How real projects configure their agents

202 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
Zizka-ai/ZizkaDB db.zizka.ai Self-hosted DB for AI agents. Prove why an agent did something , causal lineage (why()), 80 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 8 3,871 tok
f/check-ai Audit any repository for AI-readiness. 66 Claude Code, Codex, OpenCode, Windsurf 3 2,791 tok
seldonframe/seldonframe seldonframe.com Open-source AI front-office factory for agencies serving local businesses: website, bookin 66 Claude Code, Codex, Cursor, OpenCode, Windsurf 22 5,556 tok
sandraschi/blender-mcp Headless Blender automation via FastMCP — 41 portmanteau tools (150+ ops). Batch mesh/VSE/ 65 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 971 tok
FavioVazquez/learnship faviovazquez.github.io Learn as you build. Build with intent. Ship real products. Agentic engineering done right. 62 Claude Code, Codex, OpenCode, Windsurf 41 4,697 tok
oculus-samples/Unity-InteractionSDK-Samples Sample projects to showcase the Unity Meta XR Interaction SDK. 59 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 9 1,117 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
doITmagic/rag-code-mcp doitmagic.github.io Privacy-first semantic code navigation MCP server using RAG. Features deep AST multi-langu 55 GitHub Copilot, Cursor, Windsurf 3 919 tok
congwa/mobile-agent Mobile AI automated testing platform — MCP tools + AI Agent + visual control console 54 Windsurf 15 —
sandraschi/windows-computer-use-mcp Windows Computer Use for AI Agents. Both a tool (22 MCP tools for click, type, screenshot, 52 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 2,470 tok
davidbuenov/dbv-md-reader davidbuenov.github.io Lector nativo de Markdown (.md) para Windows, Linux y macOS, ultra-ligero de lectura y ed 51 Claude Code, GitHub Copilot, Gemini CLI, Windsurf 11 889 tok
sandraschi/calibremcp Calibre library automation via FastMCP — metadata, shelves, RAG, ai workflows. Plus webapp 51 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,763 tok
JubaKitiashvili/everything-react-native-expo erne.dev Complete AI coding agent harness for React Native and Expo development 50 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 70 5,822 tok
Naridon-Inc/aura auravcs.com An audit trail for what AI agents changed in your codebase, and why — signed, per commit, 49 Claude Code, GitHub Copilot, Cursor, Gemini CLI, Windsurf 5 4,687 tok
putervision/state-memory-mcp statememorymcp.com Persistent, branch-aware workflow state memory MCP server for AI coding assistants. Tracks 42 Claude Code, Codex, GitHub Copilot, Windsurf 10 74,369 tok
GitGuardian/ggmcp gitguardian.com MCP server for remediating hardcoded secrets using GitGuardian’s API. It detects over 600 41 Claude Code, Codex, OpenCode, Windsurf 5 2,572 tok
putervision/vision-memory-mcp visionmemorymcp.com Persistent visual cache for LLM-driven software development. Caches screenshots using perc 40 Claude Code, Codex, GitHub Copilot, Windsurf 10 45,077 tok
giantswarm/mcp-debug Command-line tool for debugging MCP servers 38 Windsurf 1 5,515 tok
Sitecore/content-sdk The Content SDK to support building sites with SitecoreAI 37 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 5 1,877 tok
KhaledSaeed18/node-express-boilerplate Production-ready Express + TypeScript backend boilerplate with clean layered architecture, 36 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 6 1,536 tok
Thunder-Compute/thunder-cli Official CLI of Thunder Compute 34 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 1,489 tok
sandraschi/freecad-mcp FreeCAD 3D CAD automation via FastMCP — headless document/export plus FluidX3D/OpenFOAM CF 33 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,714 tok
klapaudius/symfony-mcp-server A Symfony package designed for building secure servers based on the Model Context Protocol 32 Claude Code, Cursor, Windsurf 4 1,596 tok
sseshachala/conductai conductai.ai Runtime governance for AI agents. Allow, warn, or block every model and tool call before i 32 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 11 5,722 tok
davidbuenov/dbv-specs-ops The blueprint that turns any AI assistant into a disciplined Senior Engineer. 32 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 12 2,425 tok
Sitecore/xmcloud-starter-js xmcloud-starter-js-chi.vercel.app 31 Claude Code, Windsurf 2 18,433 tok
Sistema2D/FrameCode-VibeWork Document framework for AI-assisted development (vibe coding), with governance, traceabilit 29 Codex, Cursor, OpenCode, Windsurf 3 1,621 tok
cajasmota/grafel Multi-repo code knowledge graphs for AI agents. Cross-repo linking, infrastructure topolog 25 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 6,537 tok
sandraschi/worldlabs-mcp FastMCP 3.2 server and webapp wrapping the World Labs Marble API — generate navigable 3D 24 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,594 tok
rainmanjam/poka-yoke Mistake-proofing for software. Shigeo Shingo's poka-yoke method as a Claude Code plugin: a 24 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 5 1,404 tok
sandraschi/ocr-mcp FastMCP server providing advanced OCR capabilities with current state-of-the-art models (D 23 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 822 tok
marcusquinn/amazon-order-history-csv-download-mcp Download Amazon Order History As Orders & Items CSV files, plus simplified CSV file versio 23 Claude Code, Codex, Cursor, OpenCode, Windsurf 5 1,353 tok
abhinavshrivastava950/Montara Montara is an AI-native, renderer-agnostic autonomous video production operating system th 22 Claude Code, Codex, OpenCode, Windsurf 71 4,144 tok
heymegabyte/claude-skills claude.megabyte.space 14-category autonomous product-building OS for 32+ AI coding tools. One-line prompts → dep 22 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 7 4,490 tok
star-ga/mind-mem mindlang.dev Persistent AI memory for Claude Code, OpenClaw, and any MCP-compatible agent. BM25F + vect 22 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 5,997 tok
7oSkaaa/polygon-problems-generator AI agents that produce a complete, Polygon-ready competitive programming problem (statemen 21 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 22 10,732 tok
HMAKT99/AKF akf.dev Trust metadata for AI agents — a stamp costs ~15 tokens, re-verifying costs 15,000. Agents 21 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 1,886 tok
seoskillsai/seo-skills-ai seoskillsai.com SEO Skills AI: Universal AI SEO Agent & Technical Optimization Suite across Claude Code, A 21 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 2,614 tok
Bugb-Technologies/guardlink guardlink.bugb.io AI-maintained security annotations for code. Continuous threat modeling, enforced in CI. 20 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 4 4,173 tok
BoxLogoDev/sapstack Universal SAP skills and agents for Claude Code — FI, CO, TR, MM, SD, PP, HCM, SFSF, ABAP, 20 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode, Windsurf 11 15,008 tok
jrb00013/rudycanshoot MCP server + CLI that lets AI assistants take and view screenshots. Auto-installs into Cla 19 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 7 1,340 tok
mustel-py/mustel mustel.vercel.app Non-AI static analysis layer for AI coding agents - Ruff, Bandit & pip-audit unified into 19 Cursor, Windsurf 2 158 tok
sandraschi/virtualization-mcp MCP Server and Webapp for VirtualBox, Hyper-V and Windows sandbox. VM operations, network 19 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 1,672 tok
meshtastic/meshtastic-mcp pypi.org MCP server + agent skills for AI tooling to discover, drive, observe, and test Meshtastic 19 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,026 tok
DocRoms/Kronn Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shar 18 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Windsurf 7 1,616 tok
sandraschi/qcad-mcp fastmcp 3.4 server plus webapp for qcad pro architectural cad 18 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 744 tok
Indium-AI-Labs/indium-agentkit indium-agentkit is a distribution scaffold for sharing AI coding-agent skills, subagents, 17 Codex, GitHub Copilot, OpenCode, Windsurf 3 11,470 tok
ton-ai-core/contract-knowledge 17 Cursor, Windsurf 2 2,599 tok
profclaw/profclaw profclaw.ai AI agent engine with 22 chat channels, 65 tools, and 15 skills. Self-hosted, local-first, 16 Codex, Cursor, OpenCode, Windsurf 3 2,679 tok
LiaScript/teaching-agent A BMAD-method-inspired teaching agent to support the creation of lectures with LiaScript 14 Claude Code, Codex, OpenCode, Windsurf 3 13,869 tok