How real projects configure their agents

3,700 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 agents8,442Claude Code6,875Data and AI3,584Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315Frontend2,301Security2,167Project management1,944

All Claude Code32,436 Codex24,692 OpenCode23,614 GitHub Copilot3,700 Gemini CLI2,016 Cursor1,769 Windsurf202 Kiro113

Project Stars Configures Files Always loaded
urule-ai/urule Urule — The open-source coordination layer for AI agents. Deploy, orchestrate, and govern. 3 Claude Code, GitHub Copilot, Cursor 3 3,691 tok
fluttersdk/ai Teach your AI assistant Wind UI, Magic Framework and more, across every major coding tool. 3 Claude Code, GitHub Copilot 2 1,674 tok
2023Anita/clinical-ai-agent-skills Evidence-first AI agent rules for clinicians using Codex, Claude Code, Cursor, Copilot, an 3 Claude Code, Codex, GitHub Copilot, OpenCode 3 966 tok
mrzroot/agentforge mrzroot.github.io ⚡ The Universal AI Coding Agent Toolkit & OS. Sync rules across Cursor, Claude Code, Winds 3 Claude Code, GitHub Copilot, Cursor, Windsurf 4 1,012 tok
ayimmam/PCIC pcic.tech Internal Management tool 3 Codex, GitHub Copilot, Cursor, OpenCode 4 1,612 tok
omtodkar/librarian AI coding assistant skill for 7 platforms. Turn your project into a searchable knowledge b 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 4,194 tok
Da7-Tech/trial Pre-delivery evidence gate for 12 AI coding agents: unsupported completion claims stay pri 3 GitHub Copilot 1 657 tok
Lzy599775/agent-auto-sci-skills lzy599775.github.io Auto-sci-research: End-to-end research writing, literature reviews, bibliometrics, GIS exp 3 Codex, GitHub Copilot, OpenCode 2 2,013 tok
vaquarkhan/Fullstack-development-agent-skills Full stack development agent skills are portable packages of instructions, scripts, and re 3 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode 14 1,067 tok
bitia-srl/bitia-vs-code-copilot-examples AI generated hands-on examples and exercises for learning GitHub Copilot customization in 3 GitHub Copilot 5 512 tok
selfagency/teamdynamix-mcp teamdynamix-mcp.self.agency 🎟️ TeamDynamix MCP Server (unofficial) 3 Claude Code, Codex, GitHub Copilot 3 1,307 tok
not-a-feature/evo2-mcp evo2-mcp.readthedocs.io MCP server for generating, scoring and embedding genomic sequences using Evo 2 3 GitHub Copilot 1 230 tok
sandraschi/opencode-cli-mcp MCP server that wraps opencode CLI's HTTP API (opencode serve) into MCP tools, plus a weba 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 7 1,914 tok
luckynee/unity-prefab-parser-mcp 3 Codex, GitHub Copilot, OpenCode 2 695 tok
Archolith/menhir archolith.dev Provenance, governed context, and code-impact analysis for coding agents. 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 1,057 tok
GaryWenneker/SitecoreMCP A Model Context Protocol (MCP) server that integrates Sitecore CMS with AI assistants like 3 GitHub Copilot 1 8,943 tok
RandyNorthrup/high-quality-projects-skill Vendor-neutral project discovery, feature delivery, and quality retrofit. Scan and enhance 3 Codex, GitHub Copilot, OpenCode 2 1,824 tok
agentlint/agentlint agentlint.sh The Lighthouse for AI coding agents. Audit any repo for how ready it is for Claude Code, C 3 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,497 tok
sandraschi/leanforge-mcp Lean theorem prover MCP: automated proof search, mathlib integration, job management 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 3,048 tok
Sarks0/mcp-ShellGateway A secure Model Context Protocol (MCP) server that provides Linux shell command execution c 3 Claude Code, GitHub Copilot 2 1,413 tok
vohongtho/code-intel-platform 3 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode, Windsurf 44 9,599 tok
Peter-N91/hve-squad-mcp Deployable MCP server that publishes the hve-squad as model-invocable tools over Streamabl 3 GitHub Copilot 1 709 tok
claimidx/claimidx claimidx.com Prior art for AI agents. Public signed claim index of failures other agents have already p 3 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,342 tok
AtlassianPS/JiraAgilePS PowerShell module to interact with Jira's Agile plugin 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 2,263 tok
infra-geo-ouverte/sdg infra-geo-ouverte.github.io Librairie de composantes pour le système de design gouvernemental du Québec 3 Claude Code, Codex, GitHub Copilot 3 39 tok
JocysCom/SslScanner Scan SSL/TLS certificate and domain expiry dates. 3 Claude Code, Codex, GitHub Copilot, OpenCode 9 8,260 tok
zircote/markdown-lsp docs.anthropic.com Claude Code plugin for Markdown development with marksman LSP and markdownlint hooks 2 Claude Code, GitHub Copilot 2 397 tok
SecondLifes/code-intel Hybrid semantic+keyword code search, RAG chat, and a 17-tool MCP server for Delphi/Pascal 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 50 8,454 tok
energychain/cernion-energy-tools MicroService Agent System for Energy Markets 2 Claude Code, Codex, GitHub Copilot, OpenCode 28 5,657 tok
Tempguru-co/tempguru-mcp tempguru.co MCP server for W-2 event staffing across 345 US/CA markets: plan_staffing planner, live ra 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 5,547 tok
AceDataCloud/ProducerMCP platform.acedata.cloud MCP server for Producer/Riffusion AI music generation via AceDataCloud API 2 Claude Code, GitHub Copilot 2 852 tok
MakeaMouse/fish-bridge-mcp An economical and fuel(token) efficient AI tool, graph session memory for looong chat sess 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 360 tok
MasonChow/source-map-parser-mcp paser source map 2 GitHub Copilot 1 1,243 tok
Nizoka/pdfnative-mcp pdfnative.dev Official Model Context Protocol (MCP) server for local-first PDF/A generation. Empowers AI 2 Claude Code, Codex, GitHub Copilot, OpenCode 13 13,245 tok
KevinRabun/GDPRShiftLeftMCP GDPR Shift-Left Compliance MCP Server — Azure-focused GDPR compliance automation. 2 GitHub Copilot 2 2,030 tok
Pakvothe/i1n-cli i1n.ai Localization as code. Push your translation keys, AI translates to 182 languages, pull typ 2 GitHub Copilot 1 436 tok
barateza/mcp-plesk-dev-docs A unified MCP server that indexes and retrieves Plesk documentation using vector embedding 2 Claude Code, Codex, GitHub Copilot 7 2,967 tok
benseverndev-oss/goldencheck [Archived] Now part of the Golden Suite monorepo: github.com/benseverndev-oss/goldenmatch 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,781 tok
orbs-network/spot orbs-network.github.io 2 Codex, GitHub Copilot, OpenCode 2 3,476 tok
beydemirfurkan/todox todox.dev Working memory for developers and their agents — an agent-first task log with decisions, d 2 Claude Code, Codex, GitHub Copilot, OpenCode 7 4,287 tok
neturely/okffs okffs.g2mk.dev okffs is a Model Context Protocol server for GitHub. Create and manage GitHub issues and p 2 Claude Code, GitHub Copilot 3 15,160 tok
laffeyp/cascade-img greenrosesystems.com MCP server for LLM-operable Midjourney image generation — compose, generate, inspect with 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 9,467 tok
marcelo-ochoa/servers modelcontextprotocol.io Model Context Protocol Servers 2 Claude Code, GitHub Copilot 2 2,265 tok
xyzzylabs/tc39-mcp mcp.xyzzylabs.ai MCP for the TC39 specs (not affiliated with Ecma/TC39). SHA-pinned ECMA-262 + ECMA-402, AO 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,590 tok
nolindnaidoo/regex-le letools.dev Find every regex in a codebase, and report which can be driven into catastrophic backtrack 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 10,210 tok
Tommertom/plugwise-mcp Plugwise MCP 2 Claude Code, GitHub Copilot 6 5,914 tok
can-acar/jarvis JARVIS It’s a zero-friction Model Context Protocol (MCP) server that welds your AI agent t 2 GitHub Copilot 4 —
HuntsDesk/ve-gws workspacemcp.com Google Workspace MCP that actually writes. 28 tools across Docs/Slides/Sheets/Drive — mark 2 GitHub Copilot 1 1,123 tok
myutex/commit-convention-mcp An MCP server providing commit convention tools and resources. 2 GitHub Copilot 1 492 tok
mcqua007/agents-skeleton A language-agnostic starter repo for AI-powered development. Single-source-of-truth AGENTS 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 908 tok