Welcoming Repositories Index Python Ecosystem

Top Welcoming Open-Source Python Repositories

Top welcoming Python repositories. Scored by real 90-day external PR merge rates, maintainer review turnaround speed, and first-time contributor success.

Updated daily • Sun, 30 Aug 2026 UTC
Tracked Repos
12,072
>100 stars verified
Avg Merge Rate
95%
90-day external PRs
Open GFIs
171
Beginner friendly issues
Welcoming Tier
35
S & A Tier maintainers

Ranked Python Repositories

Showing top 50 of 12,072 ranked repositories

RankRepositoryTierScoreMerge RateGood First Issues
#1
Structural causal models with Bayesian estimation and interventional simulation via a concise DSL.
SElite81.594.1%2
#2
a free, non-AI python grammar checker 📝✅
SElite80.6100.0% -
#3
A stack-agnostic Claude Code skill: strict code reviewer, pair programmer, debugger, and mentor (Python/Bash/Apps Script/JS). Security-first, phase-aware engineering discipline with a spec→plan→TDD→verify workflow.
BSolid80.099.1% -
#4
Open Source CRM for Startups — Django REST + SvelteKit · Self-hosted · Multi-tenant · Free forever
SElite79.798.0% -
#5
Open Source CRM for Startups and enterprises. Django + SvelteKit · Self-hosted · Multi-tenant · Free forever
SElite79.196.2% -
#6
Kubernetes gitops for my homelab
BSolid79.096.9% -
#7
Analyze your RNA sequencing data without writing a single line of code
SElite78.693.0%4
#8
A platform for end-to-end development of machine learning solutions in biomedical imaging
SElite78.694.8% -
#9
Plug-and-play homelab dashboard in one container — GPU, local-AI VRAM, Docker, systemd, host health. Built-in read-only MCP server so AI agents can explore it too.
SElite78.694.4%13
#10
Turn a cheap trolling motor into a smart GPS autopilot - virtual anchor, routes, cruise and drift modes from your phone. Runs offline on a Raspberry Pi, with ML-assisted station keeping that outholds a classic PID.
BSolid78.597.1% -
#11
Synchronize your data across media servers, media agents and trackers. Keep your movies and shows in sync, no matter where you watch.
SElite78.496.2% -
#12
any model. no keys. maybe a merge.
BSolid78.494.7% -
#13
A simple wrapper to make a flat file drop in raplacement for mongodb out of TinyDB/SQLite/Duckdb... etc
BSolid78.397.7% -
#14
Raptor turns Claude Code into a general-purpose AI offensive/defensive security agent. By using Claude.md and creating rules, sub-agents, and skills, and orchestrating security tool usage, we configure the agent for adversarial thinking, and perform research or attack/defense operations.
SElite78.195.2%2
#15
The collaboration layer for AI teams: domain experts annotate and review agent behavior, engineers improve the agent from what they find.
SElite78.193.0%6
#16
An Agent Skill and Dify plugin to transform Markdown to files of DOCX, PPTX, XLSX, PNG, PDF, HTML, MD, CSV, JSON, XML.
BSolid78.1100.0% -
#17
Australian energy market data platform
SElite78.195.0% -
#18
The source code for a small website to compare pieces of printed filament.
BSolid78.0100.0% -
#19
A high-performance image processing library designed to optimize and extend the Albumentations library with specialized functions for advanced image transformations. Perfect for developers working in computer vision who require efficient and scalable image augmentation.
SElite77.9100.0% -
#20
Holds generated but persistent results from building the Ansible community package
SElite77.9100.0% -
#21
Learn Robotics with JdeRobot
SElite77.990.0%10
#22
KivyMD is a collection of Material Design compliant widgets for use with Kivy, a framework for cross-platform, touch-enabled graphical applications. https://youtube.com/c/KivyMD https://twitter.com/KivyMD https://habr.com/ru/users/kivymd https://stackoverflow.com/tags/kivymd
SElite77.896.4% -
#23
Niimbot Label Printer Home Assistant Integration
BSolid77.697.7% -
#24
Token Efficiency For AI Agents
SElite77.590.7%41
#25
Column-wise type annotations for pyspark DataFrames
BSolid77.5100.0% -
#26
Open-source wheeled biped robots
BSolid77.5100.0% -
#27
Solus Package Monorepo & Issue Tracker
SElite77.395.2%1
#28
Delorean: Time Travel Made Easy
BSolid77.3100.0% -
#29
Location-neutral bird field-journal plates for Pimoroni Inky displays
BSolid77.399.5% -
#30
PRAW, an acronym for "Python Reddit API Wrapper", is a python package that allows for simple access to Reddit's API.
SElite77.396.4% -
#31
The Sinclair ZX Spectrum BASIC compiler!
SElite77.396.7% -
#32
Software for technical documentation and requirements management.
SElite77.294.9% -
#33
Offline timezone lookup for WGS84 coordinates, with no polygon simplification - so the answer stays correct at timezone borders.
SElite77.288.5%3
#34
Macndcheese is an app that runs almost any steam game and with the additional support for epic games.
SElite77.180.3%7
#35
pytest plugin for aiohttp support
SElite77.096.3% -
#36
Declarative creation of composable visualization for Python (Complex heatmap, Upset plot, Oncoprint and more~)
BSolid76.995.2% -
#37
Speed up model training by fixing data loading.
SElite76.985.7%6
#38
Long-horizon agent control plane for durable, governed work across Codex, Claude Code, and other harnesses.
SElite76.895.4% -
#39
Next-generation Albumentations: dual-licensed for open-source and commercial use
SElite76.594.0%1
#40
Steno is the highly secure privacy-first AI notepad & notetaker for all your confidential conversations. On Windows & MacOS. For government and defence sectors.
SElite76.491.5%3
#41
Open Source AI powered Interpretation Platform https://voxbento.com
SElite76.487.6%4
#42
Pure python3 implementation for working with iDevices (iPhone, etc...).
SElite76.492.3%5
#43
Deterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). No model in the coordination loop, so parallel runs in per-task git worktrees replay byte-identically. Signed lineage plus an opt-in HMAC audit chain a reviewer checks offline. Cluster mode, air-gap deploy. Status: beta. https://bernstein.run
SElite76.391.7%60
#44
To get started, please proceed to The Splunk Observability Cloud Workshop Homepage.
SElite76.392.0% -
#45
:fire: Command-line tool to delete merged Git branches
BSolid76.296.3% -
#46
A curated collection of sample applications intended for reference in developing optimized AI solutions and testing hardware performance across various industry use cases.
SElite76.288.9% -
#47
Modular hardware build system
SElite76.196.8% -
#48
General purpose mathematical software system, compatible fork of https://github.com/sagemath/sage supporting modularized installation with pip. Main repository, containing Sage library (src/), modularized pip-installable packages (pkgs/), Sage distribution (build/). Source repo for most packages in https://pypi.org/org/passagemath/
SElite76.190.5%3
#49SElite76.093.3% -
#50
Self-hosted geospatial data catalog with semantic search (pgvector), OGC/STAC APIs, and map builder. Built on FastAPI, PostGIS, React, and MapLibre.
BSolid75.996.1% -

How to Get Your Python PR Merged

1
Check C-Rank™ First: Pick projects with S or A tiers to avoid maintainer ghosts and slow review cycles.
2
Run Local Verification: Ensure test suites and formatting linters pass before opening a pull request.
3
Submit in Maintainer Windows: Check the repository report card to submit when maintainers are most active.

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Frequently Asked Questions: Python Open Source

What is the most welcoming Python open-source repository?

The highest-ranked Python repository on GetMerged is currently pymc-labs/pathmc, with a C-Rank score of 81.5/100 and a 94.1% PR merge rate.

How can I find good first issues in Python?

You can browse verified beginner-friendly issues in Python by visiting our curated Good First Issues directory at getmerged.abhishekco.de/good-first-issue/python.

What makes a Python repository ‘Super Welcoming’ on GetMerged?

A ‘Super Welcoming’ (S-Tier) Python repository demonstrates an external PR merge rate above 80%, a median first response time within 24 to 48 hours, active review feedback, and clear onboarding documentation.