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
kaero313/barrier-free-mobility-mcp 0 Codex, OpenCode 1 1,077 tok
LePomas/garminconnect-mcp MCP server exposing personal Garmin Connect data to Claude, Codex, and Gemini CLI — a thin 0 Codex, Gemini CLI, OpenCode 2 765 tok
allardhoeve/foundry-cli A CLI and MCP server for FoundryVTT 0 Claude Code 1 617 tok
mocchalera/xserver-files-mcp Local stdio MCP server and CLI for safe XServer file operations over SFTP. 0 Claude Code, Codex, Gemini CLI, OpenCode 3 571 tok
datacore-one/datacore-mcp MCP server exposing Datacore knowledge and learning capabilities 0 Claude Code 1 206 tok
mayanks/null0 An open-source MCP server that connects AI assistants (Claude, ChatGPT, and others) to you 0 Claude Code 1 950 tok
lxnewayfarer/gitlab-mcp A production-ready OAuth 2.0 MCP server that lets AI agents interact with GitLab through a 0 Claude Code 1 1,494 tok
devanshu-tg/tg-sf-mcp 0 Claude Code 1 3,090 tok
jacobwjs/brand-images-to-notion Generate on-brand images with gpt-image-2 and upload them into Notion — an MCP server Clau 0 Claude Code 1 1,177 tok
Salman0076/mongodb-intelligence-mcp 0 Cursor 1 515 tok
4nm1tsu/vikunja-mcp 0 Claude Code 1 2,215 tok
PieterVDMerwe/ollama-wrapper-mcp A Python-based Model Context Protocol (MCP) server wrapping local Ollama capabilities. 0 Claude Code, Codex 1 —
kieksme/mcp-hashnode MCP server for the Hashnode GraphQL API — create drafts, publish posts, manage your blog v 0 Codex, OpenCode 1 52 tok
jiridudekusy/signal-cli-mcp 0 Claude Code, Codex, OpenCode 2 825 tok
zeal-tristian-chevier/containerized-freshbooks-mcp 0 Claude Code 3 818 tok
neflingcreations/PBI-MCP MCP server giving AI agents live access to Polish business data — VAT whitelist (Biała Lis 0 Codex, OpenCode 1 1,250 tok
PRojas01/SP-DevControl Local governance layer for AI-assisted development. Policy enforcement, approval gates, au 0 Claude Code, Cursor 3 724 tok
gblush/impactdotcom-mcp 0 Claude Code 1 1,192 tok
e2its/myrmion-graphrag Servidor MCP que expone una base GraphRAG local (LightRAG + Ollama) a Claude Code en VS Co 0 Claude Code 3 1,198 tok
luislopezsanchez/n8n-mcp-server Servidor MCP para n8n — fork de czlonkowski/n8n-mcp optimizado para producción con Docker 0 Claude Code 9 2,581 tok
tlaakso07/linear-mcp Production-grade MCP server for Linear. 0 Claude Code 1 327 tok
The-Endurance-Group/commonality-mcp MCP-native Commonality — sales intelligence as a Claude connector 0 Claude Code 1 2,185 tok
gavinsomers/obsidian-mcp-context Turn textual Obsidian vaults into AI-ready context exposed through MCP. 0 Codex, OpenCode 1 350 tok
paztek/twinkly-mcp A MCP Server to give control of your Twinkly lights to your AI Agents 0 Claude Code 1 5,998 tok
xleepy/android-emulator-mcp An MCP server for inspecting and controlling Android devices through ADB 0 Codex, OpenCode 1 490 tok
Claire-s-Monster/pixi-task A secure MCP server providing controlled access to pixi tasks and commands, eliminating ag 0 Claude Code 5 3,494 tok
domucchi/peer-cli-mcp MCP bridge for calling local coding-agent CLIs such as Codex and Claude Code 0 Codex, OpenCode 1 115 tok
edudutra/mcp-tableau Servidor [Model Context Protocol](https://modelcontextprotocol.io) construído com [FastMCP 0 Claude Code, Codex, OpenCode 22 1,580 tok
Nhuajia/RAG_MCP 0 Claude Code, Codex 9 —
rubencodex86/molonion-graphql-mcp MCP server for moloniON - Software de faturação 0 Claude Code 1 2,832 tok
C9Boom7/recycling-helper-mcp MCP server that provides guidance on properly sorting and disposing of confusing household 0 Claude Code, Codex, OpenCode 2 653 tok
Syamsuddin/MikroCLAW Agent MCP AI untuk Mikrotik 0 Claude Code 12 —
jorsenc/image-gen-mcp MCP Server for Image Generation using Pollinations.ai 0 Claude Code 2 1,066 tok
nacho4d/mcp-web-search A local MCP server that gives Claude web search and page fetching capabilities — built to 0 Codex, OpenCode 1 472 tok
valternunez/refract Agent-first responsive screenshots — render a URL at N viewports, get images + structured 0 Codex, OpenCode 1 988 tok
i2mint/enlace_connector Deploy Python functions as authenticated MCP connectors on an enlace platform 0 Claude Code 1 —
itayshmool/images-mcp Images MCP Server - Generate and edit images via Google Gemini 0 Claude Code 1 —
tools-for-agents/lens tools-for-agents.github.io 🔎 Token-efficient code & doc retrieval for agents: FTS5 search, symbol outlines, surgical 0 Codex, OpenCode 1 717 tok
tools-for-agents/agent-hq tools-for-agents.github.io 🛰️ Operating platform for an all-agent company: shared memory, kanban-for-agents, agent r 0 Codex, OpenCode 1 1,041 tok
florianbuetow/low-latency-tts-api-server-mcp Local text-to-speech CLI and API server powered by the tiny tts kokoro model via tts.cpp, 0 Claude Code, Codex, OpenCode 2 1,030 tok
theperrygroup/Dotloop-MCP 0 Codex 1 —
alexlivre/minimax-image-mcp MCP server for MiniMax image generation API (image-01) 0 Codex, OpenCode 1 697 tok
bb4rjfl/saju-concierge Saju Concierge — Korean fortune-telling MCP server (사주 운세). Agentic Player 10. 0 Claude Code 5 2,444 tok
0xFieldsy/node-mcp-template Build stdio and HTTP MCP servers in Node.js with modern tooling 0 Codex, OpenCode 1 335 tok
helloNice/ssh-mcp-jumpserver 0 Claude Code, Codex, OpenCode 2 1,457 tok
kkk2jp/atodeyomu-mcp 0 Claude Code 1 —
coldzero94/cold-frame Local-first memory for AI agents — one SQLite file you own, offline, no API key. Claude Co 0 Claude Code 3 6,909 tok
khuongtt/codeparse-mcp 0 Claude Code, GitHub Copilot 3 4,114 tok
Grinv/mcp-server-template Template for building TypeScript MCP servers (stdio, .mcpb packaging, CI). Reusable carcas 0 Claude Code, Codex, OpenCode 2 1,301 tok
astragenie/astramem-local Local-first memory daemon for AI coding agents — SQLite + sqlite-vec + FTS5 + Ollama/Azure 0 Claude Code, Codex, OpenCode 9 4,240 tok