How real projects configure their agents

32,517 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
fenjo26/OpenGSC opengsc.org Self-hosted Google Search Console dashboard — rank tracking, keyword research, AI-visibili 56 Claude Code, Codex, OpenCode 10 79 tok
cuzfrog/module-gates controls the entropy of the codebase by enforcing code module boundaries. 56 Claude Code 1 1,276 tok
Vrooli/Vrooli vrooli.com Open-source, self-improving autonomous agent swarm🐇 56 Claude Code, Codex, Gemini CLI, OpenCode 3 2,260 tok
aghub-app/akproxy akproxy.akr.moe Connect existing Codex, Claude, Gemini, Kimi, Grok, and Devin subscriptions to programming 56 Claude Code, Codex, OpenCode 6 818 tok
tyxben/roboot Personal AI agent hub on macOS — iTerm2 sessions, voice, web console, Telegram, Cloudflare 55 Claude Code 1 8,216 tok
Synthesys-Lab/agentize AI-powered SDK for Software Development 55 Claude Code, Codex, OpenCode 6 723 tok
8ddieHu0314/Skill-Lab skill-lab.dev Agent Skills Evaluation Framework 55 Claude Code 1 3,027 tok
wheattoast11/openrouter-deep-research-mcp terminals.tech A multi-agent research MCP server + mini client adapter - orchestrates a net of async agen 55 Claude Code, Codex, OpenCode 14 9,214 tok
ThisIsSadeghi/KMPilot proandroiddev.com Turn Claude Code into a design-first Kotlin Multiplatform pipeline — an Android + iOS feat 55 Claude Code 4 1,015 tok
Aanerud/MCP-Microsoft-Office an local MCP server you can run on your env, connecting you to Microsoft Graph, and the co 55 Claude Code 1 911 tok
mykola-kichatov/android-clean-template It's a typical list-detail app. Simple Android app template utilizing Jetpack Compose, sui 55 Claude Code, Codex, OpenCode 2 4,960 tok
traitecoevo/plant traitecoevo.github.io Trait-Driven Models of Ecology and Evolution :evergreen_tree: 55 Claude Code 4 —
defog-ai/defog Python library for accessing Defog.ai 55 Claude Code 1 607 tok
fsistemas/sql2json Python CLI tool to run queries against sqltatabases and convert the results to json, csv, 55 Claude Code, Codex, OpenCode 2 6,370 tok
jeroen-meijer/pubspec-assist Easily add dependencies to your Dart / Flutter project. https://marketplace.visualstudio.c 55 Claude Code 1 1,429 tok
VIDA-NYU/TaxiVis vgc.poly.edu Visual Exploration of New York City Taxi Trips 55 Claude Code 1 1,806 tok
pulumi/pulumi-self-hosted-installers pulumi.com Repository for getting started with self-hosted Pulumi Service. 55 Claude Code, Codex, OpenCode 2 1,898 tok
fastlmm/FaST-LMM fastlmm.github.io Python version of Factored Spectrally Transformed Linear Mixed Models 55 Claude Code, Codex, OpenCode 2 1,540 tok
alxsuv/pino Anthropic API reverse proxy with prompt-cache injection and request body transforms 55 Claude Code 1 1,640 tok
fredrikaverpil/claudeline Minimalistic Go statusline for Claude Code 55 Claude Code 1 2 tok
andresharpe/dotbot Structured, auditable AI-assisted development for teams. Zero-dependency MCP server, web d 55 Claude Code, Codex, OpenCode 4 3,177 tok
pkdxtools/pkdx A tool using Claude Code/Codex for building Pokémon battle teams, calculating damage, sear 55 Claude Code, Codex, OpenCode 12 6,436 tok
PlevanTem/Trade-Accumulated-Gold-CN China gold savings | JD Gold Savings short-term trading signal detection and price-point a 55 Claude Code 1 —
chemistrywow31/A-Team Multi-agent system that designs and generates complete agent team structures through conve 55 Claude Code, Codex, OpenCode 19 5,123 tok
askjohngeorge/askjg-claude-agents The Claude subagents and example custom commands I use in my AI-assisted development workf 55 Claude Code 17 —
mikekelly/gap Give AI agents secure access to your accounts - without sharing your credentials 55 Claude Code 2 3,984 tok
poweroutlet2/openground openground.ai On-device documentation search for agents 55 Claude Code, Cursor 2 —
kimchiman52/3s-mister-arm Peak slop porting 55 Claude Code, Codex, OpenCode 2 1,662 tok
ndthanhdev/mcp-browser-kit An MCP Server that enables AI assistants to interact with your local browsers. 55 Claude Code, Codex, OpenCode 2 430 tok
tako0614/yurucommu-core yurucommu.com yurucommu ActivityPub server, API SDK 55 Claude Code, Codex, OpenCode 2 1,092 tok
otavia-projects/otavia otavia.cc Your shiny new IO & Actor programming model! 55 Claude Code 1 2,205 tok
jubscodes/get-shit-pretty gsp.jubs.studio Design engineering for AI coding tools. Brand identity + design projects, from strategy to 55 Claude Code 1 2,792 tok
The-AI-Alliance/cube-standard the-ai-alliance.github.io Standardize benchmark wrapping so the community can wrap various otherwise-incompatible be 55 Claude Code, Codex, OpenCode 6 2,557 tok
oculus-samples/Unity-LocalMultiplayerMR Mixed Reality samples that demonstrate how to enable multiplayer 55 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 7 1,116 tok
nicolinx/flutter_enterprise_starter_kit An open source Flutter starter kit showing how a production app is built with Clean Archit 55 Claude Code 1 568 tok
zacharypodbela/django-rest-framework-mcp Quickly build MCP servers that expose your Django Rest Framework APIs as tools for LLMs an 55 Claude Code 1 394 tok
ww-w-ai/bkit-starter 55 Claude Code 1 —
infobip/plantuml-mcp-server 55 Claude Code, Codex, OpenCode 2 1,198 tok
MikkoVihtakari/ggOceanMaps Plot oceanographic research data on maps using ggplot2 55 Claude Code, Codex, OpenCode 2 5,884 tok
skuznetsov/adamas-lang Adamas Lang compiler + LSP server with ground-built Crystal Lang compatible parser/type in 55 Claude Code, Codex, OpenCode 2 1,034 tok
erikaflowers/investiture zerovector.design A project scaffold with clean architecture, structured doctrine, and a skill chain that en 55 Claude Code 1 610 tok
PrefectHQ/prefect-mcp-server registry.modelcontextprotocol.io Prefect MCP server 55 Claude Code 2 333 tok
Innei/Kagura A divine dance of AI in Slack — Kagura runs Claude Agent SDK and OpenAI Codex CLI natively 55 Claude Code 3 1,444 tok
Corvidae-Coding-Projects/Thermite Agentic language built on rust 55 Claude Code 9 —
SamGalanakis/pilcrow pilcrow.ink A skill suite for writing 55 Claude Code 2 —
tikoci/mikropkl tikoci.github.io `pkl` packaged UTM virtual machines, including RouterOS CHR 55 Claude Code, Codex, GitHub Copilot, OpenCode 3 22,092 tok
Happy-Technologies-LLC/happy-platform-mcp happy-tech.biz Happy Platform MCP v6.2 - Multi-Instance ServiceNow MCP Server 55 Claude Code, Codex, OpenCode 2 12,427 tok
RedactDesk/redactdesk-mac RedactDesk Mac app 55 Claude Code 1 3,467 tok
Agile-V/agile_v_skills agile-v.org Agent Skills for traceable requirements, independent verification, human approval gates, a 55 Claude Code, Codex, OpenCode 2 3,752 tok
Grey-Iris/easy-notion-mcp notion.so Markdown-first Notion MCP server. ~6-7x fewer response tokens vs official Notion MCP. 43 t 55 Claude Code 1 4,152 tok