15.07.2018):
```
conda install -c conda-forge blaze
```
AWS Data Wrangler (🥈20 · ⭐ 3K) - AWS 平台上使用的 Pandas。Apache-2
- [GitHub](https://github.com/aws/aws-sdk-pandas) (👨💻 110 · 🔀 500 · 📥 150K · 📋 720 - 2% open · ⏱️ 25.08.2022):
```
git clone https://github.com/awslabs/aws-data-wrangler
```
- [PyPi](https://pypi.org/project/aws-data-wrangler):
```
pip install aws-data-wrangler
```
- [Conda](https://anaconda.org/conda-forge/aws-data-wrangler):
```
conda install -c conda-forge aws-data-wrangler
```
Optimus (🥉19 · ⭐ 1.2K) - 在使用 PySpark 时，让敏捷数据科学工作流程变得简单。Apache-2
- [GitHub](https://github.com/hi-primus/optimus) (👨💻 23 · 🔀 210 · 📋 230 - 14% open · ⏱️ 21.06.2022):
```
git clone https://github.com/ironmussa/Optimus
```
- [PyPi](https://pypi.org/project/Optimus) (📥 21K / month):
```
pip install Optimus
```
- [Conda](https://anaconda.org/conda-forge/Optimus):
```
conda install -c conda-forge Optimus
```
Open Mining (🥉19 · ⭐ 1.2K · 💀) - 使用 Python 挖掘商业情报 (BI) (Pandas web 接口)。MIT
- [GitHub](https://github.com/mining/mining) (👨💻 14 · 🔀 230 · 📦 13 · 📋 180 - 36% open · ⏱️ 02.12.2016):
```
git clone https://github.com/mining/mining
```
- [PyPi](https://pypi.org/project/mining) (📥 17 / month):
```
pip install mining
```
- [Conda](https://anaconda.org/conda-forge/mining):
```
conda install -c conda-forge mining
```
## 数据验证
_数据验证库。多用于表单验证。_
🔗 colander - 一个用于对从 XML, JSON，HTML 表单获取的数据或其他同样简单的序列化数据进行验证和反序列化的系统。
jsonschema (🥇33 · ⭐ 3.8K) - JSON Schema 的 python 实现，用于 JSON 数据的验证。MIT
- [GitHub](https://github.com/python-jsonschema/jsonschema) (👨💻 100 · 🔀 510 · 📦 240K · 📋 670 - 5% open · ⏱️ 23.08.2022):
```
git clone https://github.com/Julian/jsonschema
```
- [PyPi](https://pypi.org/project/jsonschema) (📥 41M / month):
```
pip install jsonschema
```
- [Conda](https://anaconda.org/conda-forge/jsonschema) (📥 13M · ⏱️ 22.08.2022):
```
conda install -c conda-forge jsonschema
```
schema (🥈31 · ⭐ 2.6K · 💤) - 一个用于对 Python 数据结构进行验证的库。MIT
- [GitHub](https://github.com/keleshev/schema) (👨💻 62 · 🔀 180 · 📦 4.4K · 📋 140 - 51% open · ⏱️ 01.12.2021):
```
git clone https://github.com/keleshev/schema
```
- [PyPi](https://pypi.org/project/schema) (📥 3.6M / month):
```
pip install schema
```
- [Conda](https://anaconda.org/conda-forge/schema) (📥 59K · ⏱️ 02.12.2021):
```
conda install -c conda-forge schema
```
voluptuous (🥈31 · ⭐ 1.7K) - 一个 Python 数据验证库。主要是为了验证传入 Python 的 JSON，YAML 等数据。BSD-3
- [GitHub](https://github.com/alecthomas/voluptuous) (👨💻 88 · 🔀 200 · 📦 5.4K · 📋 240 - 16% open · ⏱️ 13.07.2022):
```
git clone https://github.com/alecthomas/voluptuous
```
- [PyPi](https://pypi.org/project/voluptuous) (📥 1.3M / month):
```
pip install voluptuous
```
- [Conda](https://anaconda.org/conda-forge/voluptuous) (📥 200K · ⏱️ 07.04.2022):
```
conda install -c conda-forge voluptuous
```
Cerberus (🥉29 · ⭐ 2.8K · 💀) - 一个映射验证器（mappings-validator）。支持多种规则，提供归一化功能，可以方便地定制为 Python 风格的 schema 定义。ISC
- [GitHub](https://github.com/pyeve/cerberus) (👨💻 62 · 🔀 220 · 📦 12K · 📋 330 - 11% open · ⏱️ 05.05.2021):
```
git clone https://github.com/pyeve/cerberus
```
- [PyPi](https://pypi.org/project/cerberus) (📥 3.2M / month):
```
pip install cerberus
```
- [Conda](https://anaconda.org/conda-forge/cerberus) (📥 240K · ⏱️ 10.12.2021):
```
conda install -c conda-forge cerberus
```
Schematics (🥉25 · ⭐ 2.5K · 💤) - 数据结构验证。❗Unlicensed
- [GitHub](https://github.com/schematics/schematics) (👨💻 120 · 🔀 270 · 📦 1.3K · 📋 330 - 27% open · ⏱️ 17.08.2021):
```
git clone https://github.com/schematics/schematics
```
- [PyPi](https://pypi.org/project/schematics) (📥 160K / month):
```
pip install schematics
```
- [Conda](https://anaconda.org/conda-forge/schematics) (📥 24K · ⏱️ 17.07.2019):
```
conda install -c conda-forge schematics
```
valideer (🥉18 · ⭐ 260 · 💀) - 轻量级可扩展的数据验证和适配库。MIT
- [GitHub](https://github.com/podio/valideer) (👨💻 7 · 🔀 23 · 📦 61 · 📋 15 - 26% open · ⏱️ 07.03.2018):
```
git clone https://github.com/podio/valideer
```
- [PyPi](https://pypi.org/project/valideer) (📥 13K / month):
```
pip install valideer
```
- [Conda](https://anaconda.org/conda-forge/valideer) (📥 19K · ⏱️ 06.07.2018):
```
conda install -c conda-forge valideer
```
## 数据可视化
_进行数据可视化的库。 参见：[awesome-javascript](https://github.com/sorrycc/awesome-javascript#data-visualization)。_
🔗 Dash - 构建在 Flask、React 和 Plotly之上，旨在用于分析 Web 应用程序。
🔗 awesome-dash ( ⭐ 1.6K) - A curated list of awesome Dash (plotly) resources.
🔗 Matplotlib - 一个 Python 2D 绘图库。
🔗 Pygal - 一个 Python SVG 图表创建工具。
🔗 PyGraphviz - Graphviz 的 Python 接口。
🔗 PyQtGraph - 交互式实时 2D/3D/ 图像绘制及科学/工程学组件。
Altair (🥇33 · ⭐ 7.7K) - 用于 Python 的声明式统计可视化库。BSD-3
- [GitHub](https://github.com/altair-viz/altair) (👨💻 140 · 🔀 650 · 📦 32K · 📋 1.6K - 13% open · ⏱️ 23.08.2022):
```
git clone https://github.com/altair-viz/altair
```
- [PyPi](https://pypi.org/project/altair) (📥 7.3M / month):
```
pip install altair
```
- [Conda](https://anaconda.org/conda-forge/altair) (📥 1.3M · ⏱️ 29.12.2021):
```
conda install -c conda-forge altair
```
Seaborn (🥈29 · ⭐ 9.7K · 📉) - 使用 Matplotlib 进行统计数据可视化。BSD-3
- [GitHub](https://github.com/mwaskom/seaborn) (👨💻 170 · 🔀 1.6K · 📥 230 · 📋 2.1K - 4% open · ⏱️ 26.08.2022):
```
git clone https://github.com/mwaskom/seaborn
```
- [PyPi](https://pypi.org/project/seaborn) (📥 7.6M / month):
```
pip install seaborn
```
- [Conda](https://anaconda.org/conda-forge/seaborn) (📥 4.5M · ⏱️ 16.08.2021):
```
conda install -c conda-forge seaborn
```
Bokeh (🥈28 · ⭐ 17K) - 用 Python 进行交互式 web 绘图。BSD-3
- [GitHub](https://github.com/bokeh/bokeh) (👨💻 610 · 🔀 3.9K · 📦 150 · 📋 7K - 9% open · ⏱️ 24.08.2022):
```
git clone https://github.com/bokeh/bokeh
```
- [PyPi](https://pypi.org/project/bokeh) (📥 3.7M / month):
```
pip install bokeh
```
- [Conda](https://anaconda.org/conda-forge/bokeh) (📥 8.3M · ⏱️ 15.08.2022):
```
conda install -c conda-forge bokeh
```
bqplot (🥉27 · ⭐ 3.3K) - Jupyter Notebook的交互式绘图库。Apache-2
- [GitHub](https://github.com/bqplot/bqplot) (👨💻 59 · 🔀 440 · 📦 34 · 📋 570 - 36% open · ⏱️ 22.08.2022):
```
git clone https://github.com/bloomberg/bqplot
```
- [PyPi](https://pypi.org/project/bqplot) (📥 81K / month):
```
pip install bqplot
```
- [Conda](https://anaconda.org/conda-forge/bqplot) (📥 1M · ⏱️ 22.08.2022):
```
conda install -c conda-forge bqplot
```
diagrams (🥉25 · ⭐ 26K) - 用图表作为代码。MIT
- [GitHub](https://github.com/mingrammer/diagrams) (👨💻 110 · 🔀 1.5K · 📋 380 - 59% open · ⏱️ 10.08.2022):
```
git clone https://github.com/mingrammer/diagrams
```
- [PyPi](https://pypi.org/project/diagrams) (📥 82K / month):
```
pip install diagrams
```
- [Conda](https://anaconda.org/conda-forge/diagrams) (📥 130K · ⏱️ 23.01.2022):
```
conda install -c conda-forge diagrams
```
Cartopy (🥉25 · ⭐ 1.1K) - 具有 matplotlib 支持的 python 制图库。❗️LGPL-3.0
- [GitHub](https://github.com/SciTools/cartopy) (👨💻 110 · 🔀 320 · 📦 2.6K · 📋 1.1K - 26% open · ⏱️ 23.08.2022):
```
git clone https://github.com/SciTools/cartopy
```
- [PyPi](https://pypi.org/project/cartopy) (📥 120K / month):
```
pip install cartopy
```
- [Conda](https://anaconda.org/conda-forge/cartopy) (📥 2.3M · ⏱️ 25.08.2022):
```
conda install -c conda-forge cartopy
```
VisPy (🥉24 · ⭐ 2.9K) - 基于 OpenGL 的高性能科学可视化工具。❗Unlicensed
- [GitHub](https://github.com/vispy/vispy) (👨💻 180 · 🔀 580 · 📦 820 · 📋 1.3K - 20% open · ⏱️ 24.08.2022):
```
git clone https://github.com/vispy/vispy
```
- [PyPi](https://pypi.org/project/vispy) (📥 51K / month):
```
pip install vispy
```
- [Conda](https://anaconda.org/conda-forge/vispy) (📥 270K · ⏱️ 05.07.2022):
```
conda install -c conda-forge vispy
```
plotnine (🥉21 · ⭐ 3.2K) - 基于ggplot2的Python图形语法。MIT
- [GitHub](https://github.com/has2k1/plotnine) (👨💻 96 · 🔀 170 · 📋 500 - 13% open · ⏱️ 01.07.2022):
```
git clone https://github.com/has2k1/plotnine
```
- [PyPi](https://pypi.org/project/plotnine) (📥 350K / month):
```
pip install plotnine
```
- [Conda](https://anaconda.org/conda-forge/plotnine) (📥 190K · ⏱️ 02.07.2022):
```
conda install -c conda-forge plotnine
```
## 数据库
_Python 实现的数据库。_
tinydb (🥇23 · ⭐ 5.3K) - 一个微型的，面向文档型数据库。MIT
- [GitHub](https://github.com/msiemens/tinydb) (👨💻 78 · 🔀 450 · 📋 280 - 3% open · ⏱️ 23.07.2022):
```
git clone https://github.com/msiemens/tinydb
```
- [PyPi](https://pypi.org/project/tinydb) (📥 390K / month):
```
pip install tinydb
```
- [Conda](https://anaconda.org/conda-forge/tinydb) (📥 200K · ⏱️ 19.02.2022):
```
conda install -c conda-forge tinydb
```
ZODB (🥇23 · ⭐ 540) - 一个 Python 原生对象数据库。一个键值和对象图数据库。❗Unlicensed
- [GitHub](https://github.com/zopefoundation/ZODB) (👨💻 120 · 🔀 73 · 📦 870 · 📋 150 - 38% open · ⏱️ 06.07.2022):
```
git clone https://github.com/zopefoundation/ZODB
```
- [PyPi](https://pypi.org/project/ZODB) (📥 45K / month):
```
pip install ZODB
```
- [Conda](https://anaconda.org/conda-forge/ZODB) (📥 50K · ⏱️ 17.03.2022):
```
conda install -c conda-forge ZODB
```
pickleDB (🥉20 · ⭐ 700 · 💀) - 一个简单，轻量级键值储存数据库。BSD-3
- [GitHub](https://github.com/patx/pickledb) (👨💻 12 · 🔀 110 · 📦 940 · 📋 57 - 28% open · ⏱️ 15.11.2019):
```
git clone https://github.com/patx/pickledb
```
- [PyPi](https://pypi.org/project/pickledb) (📥 38K / month):
```
pip install pickledb
```
- [Conda](https://anaconda.org/conda-forge/pickledb) (📥 2.9K · ⏱️ 17.04.2019):
```
conda install -c conda-forge pickledb
```
## 数据库 Drivers
_用来连接和操作数据库的库。_
🔗 awesome-postgres ( ⭐ 8K) - A curated list of awesome PostgreSQL software, libraries, tools and..
🔗 psycopg2 - Python 中最流行的 PostgreSQL 适配器。
🔗 awesome-sqlite ( ⭐ 190 · 💤) - A collection of awesome sqlite tools, scripts, books, etc.