How real projects configure their agents

43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754

All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
carrilloapps/docgraph npmjs.com Universal documentation knowledge-graph MCP server with hybrid full-text + vector search. 0 Claude Code, Codex, OpenCode 2 831 tok
matematicsolutions/mcp-fr-legal MCP server over an offline full-text corpus of French codes and statutes (Legifrance / DIL 0 Codex, OpenCode 1 860 tok
conradium-gif/claude-peers-v2 Reliable messaging between Claude Code sessions on one machine — hook-based delivery, real 0 Claude Code 1 1,192 tok
mirza-javed/n8n-mcp 0 Claude Code 9 2,581 tok
pvliesdonk/openapi-mcp Generic MCP server that builds its tools at runtime from any OpenAPI spec (URL or file). A 0 Claude Code 1 5,555 tok
kendrickjr/procurement-mcp-server 0 OpenCode 1 —
smartresponsor/networking Networking MCP 0 Codex, OpenCode 1 750 tok
Axis-Data-Labs/mcp-server-starter Minimal, production-ready TypeScript starter for MCP servers: stdio + streamable HTTP tran 0 Claude Code 1 185 tok
GhedeePhilsophy/content-hub-mcp 0 Claude Code 1 2,597 tok
trololol91/arr-mcp Remote MCP server for Sonarr, Radarr, qBittorrent, and Seerr — manage your arr stack via C 0 Claude Code 1 2,066 tok
megamen32/agent-resume MCP helper that finds and resumes Codex, OpenCode, and Claude Code sessions 0 Codex 1 —
herrozim-ship-it/yureong Phantom Case Detector — Detect AI-hallucinated Korean legal citations against the official 0 Codex, OpenCode 1 708 tok
heathrenfroe-sys/blueprint-10k MCP server giving Claude deterministic finance tools for SEC 10-K analysis - EDGAR retriev 0 Claude Code 9 —
MissYueshuang/mcp-price-scout this is the Udacity project for MCP tutorial + Claude Code 0 Claude Code 10 300 tok
sandeep-alluru/groundcrew pypi.org Action receipts and chain-of-custody for AI agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 610 tok
sandeep-alluru/agentdelta pypi.org Diff and regression-detect LLM agent execution traces 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 2,037 tok
sandeep-alluru/foghorn pypi.org Fact-level staleness detection for AI agent memory 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 604 tok
sandeep-alluru/agentcrdt pypi.org CRDTs for distributed AI agent state and conflict-free belief merging 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 619 tok
sandeep-alluru/normsync pypi.org Norm monitoring and violation detection for AI agent actions 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 630 tok
sandeep-alluru/humanproof pypi.org Human-in-the-loop checkpoints and approval gates for AI agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 648 tok
sandeep-alluru/balancelab pypi.org Economy balance analysis and exploit detection for AI game agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 1,169 tok
sandeep-alluru/worldoracle pypi.org World-state belief management and contradiction repair for AI agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 625 tok
sandeep-alluru/clickproof pypi.org Content-addressed GUI action facts for computer-use agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 630 tok
sandeep-alluru/rulegraph pypi.org Declarative rule graphs for AI agent policy and constraint enforcement 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 620 tok
sandeep-alluru/polaroid pypi.org Spatial scene graphs and belief state for embodied agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 628 tok
K2-Rocket-Apps/server-workload-ai-manager Mistral AI agent for Proxmox VE — MCP tools, TUI, daemon alerts 0 Claude Code 1 826 tok
Rodriguespn/e2b-mcp-code-mode Code-mode MCP server for e2b: agents write JavaScript that runs inside an e2b sandbox and 0 Claude Code 2 —
Veedubin/Videre-MCP videre-mcp: MCP server for vision-to-text — 6 tools, 3 model modes (Florence-2, MiniCPM-V, 0 Codex, OpenCode 1 2,150 tok
srimankatipally/CompleteMCP Self-contained MCP server for resume tailoring — scrape JDs, validate, build DOCX, with bu 0 Codex, OpenCode 1 584 tok
nbkhoi/sutta-mcp MCP server connecting Claude to SuttaCentral for Dhamma Q&A with scripture citations (bili 0 Claude Code 1 681 tok
davidcai/kungfu-mcp A humorous TypeScript MCP server that catalogs major kungfu factions and narrates sparring 0 Claude Code 1 542 tok
Bombay/agentic-player10-fortune-mcp PlayMCP fortune context MCP for Agentic Player 10 0 Codex, OpenCode 1 1,266 tok
Armulee/simple-tarot-mcp-server simple-tarot-mcp-server.vercel.app subdomain of the AskingFate for handling the MCP server 0 Claude Code, Codex, OpenCode 2 79 tok
sreenathvemula/finance-research-agent AI equity-research analyst for Indian equities (NSE/BSE) - Claude Agent SDK + 28 MCP tools 0 Claude Code 10 2,120 tok
Sannnao/react-native-docs-mcp npmjs.com Local semantic search over React Native docs for AI agents — no API key 0 Claude Code 1 —
TalBenAmii/llm-d-bench-mcp Standalone MCP server (stdio) exposing the llm-d-benchmarking-agent's tools, knowledge, an 0 Claude Code 1 936 tok
Jan-Stepien/quickhelp nowork-one.vercel.app 0 Claude Code 3 3,997 tok
M-Samuel/kali-local-agent Kali MCP server and agent 0 Claude Code 1 —
nagayon-935/nornir-mcp-server nornir-mcp-server 0 Claude Code 1 1,687 tok
Zetetic-Dhruv/witness-mcp 0 Claude Code 7 838 tok
murilojrpereira/mcp-openapi-bridge Generic MCP server that bridges any OpenAPI 3.x REST API to Claude Code — one tool per end 0 Claude Code 1 648 tok
FirenzeClaw/kimi-session-orchestrator A PM-perspective multi-session orchestration system for Kimi Code CLI — 28 MCP tools, an a 0 Codex, OpenCode 1 8,636 tok
si30rowj2/mcp-server-employees 0 Claude Code, GitHub Copilot 2 1,929 tok
Team-Delgo/korea-stock-mcp 0 Codex, OpenCode 1 689 tok
lsantome/Trainingpeaks-MCP Trainingpeaks-MCP 0 Claude Code 1 —
moyohussein/youtube-mcp-server YouTube MCP Server - Cloudflare Workers (McpAgent) 0 Claude Code 1 407 tok
JiHungLin/lead-agent-mcp 0 Claude Code 1 385 tok
ilyadurov97/korral-mcp 0 Claude Code 1 368 tok
draygen/mcpbuilder 0 Claude Code 1 —
mikezio/agent-drop Local MCP file and secret handoff for CLI AI agents 0 Gemini CLI 1 128 tok