How real projects configure their agents

23,702 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
n24q02m/better-code-review-graph mcp.n24q02m.com Knowledge graph for token-efficient code reviews -- semantic search and call-graph resolut 67 Claude Code, Codex, OpenCode 5 5,599 tok
dermatologist/pyomop nuchange.ca Python package for managing OHDSI clinical data models. Includes support for LLM based pla 67 Claude Code, Codex, OpenCode 2 551 tok
nightnei/wordpress-developer-mcp-server Build WordPress sites with your AI 67 Claude Code, Codex, Gemini CLI, OpenCode 3 1,185 tok
lgbarn/shipyard Structured project lifecycle plugin for Claude Code — from idea to production with discipl 67 Claude Code, Codex, OpenCode 5 1,700 tok
HLND2T/CS2_VibeSignatures Generate CS2 signatures via Agent SKILLS with ida-pro-mcp 67 Claude Code, Codex, OpenCode 2 757 tok
Jamie-BitFlight/claude_skills Plugins for Anthropic's Claude Code, Codex, Cursor and more 67 Claude Code, Codex, OpenCode 7 6,016 tok
michalzubkowicz/nixos-management-skill AI Agent Skills for NixOS generated from docs and websites with best practices 67 Codex, OpenCode 1 390 tok
loopdive/js2 js2.loopdive.com JavaScript (ECMAScript) ahead-of-time compiler 67 Claude Code, Codex, OpenCode 11 24,991 tok
elzobrito/ESAA-Core ESAA combina Event Sourcing, projeção determinística e políticas fail-closed para transfor 67 Codex, OpenCode 1 1,058 tok
Osteoporosis/luna-chat-coder Agent Skill and repository template for end-to-end software development entirely inside or 67 Codex, OpenCode 1 193 tok
MarkPDFdown/markpdfdown-desktop markdown.fit A high-quality PDF-to-Markdown desktop tool based on large language model visual recogniti 67 Claude Code, Codex, OpenCode 2 5,758 tok
lensesio/agentic-engineering-for-apache-kafka lenses.io AI agent skills for building, operating and troubleshooting Apache Kafka applications. Top 67 Claude Code, Codex, OpenCode 1 2,495 tok
WenyuChiou/research-hub pypi.org AI-operable research workspace for Zotero, Obsidian, and NotebookLM. Use any two, or all t 67 Claude Code, Codex, OpenCode 2 1,547 tok
ric03uec/clawrium ric03uec.github.io CLI fleet management for AI agents on local networks - deploy, upgrade, and monitor OpenCl 67 Claude Code, Codex, OpenCode 23 9,365 tok
sageox/ox sageox.ai The hivemind for AI coding agents — persistent team context recorded once and recalled acr 67 Claude Code, Codex, Gemini CLI, OpenCode 37 4,429 tok
AaronXu-Lab/MasterGo2Figma Move MasterGo's Design to Figma 67 Claude Code, Codex, OpenCode 3 4,482 tok
saibodafu/e-commerce-skill 67 Codex, OpenCode 1 1,073 tok
NourMtir0722/Paperlab paperlab.nawwara.studio Physical, realistic paper as a React component. Real 3D geometry that peels, unrolls, fold 67 Codex, OpenCode 1 14,989 tok
dcc-mcp/dcc-mcp-maya dcc-mcp.github.io Autodesk Maya MCP adapter for AI agents to inspect scenes, model geometry, edit materials, 67 Codex, OpenCode 1 10,082 tok
zvzuola/acp-components zvzuola.github.io UI component library for the Agent Client Protocol (ACP), providing a complete set of comp 67 Claude Code, Codex, OpenCode 2 3,549 tok
Oaklight/ToolRegistry toolregistry.readthedocs.io ToolRegistry: A Protocol-Agnostic Tool Management Library for Function-Calling LLMs (OpenA 67 Claude Code, Codex, OpenCode 2 2,150 tok
xiehuan123/dsh-deepread xiehuan123.github.io Evidence-first reading for AI agents — turn articles, books and PDFs into traceable claims 67 Codex, OpenCode 1 876 tok
brennhill/Kaboom-Browser-AI-Devtools-MCP gokaboom.dev Kaboom AI DevTools — Browser DevTools for AI coding assistants via MCP 67 Claude Code, Codex, OpenCode 3 7,405 tok
PomeloR611/libtv-video-agent LibTV video production Agent: a cross-tool general-purpose Agent that turns storyboards in 67 Codex, OpenCode 1 7,832 tok
seldonframe/seldonframe seldonframe.com Open-source AI front-office factory for agencies serving local businesses: website, bookin 67 Claude Code, Codex, Cursor, OpenCode, Windsurf 22 5,556 tok
oaslananka/easyeda-mcp-pro oaslananka.github.io MCP server for EasyEDA Pro, connecting AI agents to schematic and PCB workflows, controlle 67 Claude Code, Codex, OpenCode 6 1,393 tok
zakariaf/Flutter-Skills zakaria.dev General, reusable Flutter engineering skills for AI coding agents — architecture, Riverpod 67 Codex, OpenCode 1 1,096 tok
LaurentZuijdwijk/agention-marshall Coding agent 66 Codex, OpenCode 1 1,528 tok
f/check-ai Audit any repository for AI-readiness. 66 Claude Code, Codex, OpenCode, Windsurf 3 2,791 tok
ssuixinsuoyu/zede-zero-learning-roadmap Starting from the origin and approaching true knowledge indefinitely. A goal-driven, evide 66 Claude Code, Codex, Gemini CLI, OpenCode 3 365 tok
anchildress1/awesome-github-copilot My ongoing WIP 🏗️ AI prompts, custom agents, skills & instructions - curated by me (and C 66 Codex, GitHub Copilot, OpenCode 2 428 tok
ahmed3elshaer/everything-claude-code-mobile Makes Claude code mobile first 66 Claude Code, Codex, GitHub Copilot, OpenCode 75 629 tok
AlekseiUL/sprut-agent-kit t.me Ready-to-use AI agent with soul, memory, and 23 skills for ClaudeClaw ⚡ 66 Claude Code, Codex, OpenCode 1 1,171 tok
verygoodplugins/mcp-automem automem.ai MCP client for AutoMem — give Claude, Cursor, Codex, and other MCP tools durable graph+vec 66 Claude Code, Codex, OpenCode 2 10,074 tok
s0vers/next-app-i18n-starter next-app-i18n-starter.vercel.app A humble Next.js 16 starter: Server Components, i18n with middleware, shadcn UI, light/dar 66 Codex, OpenCode 1 1,418 tok
bartholomej/node-csfd-api ČSFD API in JavaScript. Amazing NPM library for scrapping csfd.cz. Now with MCP server 66 Claude Code, Codex, OpenCode 4 932 tok
theo-kirby/cadex cadex.digital an agentic engine for full stack robot creation (CAD, CAM, ML, URDF, etc.) 66 Claude Code, Codex, OpenCode 5 3,898 tok
drpwchen/paper-fetch drpwchen.com Publisher-aware full-text PDF fetcher — DOI in, PDF out via OA → publisher TDM APIs → your 66 Claude Code, Codex, OpenCode 2 4,342 tok
auxten/clickmem Agent memory built on chDB(ClickHouse embedded) 66 Claude Code, Codex, OpenCode 1 1,104 tok
vichhka-git/opencode-shannon-plugin AI Penetration Testing Plugin for OpenCode — Autonomous pentesting with 600+ Kali Linux t 66 Codex, OpenCode 1 1,881 tok
bug-ops/zeph bug-ops.github.io A memory-first AI agent that remembers why decisions were made — not just the last message 66 Codex, GitHub Copilot, OpenCode 5 3,664 tok
pabpereza/kali-mcp AI Agent implementation to automate ethical hacking tasks. Use it with responsibility. 66 Claude Code, Codex, OpenCode 8 3,420 tok
ebibibi/ebi-agent-chat-relay One cockpit for all your coding agents: a web console (plus Discord & Teams) to run Claude 66 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 15 8,545 tok
appautomaton/presentation appautomaton.com A business question goes in. A consulting-grade deck comes out. Four composable skills for 66 Claude Code, Codex, OpenCode 2 1,796 tok
wraps-team/wraps wraps.dev AWS Email, SMS, & CDN, simple. 66 Claude Code, Codex, OpenCode 3 876 tok
PatrykIti/blender-ai-mcp [Project discontinued] Production-shaped MCP server for Blender with goal-first routing, c 66 Codex, OpenCode 1 5,413 tok
quantskills/agent-quantspace AI-native quantitative research framework 66 Claude Code, Codex, OpenCode 2 2,533 tok
RealDealCPA-VR/Iron-Jarvis realdealcpa.ai A local-first AI control plane for orchestrating agents, models, tools, and machines from 66 Claude Code, Codex, OpenCode 3 353 tok
gigioneggiando/argo gigioneggiando.com LLM-native static vulnerability detection: point it at a repo and get a reviewable vuln re 66 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,890 tok
OptimNow/cloud-finops-skills optimnow.io Cloud FinOps Skill & MCP by OptimNow. FinOps Foundation aligned knowledge for AI agents: c 66 Claude Code, Codex, OpenCode 2 19,050 tok