How real projects configure their agents

3,543 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
jackguihx-alt/html2style One site in. A reusable design evidence package out. 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 604 tok
Doucs91/hivelore Policy enforcement layer for AI coding agents — briefing gates, team memory, Git/CI checks 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,446 tok
GktuOktay/ai-skills 🚀 Universal Open-Source AI Agent Skills & Rules Library for Antigravity, Cursor, Claude C 2 Codex, GitHub Copilot, OpenCode 2 8,202 tok
agentlint/agentlint agentlint.sh The Lighthouse for AI coding agents. Audit any repo for how ready it is for Claude Code, C 2 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,497 tok
chf3198/copilot-governance Portable Copilot governance system: instructions, skills, agents, hooks — cloneable to any 2 Claude Code, GitHub Copilot, Gemini CLI 6 4,672 tok
jonathan-meyer/zmachine-mcp Model Context Protocol for ZMachine 2 Claude Code, GitHub Copilot 4 2,101 tok
piyushptiwari1/mcpkernel pypi.org The Security Kernel for AI Agents — MCP/A2A gateway with policy enforcement, taint trackin 2 Claude Code, Codex, GitHub Copilot 8 2,161 tok
vexxhost/microsoft-todo-mcp-server 2 GitHub Copilot 1 43 tok
sandraschi/gitee-mcp Gitee (Chinese GitHub) bridge for AI assistants: humming radar & momentum, repo intel, cro 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 6 1,558 tok
oaslananka/health-monitor-mcp TypeScript MCP server for service health monitoring, status checks, uptime probes, and ope 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 2,927 tok
Vedant9500/OpenLMlib Cross-project knowledge library for LLM agents with semantic retrieval, citation-aware qua 2 GitHub Copilot 2
Talibabtou/website-shower Let your AI agent find the tasks hiding between ‘it works’ and ‘it’s clean’. 1 Codex, GitHub Copilot, OpenCode 2 532 tok
sandraschi/pdf-mcp FastMCP PDF intelligence: extract, manipulate, annotate, convert, validate, and LanceDB RA 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 1,482 tok
Jonnyton/TinyAssets tinyassets.io TinyAssets is a global goals engine, host-run multiplayer daemon platform, and long-horizo 1 Claude Code, Codex, GitHub Copilot, OpenCode 29 4,695 tok
plural-pinelabs/pinelabs-online-mcp The Pine Labs Online MCP Server implements the Model Context Protocol (MCP) to enable seam 1 Claude Code, Codex, GitHub Copilot, OpenCode 8 2,838 tok
shigechika/gws-mcp developers.google.com MCP fork of Google Workspace CLI — exposes Drive, Gmail, Calendar, Sheets, Docs, Chat, Adm 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 6,546 tok
sovantica/engrava-mcp engrava.ai Model Context Protocol server for Engrava — expose an AI agent memory database to any MCP 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,756 tok
AceDataCloud/FishMCP acedata.cloud Fish Audio MCP server — text-to-speech with Fish Audio voice models. Powered by AceDataClo 1 Claude Code, GitHub Copilot 2 952 tok
AceDataCloud/ShortURLMCP MCP server for short URL creation and management through Ace Data Cloud. 1 Claude Code, GitHub Copilot 2 786 tok
AceDataCloud/GrokMCP MCP server for Grok Imagine AI video generation via Ace Data Cloud. 1 Claude Code, GitHub Copilot 2 856 tok
AceDataCloud/SerpMCP platform.acedata.cloud MCP server for Google SERP search, images, news, maps, and knowledge graph results. 1 Claude Code, GitHub Copilot 2 801 tok
AceDataCloud/WanMCP platform.acedata.cloud MCP server for Wan AI video generation via AceDataCloud API 1 Claude Code, GitHub Copilot 2 806 tok
Coinyak/onchainai onchain-ai.xyz Crypto tool directory: discover, normalize, and expose MCP, CLI, SDK, API, x402, RWA, and 1 Claude Code, Codex, GitHub Copilot, OpenCode 17 2,341 tok
HandyS11/ProjGraph handys11.github.io .NET tool ecosystem for visualizing project dependencies, database schemas, and class hier 1 Claude Code, GitHub Copilot 10 1,067 tok
Samarth-23-eng/India-MCP india-mcp.vercel.app 🇮🇳 MCP servers for Indian APIs — GST, Delhivery, DigiLocker. Let AI agents operate nativ 1 GitHub Copilot 1 143 tok
WYRE-AI/kaseya-quote-manager-mcp MCP server for Kaseya Quote Manager (Datto Commerce) — read-only quotes, sales orders, pur 1 GitHub Copilot 1 562 tok
Tom409114/research-repo-doctor research-repo-doctor-bckncrcwwmg6jrbsrd6btj.streamlit.app Artifact Evaluation readiness checker for research code: static scan, safe fixes, verify l 1 Codex, GitHub Copilot, OpenCode 2 1,043 tok
WYRE-AI/connectwise-automate-mcp conduit.wyre.ai MCP server for ConnectWise Automate (RMM) — computer management, patching, scripting, and 1 Claude Code, GitHub Copilot 2 1,355 tok
WYRE-AI/huntress-mcp conduit.wyre.ai MCP server for the Huntress cybersecurity platform 1 GitHub Copilot 1 550 tok
aifity/omnigit-mcp GitHub's official MCP Server 1 Claude Code, GitHub Copilot 2 3,219 tok
apiarya/wemo-mcp-server Control Wemo smart home devices through AI assistants using natural language. 1 GitHub Copilot 1 7,061 tok
orieg/gws-connector orieg.github.io Multi-account Google Workspace MCP server — Gmail, Calendar, and Drive with smart routing. 1 Codex, GitHub Copilot, OpenCode 2 1,312 tok
benseverndev-oss/goldenflow [Archived] Now part of the Golden Suite monorepo: github.com/benseverndev-oss/goldenmatch 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 13,577 tok
Maheshkumarjena/GithubStats_MCP A TypeScript-based Model Context Protocol (MCP) server for inspecting public GitHub data t 1 GitHub Copilot 1 150 tok
sandraschi/demo-vid-mcp Fleet demo video pipeline — narrated walkthroughs synced to true speech length, with real 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 779 tok
darylmcd/Roslyn-Backed-MCP 1 Claude Code, Codex, GitHub Copilot, OpenCode 23 3,413 tok
edithatogo/sourceright edithatogo.github.io Reference verification infrastructure for academic and legal citation workflows 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,909 tok
gCuadros/hevy-mcp 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 5,216 tok
eternal-roman/ledger npmjs.com Exact-decimal double-entry kernel for AI agents. Call MCP tools instead of doing money mat 1 Claude Code, Codex, GitHub Copilot, OpenCode 6 787 tok
groupdocs-comparison/GroupDocs.Comparison.Mcp GroupDocs.Comparison for .NET MCP server — compare PDF, Word, Excel, PowerPoint, and text 1 Codex, GitHub Copilot, OpenCode 2 2,385 tok
gulmezeren2-byte/acikpoz Turkish public construction unit-price (birim fiyat) catalog parser — PDFs into structured 1 GitHub Copilot 1 893 tok
gulmezeren2-byte/andon Deterministic verification for AI-generated analysis. Reconciliation, consistency and Exce 1 GitHub Copilot 1 969 tok
gulmezeren2-byte/erp-report-engine A provably read-only SQL layer for AI agents (MCP) and weekly reports — over the database 1 Codex, GitHub Copilot, OpenCode 2 2,244 tok
hannasdev/mcp-writing MCP service for AI-assisted reasoning and editing on long-form fiction projects 1 Claude Code, Codex, GitHub Copilot, OpenCode 5 2,156 tok
jasonko/psquare-mcp Archived — moved to thehesiod/psquare-mcp (PyPI: parentsquare-mcp) 1 Claude Code, GitHub Copilot 2 6,733 tok
koment-dev/koment koment.dev Out-of-band code annotations for AI agents and humans. Keeps the why next to the code with 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,937 tok
mapbox/mcp-docs-server Mapbox MCP Server for Documentation 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,331 tok
nolindnaidoo/urls-le letools.dev Extract every URL in a codebase, with its protocol and exact position 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,276 tok
nolindnaidoo/string-le letools.dev Extract every string in a codebase, with its position, so a person can read them 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,134 tok
nolindnaidoo/envsync-le letools.dev Compare the dotenv files in a tree, and say which keys are missing from which 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,304 tok