How real projects configure their agents

22,198 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
TrueConf/trueconf-server-mcp Manage TrueConf Server conferences, recordings, and invitations from any MCP client 2 Codex, OpenCode 1 7,276 tok
0xEkho/Ruckus-vSZ-MCP RUCKUS vSZ MCP 2 Claude Code, Codex, GitHub Copilot, OpenCode 6 2,782 tok
comicchang/iitc-mcp IITC MCP Bridge — bridge between Ingress Intel (IITC) and Model Context Protocol agents 2 Claude Code, Codex, Gemini CLI, OpenCode 3 674 tok
malon-mcp/Malon_mcp 2 Codex, OpenCode 1 33,970 tok
massimoalbarello/context-use-old A self-hosted brain for you. A public billboard for everyone else. 2 Claude Code, Codex, OpenCode 4 979 tok
simba87/iiko-server-mcp MCP server exposing iikoServer REST API as 42+ LLM-callable tools over stdio 2 Codex, OpenCode 1 1,178 tok
rjenks/pf2e-mcp An MCP server for building Pathfinder 2nd Edition Remastered characters together with an A 2 Claude Code, Codex, OpenCode 3 2,352 tok
mikesplore/vela-mcp A multi-tenant MCP server bridging AI models (like Claude) to Vela for cross-platform remo 2 Codex, OpenCode 1 584 tok
Yuhang-uestc/deepvision-local-mcp A local image-recognition MCP that gives pure-text models such as DeepSeek visual capabili 2 Codex, OpenCode 1 674 tok
ygq-future/openai-vision-mcp-server An Model Context Protocol (MCP) stdio server for bounded, high-precision image analysis us 2 Codex, OpenCode 1 850 tok
human-turn/bcs-mcp 2 Claude Code, Codex, OpenCode 2 3,576 tok
jrb00013/mailnotmilk Shared agent mailbox MCP — Cursor, Claude Code, and friends post/read/reply across session 2 Claude Code, Codex, Gemini CLI, OpenCode 5 342 tok
OpenChatGit/Destiny---Codex Destiny Codex turns the Destiny 2 Manifest (gibberish hash-reference JSON) into clean, AI- 2 Codex, OpenCode 1 1,931 tok
naplesblue/grokbridge Local MCP bridge for Codex and Claude Code: delegate code, reviews, web/X research, Grok 4 2 Codex, OpenCode 1 532 tok
shekarsiri/moo-tasks Local-first MCP task manager & real-time Web UI for AI coding agents (Claude Code, Cursor, 2 Claude Code, Codex, Cursor, OpenCode 3 2,629 tok
nvk/llm-wiki-chrome Bounded Chrome collaboration extension and local connector for LLM Wiki. 2 Codex, OpenCode 1 250 tok
duncanmcclean/freeagent-mcp Local, read-only MCP server for FreeAgent. Built on Laravel. 2 Claude Code, Codex, OpenCode 7 4,092 tok
norton77930/corpus-ingest-core Deterministic, provenance-tracked pipeline that turns spoken content into verified, search 2 Claude Code, Codex, OpenCode 18 729 tok
brajendrak00068/agentic-ai-video-production 2 Codex, OpenCode 1 1,826 tok
Lolaplex/agents-docs pypi.org Ultra-fast, zero-bloat local markdown documentation RAG for AI coding agents (MCP + BM25). 2 Claude Code, Codex, OpenCode 2 208 tok
Koniverse/Senti-MCP 2 Claude Code, Codex, OpenCode 3 9,001 tok
fish827-08/rag-kb Local-first, offline-capable Agent memory & knowledge service. REST + MCP dual-protocol, h 2 Codex, OpenCode 1 4,013 tok
GoogleCloudPlatform/mcp-grpc-transport-py 2 Codex, OpenCode 1 369 tok
universal-mcp/applications 2 Claude Code, Codex, Gemini CLI, OpenCode 3 9,414 tok
fedec65/BetterCallClaudeMCP_Italy 2 Codex, OpenCode 1 1,244 tok
antonpinchuk/mobile-mcp-opengl MCP for OpenGL Android Development and Automation (Unity, Unreal Engine, Cocos2d-x, libGDX 2 Codex, OpenCode 1 456 tok
zenworksza/devMCP 2 Codex, OpenCode 1 2,352 tok
sushilti80/datadog-mcp Model Context Protocol (MCP) server that provides AI agents with seamless access to Datado 2 Codex, GitHub Copilot, OpenCode 2 8,835 tok
Supermancho-git/godot_mcp 2 Codex, OpenCode 1 1,829 tok
dvgamerr-app/gokub-mcp dvgamerr.app 🚀 Model Context Protocol (MCP) server for Bitkub Cryptocurrency Exchange API - Connect Cl 2 Claude Code, Codex, OpenCode 2 1,403 tok
dajiaohuang/shuiyuan-mcp Shuiyuan Discourse MCP with cookie login launchers 2 Codex, OpenCode 1 1,471 tok
ranbo12138/mcp-image-gen 2 Codex, OpenCode 1 2,111 tok
Huleinpylo/kali-agents-mcp 2 Claude Code, Codex, OpenCode 9 3,290 tok
ilharp/webview-devtools-mcp DevTools for any WebView — no remote-debugging port required. Works in Safari/iOS WebView/ 2 Codex, OpenCode 1 761 tok
sathyaceg/tfl-mcp-server 2 Codex, OpenCode 1 630 tok
ArtrixTech/mcp-server-nyantify An MCP server that notifies you when your agent got things done. 2 Codex, OpenCode 1 1,503 tok
estebanjosse/mcp-server-template A minimal, production-ready implementation of a Model Context Protocol (MCP) using the off 2 Claude Code, Codex, OpenCode 11
dinglebear-ai/rytdl npmjs.com Rust MCP server and CLI for yt-dlp media search/downloads, metadata tagging, transfer queu 2 Claude Code, Codex, Gemini CLI, OpenCode 4 3,626 tok
IFTTT/ifttt-plugins ifttt.com Official IFTTT plugins for AI clients — automate hundreds of services from your agent via 2 Claude Code, Codex, OpenCode 2 1,007 tok
Fortytwoo/codex-tencent-connectors Codex plugin for WeCom, QQ Mail, and Tencent Docs 2 Codex, OpenCode 1 874 tok
coo1white/cool-workflow npmjs.com Get a saved, cited report from your AI agent 2 Claude Code, Codex, OpenCode 3 13,737 tok
cyanheads/nonprofit-explorer-mcp-server npmjs.com Search and explore 1.8M+ US nonprofits, fetch Form 990 financials, and access IRS filing h 2 Claude Code, Codex, OpenCode 2 9,700 tok
dong7812/dompruner-mcp MCP server — 97–99% HTML token reduction via DOM AST extraction. No API key, no Vector DB. 2 Claude Code, Codex, OpenCode 2 335 tok
thomaschristory/catalyst-sdwan-super-mcp thomaschristory.github.io FastMCP server for Cisco Catalyst SD-WAN Manager (vManage), driven by the official OpenAPI 2 Claude Code, Codex, OpenCode 2 7,183 tok
asanabrial/leteo Persistent memory for AI coding agents. MCP server + lifecycle hooks that give Claude Code 2 Claude Code, Codex, OpenCode 2 1,799 tok
cyanheads/medical-codes-mcp-server npmjs.com Decode, search, validate, and crosswalk US medical codes — ICD-10-CM, ICD-10-PCS, HCPCS Le 2 Claude Code, Codex, OpenCode 2 12,036 tok
cyanheads/oecd-mcp-server npmjs.com Search, explore, and query 1,500+ OECD statistical datasets (national accounts, employment 2 Claude Code, Codex, OpenCode 2 12,506 tok
cyanheads/openaq-mcp-server npmjs.com Find air-quality monitoring stations and read measured pollutant observations (PM2.5, PM10 2 Claude Code, Codex, OpenCode 2 11,920 tok
nblog/x64dbgMCP x64dbgMCP is a C++/CLI plugin embedding an MCP server into x64dbg (a vibe coding project; 2 Claude Code, Codex, OpenCode 2 801 tok
cyanheads/guardian-mcp-server npmjs.com Search, browse, and retrieve full article text from The Guardian's journalism archive (199 2 Claude Code, Codex, OpenCode 2 11,934 tok