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Awesome List

Awesome Python

An opinionated list of Python frameworks, libraries, tools, and resources

vinta/awesome-python #awesome #collections #python #python-frameworks #python-libraries #python-tools

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List stars: 308,638
README repos: 558
Indexed repos: 522
List commits: 2,465
Forks: 28,337
Open issues: 19

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flet-dev/flet

Build realtime web, mobile and desktop apps in Python only. No frontend experience required.

AI dev

Stack

Python Bundler CMake CocoaPods

GitHub topics

#android #cross-platform #desktop #flutter #ios #python

Updated: 2026-07-16
Lists: 1 list mention
First commit: 2022-03-24
License: Apache-2.0
Issues: 356 open

16,343

stars

Forks: 664
Commits: 1,508 commits
Star growth, last 7 days: +23 +0.1%
Commit velocity, last 7 days: +53 +3.6%

Website GitHub

zauberzeug/nicegui

Create web-based user interfaces with Python. The nice way.

AI dev

Stack

Python npm PEP 517 pip

GitHub topics

#frontend #gui #interaction #interface #interfaces #python

Updated: 2026-07-16
Lists: 1 list mention
First commit: 2021-05-07
License: MIT
Issues: 31 open

16,025

stars

Forks: 935
Commits: 6,747 commits
Star growth, last 7 days: +23 +0.1%
Commit velocity, last 7 days: +8 +0.1%

Website GitHub

dagster-io/dagster

An orchestration platform for the development, production, and observation of data assets.

AI dev

Stack

Python FastAPI Flask LangChain Next.js npm PEP 517 pip

GitHub topics

#analytics #dagster #data-engineering #data-integration #data-orchestrator #data-pipelines

Updated: 2026-07-06
Lists: 4 list mentions
First commit: 2018-04-30
License: Apache-2.0
Issues: 2,568 open

15,795

stars

Forks: 2,184
Commits: 27,770 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

saltstack/salt

Software to automate the management and configuration of infrastructure and applications at scale.

AI dev

Stack

Python pytest Tornado Go modules PEP 517 pip

GitHub topics

#cloud #cloud-management #cloud-providers #cloud-provisioning #configuration-management #edge

Updated: 2026-07-16
Lists: 4 list mentions
First commit: 2011-02-20
License: Apache-2.0
Issues: 1,838 open

15,559

stars

Forks: 5,603
Commits: 125,577 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

fabric/fabric

Simple, Pythonic remote execution and deployment.

Stack

Python pytest pip

Updated: 2026-04-10
Lists: 3 list mentions
First commit: 2013-10-12
License: BSD-2-Clause
Issues: 508 open

15,475

stars

Forks: 1,963
Commits: 1,622 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

pre-commit/pre-commit

A framework for managing and maintaining multi-language pre-commit hooks.

Stack

Python pytest Bundler pip

GitHub topics

#git #linter #pre-commit #python #refactoring

Updated: 2026-06-17
Lists: 2 list mentions
First commit: 2014-03-13
License: MIT
Issues: 34 open

15,405

stars

Forks: 983
Commits: 2,839 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

beetbox/beets

music library manager and MusicBrainz tagger

AI dev

Stack

Python Flask pytest pip uv

GitHub topics

#cli #hacktoberfest #music #music-library #musicbrainz #python

Updated: 2026-07-09
Lists: 5 list mentions
First commit: 2008-05-14
License: MIT
Issues: 710 open

15,368

stars

Forks: 2,055
Commits: 14,895 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

encode/httpx

A next generation HTTP client for Python. 🦋

Stack

Python pytest PEP 517 pip

GitHub topics

#asyncio #http #python #trio

Updated: 2026-03-29
Lists: 1 list mention
First commit: 2019-04-04
License: BSD-3-Clause
Issues: Disabled

15,355

stars

Forks: 1,203
Commits: 1,523 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

trustedsec/social-engineer-toolkit

The Social-Engineer Toolkit (SET) repository from TrustedSec - All new versions of SET will be deployed here.

Stack

Python .NET SDK PEP 517 pip

Updated: 2026-06-04
Lists: 1 list mention
First commit: 2012-12-31
License: Unknown
Issues: 7 open

15,052

stars

Forks: 3,390
Commits: 15,865 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

Nuitka/Nuitka

Nuitka is a Python compiler written in Python. It's fully compatible with Python 2.6, 2.7, 3.4-3.14. You feed it your Python app, it does a lot of clever things, and spits out an executable or extension module.

AI dev

Stack

Python pytest PEP 517 pip

GitHub topics

#compiler #nuitka #packaging-tool #performance #programming #python

Updated: 2026-07-07
Lists: 1 list mention
First commit: 2010-08-26
License: AGPL-3.0
Issues: 183 open

14,972

stars

Forks: 786
Commits: 15,057 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

microsoft/playwright-python

Python version of the Playwright testing and automation library.

AI dev

Stack

Python PEP 517 pip

GitHub topics

#chromium #firefox #playwright #webkit

Updated: 2026-07-02
Lists: 1 list mention
First commit: 2020-07-01
License: Apache-2.0
Issues: 17 open

14,807

stars

Forks: 1,190
Commits: 1,050 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

scipy/scipy

SciPy library main repository

Stack

Python pytest Meson pip uv

GitHub topics

#algorithms #closember #python #scientific-computing #scipy

Updated: 2026-07-03
Lists: 3 list mentions
First commit: 2001-02-01
License: BSD-3-Clause
Issues: 1,825 open

14,802

stars

Forks: 5,790
Commits: 37,830 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

Zulko/moviepy

Video editing with Python

Stack

Python pytest PEP 517 pip

GitHub topics

#animation #gif #hacktoberfest #python #video #video-editing

Updated: 2026-03-07
Lists: 2 list mentions
First commit: 2013-08-12
License: MIT
Issues: 88 open

14,749

stars

Forks: 2,075
Commits: 1,530 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

sympy/sympy

A computer algebra system written in pure Python

Stack

Python pytest PEP 517 pip

GitHub topics

#computer-algebra #hacktoberfest #math #python #science

Updated: 2026-07-03
Lists: 3 list mentions
First commit: 2007-07-19
License: NOASSERTION
Issues: 5,811 open

14,738

stars

Forks: 5,360
Commits: 62,314 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

pyodide/pyodide

Pyodide is a Python distribution for the browser and Node.js based on WebAssembly

AI dev

Stack

Python Express pytest Cargo npm PEP 517

GitHub topics

#emscripten #pyodide #python #wasm #webassembly

Updated: 2026-07-07
Lists: 1 list mention
First commit: 2018-02-23
License: MPL-2.0
Issues: 399 open

14,728

stars

Forks: 1,031
Commits: 4,316 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

nltk/nltk

NLTK Source

Stack

Python pytest pip

GitHub topics

#machine-learning #natural-language-processing #nlp #nltk #python

Updated: 2026-07-08
Lists: 2 list mentions
First commit: 2001-03-01
License: Apache-2.0
Issues: 258 open

14,665

stars

Forks: 3,020
Commits: 15,313 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

dottxt-ai/outlines

Structured Outputs

AI dev

Stack

Python pytest pip uv

GitHub topics

#cfg #generative-ai #json #llms #prompt-engineering #regex

Updated: 2026-07-13
Lists: 4 list mentions
First commit: 2023-03-17
License: Apache-2.0
Issues: 119 open

14,507

stars

Forks: 777
Commits: 1,289 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

pytest-dev/pytest

The pytest framework makes it easy to write small tests, yet scales to support complex functional testing

Stack

Python Django PEP 517 pip

GitHub topics

#hacktoberfest #python #test #testing #unit-testing

Updated: 2026-07-05
Lists: 2 list mentions
First commit: 2007-01-24
License: MIT
Issues: 973 open

14,306

stars

Forks: 3,216
Commits: 17,480 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

mwaskom/seaborn

Statistical data visualization in Python

Stack

Python pytest uv

GitHub topics

#data-science #data-visualization #matplotlib #pandas #python

Updated: 2026-07-06
Lists: 2 list mentions
First commit: 2012-06-18
License: BSD-3-Clause
Issues: 215 open

13,940

stars

Forks: 2,119
Commits: 3,261 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

dask/dask

Parallel computing with task scheduling

AI dev

Stack

Python pytest PEP 517

GitHub topics

#dask #numpy #pandas #pydata #python #scikit-learn

Updated: 2026-07-14
Lists: 3 list mentions
First commit: 2014-12-21
License: BSD-3-Clause
Issues: 1,264 open

13,856

stars

Forks: 1,905
Commits: 9,839 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

python-pillow/Pillow

Python Imaging Library (fork)

Stack

Python pytest PEP 517 pip

GitHub topics

#c #cross-platform #image #image-processing #pil #pillow

Updated: 2026-07-04
Lists: 2 list mentions
First commit: 2010-07-31
License: NOASSERTION
Issues: 131 open

13,659

stars

Forks: 2,462
Commits: 20,897 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

Data-Centric-AI-Community/fg-data-profiling

1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.

Stack

Python PEP 517 pip

GitHub topics

#big-data-analytics #data-analysis #data-exploration #data-profiling #data-quality #data-science

Updated: 2026-04-22
Lists: 2 list mentions
First commit: 2016-01-09
License: MIT
Issues: 324 open

13,643

stars

Forks: 1,796
Commits: 1,585 commits
Star growth, last 7 days: +4 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

redis/redis-py

Redis Python client

AI dev

Stack

Python PEP 517 pip

GitHub topics

#python #redis #redis-client #redis-cluster #redis-py

Updated: 2026-07-07
Lists: 1 list mention
First commit: 2009-11-06
License: MIT
Issues: 79 open

13,584

stars

Forks: 2,691
Commits: 2,771 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

DLR-RM/stable-baselines3

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

Stack

Python pytest PEP 517 pip

GitHub topics

#baselines #gsde #gym #machine-learning #openai #python

Updated: 2026-06-19
Lists: 5 list mentions
First commit: 2019-09-05
License: MIT
Issues: 85 open

13,568

stars

Forks: 2,165
Commits: 934 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

567-labs/instructor

structured outputs for llms

AI dev

Stack

Python FastAPI pytest pip uv

GitHub topics

#openai #openai-function-calli #openai-functions #pydantic-v2 #python #validation

Updated: 2026-07-13
Lists: 4 list mentions
First commit: 2023-06-14
License: MIT
Issues: 61 open

13,530

stars

Forks: 1,152
Commits: 1,565 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

borgbackup/borg

Deduplicating archiver with compression and authenticated encryption.

Stack

Python PEP 517 pip

GitHub topics

#backup #borgbackup #compression #deduplication #encryption #python

Updated: 2026-07-09
Lists: 4 list mentions
First commit: 2010-02-14
License: NOASSERTION
Issues: 291 open

13,494

stars

Forks: 862
Commits: 10,407 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

plasma-umass/scalene

Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals

AI dev

Stack

Python pytest CMake npm PEP 517

GitHub topics

#cpu #cpu-profiling #gpu #gpu-programming #memory-allocation #memory-consumption

Updated: 2026-07-05
Lists: 3 list mentions
First commit: 2019-12-17
License: Apache-2.0
Issues: 151 open

13,473

stars

Forks: 435
Commits: 3,656 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

TomSchimansky/CustomTkinter

A modern and customizable python UI-library based on Tkinter

Stack

Python PEP 517 pip

GitHub topics

#custom #dark-mode #dark-theme #dpi-scaling #frontend-app #gui

Updated: 2026-06-24
Lists: 1 list mention
First commit: 2021-03-04
License: MIT
Issues: 309 open

13,442

stars

Forks: 1,162
Commits: 640 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

GitHub

getpelican/pelican

Static site generator that supports Markdown and reST syntax. Powered by Python.

Stack

Python PEP 517

GitHub topics

#pelican #python #static-site-generator

Updated: 2026-04-20
Lists: 3 list mentions
First commit: 2010-08-14
License: AGPL-3.0
Issues: 101 open

13,331

stars

Forks: 1,824
Commits: 4,022 commits
Star growth, last 7 days: +1 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

dbcli/pgcli

Postgres CLI with autocompletion and syntax highlighting

Stack

Python pytest PEP 517

GitHub topics

#database #postgres #postgresql #psql #python

Updated: 2026-06-03
Lists: 4 list mentions
First commit: 2014-10-12
License: BSD-3-Clause
Issues: 45 open

13,292

stars

Forks: 602
Commits: 2,428 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

pyinstaller/pyinstaller

Freeze (package) Python programs into stand-alone executables

Stack

Python pytest PEP 517 pip

GitHub topics

#bundle #package #py2app #py2exe #pyinstaller #python

Updated: 2026-07-07
Lists: 1 list mention
First commit: 2005-09-02
License: NOASSERTION
Issues: 289 open

13,032

stars

Forks: 2,019
Commits: 10,035 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

pypa/pipx

Install and Run Python Applications in Isolated Environments

Stack

Python pytest PEP 517 pip uv

GitHub topics

#cli #hacktoberfest #pip #pypi #python #venv

Updated: 2026-07-03
Lists: 1 list mention
First commit: 2018-10-06
License: MIT
Issues: 91 open

12,870

stars

Forks: 573
Commits: 973 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

asweigart/pyautogui

A cross-platform GUI automation Python module for human beings. Used to programmatically control the mouse & keyboard.

Stack

Python pip Pipenv

Updated: 2024-08-20
Lists: 1 list mention
First commit: 2014-07-17
License: BSD-3-Clause
Issues: 582 open

12,624

stars

Forks: 1,431
Commits: 408 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

Kludex/starlette

The little ASGI framework that shines. 🌟

Stack

Python pytest Starlette uv

GitHub topics

#asgi #async #http #python #websockets

Updated: 2026-07-04
Lists: 1 list mention
First commit: 2018-06-25
License: BSD-3-Clause
Issues: 60 open

12,458

stars

Forks: 1,224
Commits: 1,659 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

secdev/scapy

Scapy: the Python-based interactive packet manipulation program & library.

Stack

Python PEP 517 pip

GitHub topics

#hacktoberfest #network #network-analysis #network-discovery #network-security #network-visualization

Updated: 2026-07-06
Lists: 1 list mention
First commit: 2003-03-26
License: GPL-2.0
Issues: 139 open

12,403

stars

Forks: 2,220
Commits: 6,853 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

dbader/schedule

Python job scheduling for humans.

Stack

Python PEP 517 pip

Updated: 2024-05-25
Lists: 1 list mention
First commit: 2013-05-19
License: MIT
Issues: 179 open

12,252

stars

Forks: 998
Commits: 398 commits
Star growth, last 7 days: +4 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

coleifer/peewee

a small, expressive orm -- supports postgresql, mysql, sqlite, now with asyncio

Stack

Python Flask PEP 517 pip

GitHub topics

#asyncio #dank #fastapi #flask #gametight #peewee

Updated: 2026-07-15
Lists: 1 list mention
First commit: 2010-10-11
License: MIT
Issues: 0 open

11,981

stars

Forks: 1,381
Commits: 5,173 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

sqlalchemy/sqlalchemy

The Database Toolkit for Python

Stack

Python pytest pip uv

GitHub topics

#python #sql #sqlalchemy

Updated: 2026-07-07
Lists: 1 list mention
First commit: 2005-07-01
License: MIT
Issues: 218 open

11,973

stars

Forks: 1,709
Commits: 18,145 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

dbcli/mycli

A Terminal Client for MySQL with AutoCompletion and Syntax Highlighting.

AI dev

Stack

Python pytest PEP 517

GitHub topics

#auto-completion #database #mycli #mysql #python #syntax-highlighting

Updated: 2026-07-09
Lists: 4 list mentions
First commit: 2015-04-05
License: BSD-3-Clause
Issues: 11 open

11,940

stars

Forks: 695
Commits: 3,355 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

robotframework/robotframework

Generic automation framework for acceptance testing and RPA

Stack

Python npm PEP 517 pip

GitHub topics

#attd #automation #bdd #python #robotframework #rpa

Updated: 2026-07-07
Lists: 2 list mentions
First commit: 2013-07-22
License: Apache-2.0
Issues: 292 open

11,736

stars

Forks: 2,551
Commits: 15,481 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

pallets/jinja

A very fast and expressive template engine.

Stack

Python PEP 517 uv

GitHub topics

#jinja #jinja2 #pallets #python #template-engine #templates

Updated: 2025-06-14
Lists: 1 list mention
First commit: 2007-02-26
License: BSD-3-Clause
Issues: 103 open

11,692

stars

Forks: 1,774
Commits: 2,949 commits
Star growth, last 7 days: +10 +0.1%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

statsmodels/statsmodels

Statsmodels: statistical modeling and econometrics in Python

Stack

Python Jupyter pytest Meson PEP 517 pip

GitHub topics

#count-model #data-analysis #data-science #econometrics #forecasting #generalized-linear-models

Updated: 2026-07-03
Lists: 4 list mentions
First commit: 2006-03-03
License: BSD-3-Clause
Issues: 2,983 open

11,494

stars

Forks: 3,469
Commits: 16,182 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

simonw/datasette

An open source multi-tool for exploring and publishing data

Stack

Python pytest npm pip uv

GitHub topics

#asgi #automatic-api #csv #datasets #datasette #datasette-io

Updated: 2026-07-14
Lists: 3 list mentions
First commit: 2017-10-23
License: Apache-2.0
Issues: 690 open

11,283

stars

Forks: 881
Commits: 3,402 commits
Star growth, last 7 days: +12 +0.1%
Commit velocity, last 7 days: +8 +0.2%

Website GitHub

kornia/kornia

🐍 Geometric Computer Vision Library for Spatial AI

AI dev

Stack

Python pytest uv

GitHub topics

#artificial-intelligence #computer-vision #deep-learning #hacktoberfest #image-processing #machine-learning

Updated: 2026-07-15
Lists: 2 list mentions
First commit: 2018-08-22
License: Apache-2.0
Issues: 66 open

11,275

stars

Forks: 1,200
Commits: 3,218 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

giampaolo/psutil

Cross-platform lib for process and system monitoring in Python

Stack

Python PEP 517 pip

GitHub topics

#cpu #cross-platform #disk #memory #monitoring #network

Updated: 2026-07-10
Lists: 1 list mention
First commit: 2008-04-22
License: BSD-3-Clause
Issues: 394 open

11,229

stars

Forks: 1,492
Commits: 6,723 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

Website GitHub

numba/numba

NumPy aware dynamic Python compiler using LLVM

Stack

Python pip

GitHub topics

#compiler #cuda #llvm #numba #numpy #parallel

Updated: 2026-07-08
Lists: 1 list mention
First commit: 2012-03-08
License: BSD-2-Clause
Issues: 1,793 open

11,076

stars

Forks: 1,286
Commits: 28,040 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

aws/chalice

Python Serverless Microframework for AWS

Stack

Python pytest pip

GitHub topics

#aws #aws-apigateway #aws-lambda #cloud #lambda #python

Updated: 2026-07-02
Lists: 1 list mention
First commit: 2016-01-05
License: Apache-2.0
Issues: 490 open

11,065

stars

Forks: 1,007
Commits: 2,497 commits
Star growth, last 7 days: 0 0.0%
Commit velocity, last 7 days: 0 0.0%

GitHub

Kludex/uvicorn

An ASGI web server, for Python. 🦄

Stack

Python pytest uv

GitHub topics

#asgi #asyncio #http #http-server #python

Updated: 2026-07-07
Lists: 1 list mention
First commit: 2017-05-30
License: BSD-3-Clause
Issues: 77 open

10,818

stars

Forks: 978
Commits: 1,515 commits
Star growth, last 7 days: No 7-day history
Commit velocity, last 7 days: No 7-day history

Website GitHub

rq/rq

Simple job queues for Python

AI dev

Stack

Python pytest uv

GitHub topics

#async #background-jobs #delayed-jobs #delayed-tasks #job-queue #python

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django-cms/django-cms

The easy-to-use and developer-friendly enterprise CMS powered by Django

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Python Django Starlette npm PEP 517 pip

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#cms #django #django-cms #hacktoberfest #python #web

Updated: 2026-07-09
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First commit: 2008-12-04
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GitHub updated: 2026-07-17
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