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
ONLYHUMN/chrome-console-log-mcp-server Capture browser console logs via the Chrome DevTools Protocol and expose them to an MCP cl 0 Codex, OpenCode 1 7 tok
RealEmmettS/Google-Health-MCP google-health-mcp-one.vercel.app 0 Claude Code, Codex, OpenCode 7 6,127 tok
kratsg/2026-07-09-rucio-mcp kratsg.github.io Slides: rucio-mcp — one MCP server for the Rucio community (2026-07-09) 0 Claude Code 1 1,050 tok
Astatide1337/conductor Astatide Conductor — persistent objective/task-graph orchestrator for MCP-driven agent wor 0 Codex, OpenCode 1 2,212 tok
redseerdigital/redseer_mcp_trail 0 Claude Code 2 1,045 tok
tools-for-agents/cortex tools-for-agents.github.io 🧠 A local, Obsidian-compatible second brain for agents: wikilinked markdown vault, knowle 0 Codex, OpenCode 1 918 tok
tools-for-agents/scout tools-for-agents.github.io 🧭 The agent's web reader: fetch a URL as clean, cached, searchable markdown (~90% smaller 0 Codex, OpenCode 1 852 tok
tools-for-agents/recall tools-for-agents.github.io 🎯 Federated recall across an agent's knowledge — cortex, agent-hq, scout and lens — in on 0 Codex, OpenCode 1 924 tok
khangte/github-mcp-server 0 Claude Code 1 253 tok
MOBAI547800/abaqus-mcp-server MCP server for Abaqus FEM automation — model generation, job submission, log monitoring, a 0 Claude Code 1 716 tok
codehead-pl/ts-code-awareness Static-analysis knowledge base for TS/NestJS codebases, served to AI agents over MCP. 0 Claude Code 2 —
dorkian/n8n-flow-bridge-mcp bridge dev and production n8n flow 0 Claude Code 1 223 tok
sevuoi/catholic_mcp Catholic MCP Server for PlayMCP - provides Catholic content 0 Claude Code 1 871 tok
axysar/touchdesigner-agent-mcp 0 Claude Code 1 1,029 tok
r-darwish/daruma MCP memory server 0 Codex, OpenCode 1 1,092 tok
NeetigyaShah/APImeMCP 0 Claude Code, Codex 25 —
haribote/thmh Story-less UI component catalog for the AI era — auto-generated from your code, served by 0 Claude Code, Codex, OpenCode 2 1,008 tok
afriemann/lsp-mcp MCP server exposing LSP-backed code navigation and editing tools to LLM agents 0 Claude Code, OpenCode 10 —
ciaran-finnegan/cortex-xsiam-mcp-gateway Secure MCP gateway for governed Cortex XSIAM log search and security operations 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 477 tok
carmelosantana/fancy-api Paste data. Get a fancy API. — a self-hostable, AGPL declarative API generator with an MCP 0 Codex, OpenCode 1 927 tok
Querry-AI/Runnywhere-PlayMCP Run anywhere 0 Claude Code 1 6,453 tok
markgregg/coverage-orchestrator-mcp coverage orchestrator 0 GitHub Copilot 1 92 tok
sani-savaliya/parallax Render-in-the-loop cross-modal self-verification for coding agents — catches silent SQL/re 0 Claude Code 1 744 tok
eno004731-cpu/browser-control-mcp Local MCP agent for safely automating hh.ru job applications through the user's Chrome ses 0 Codex, OpenCode 1 210 tok
wylieswanson/apple-mail-pz-mcp 0 Claude Code, Codex, OpenCode 11 3,470 tok
danieldoalto/youtube-mcp mcp server baseado em https://github.com/ZubeidHendricks/youtube-mcp-server com modificaçõ 0 Claude Code 1 1,066 tok
ChinhHN-DEV/abap-mcp-adt MCP SAP 0 Claude Code 1 1,203 tok
dannybauman/groundstation Earth data, agent-ready: MCP server + Claude skill + Earth briefings over the cloud-native 0 Claude Code 1 447 tok
AntJanus/cc-dash Local dashboard and MCP server for a markdown-native multi-project portfolio 0 Claude Code 1 1,725 tok
Caarlosgg/branchpoint MCP server that gives AI coding agents persistent, git-branch-aware context 0 Claude Code 2 5,117 tok
kruslim/canopy An MCP server exposing vehicle-diagnostic / CAN-bus domain logic as agent tools, with a La 0 Claude Code 1 1,222 tok
farhoodlabs/intervalsicu-mcp 0 Claude Code, Codex, OpenCode 2 3,064 tok
Thor-DraperJr/loop-improver-mcp Loop Improver MCP - a Python MCP server for modernizing repository improvement loops from 0 Claude Code, GitHub Copilot 8 994 tok
JohanMasmelaEu/MCP_INIT_MS_SegurosBolivar 0 Claude Code 1 1,548 tok
Coefficient-work/mcp-doctor Shrink MCP tool menus from OpenAPI — progressive discovery cuts token bloat 0 Codex, Cursor, OpenCode 4 736 tok
GonzaloTorreras/ai-dememory Local-first personal multi-LLM memory toolchain and MCP server. 0 Claude Code, Codex, OpenCode 2 804 tok
Greenchannel/mcp-nexus 0 Claude Code, Codex, OpenCode 2 286 tok
codeforanchorage/sandiego-gis-mcp 0 Claude Code 1 2,147 tok
imelon2/blockscout-mcp-server Blockscout MCP server that gives AI agents multichain EVM on-chain data 0 Claude Code 8 167 tok
cacack/mcp-server-zwave-js-ui MCP server for Z-Wave JS UI (zwave-js-server WebSocket) for programmatic Z-Wave device man 0 Claude Code 1 1,483 tok
rjmlaird/rjmlaird-mcp 0 Codex, OpenCode 1 360 tok
objectstack-ai/gemini-extension Official Gemini CLI extension for ObjectStack — connect any deployment over MCP, with the 0 Gemini CLI 1 1,188 tok
junchenghe01/local-rag-mcp Local rag only supports MCP 0 Claude Code 1 818 tok
monahand1023/corpus pypi.org Single-user RAG framework for personal archives. Local-first, MCP-native. 0 Claude Code 1 499 tok
asarlashmit/mcp-connect Codex-style Kali Linux MCP server with 126 structured tools, explicit execution timing, se 0 Codex, OpenCode 1 345 tok
erewhon/forge Front door for the erewhon code agents: CLI and MCP server 0 Codex, OpenCode 1 410 tok
QVMConsole/MCP_Server MCP for managing QVMConsole 0 Codex, OpenCode 1 64 tok
sebastienrousseau/inclusio Accessibility-first publishing engine — PDF/UA-2 + WTPDF + PDF/A-4f, C2PA + PAdES + SLSA p 0 Claude Code 1 —
jaronlu/llm-wiki-mcp MCP server that gives AI agents a governed wiki — candidates proposed, human approves, wik 0 Codex, OpenCode 1 629 tok
toantran201/mcp-google-sheets 0 Claude Code 1 2,593 tok