How real projects configure their agents

24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
UMBRAXON/kya-hub umbraxon.xyz Know Your Agent — Lightning-paid, Ed25519-anchored identity & reputation protocol for auto 0 Codex, Cursor, OpenCode 2 3,353 tok
Jah-yee/diagrams-mcp-server microsoft.github.io MCP server for generating professional infrastructure diagrams using the Python diagrams D 0 Claude Code, Codex, OpenCode 2 5,053 tok
CBEPX/talos-mcp-server 🤖 AI-powered Talos Linux management via Model Context Protocol (MCP) 0 Claude Code, Codex, Cursor, OpenCode 5 1,183 tok
obrien-matthew/mcp-mealie MCP server for Mealie 0 Claude Code, Codex, OpenCode 2 316 tok
Try3D/JupyterMCP pypi.org Jupyter Notebook MCP Server 0 Claude Code, Codex 1 —
fastmcp-me/magic-api-mcp-server Magic-API MCP Server - A Model Context Protocol server for Magic-API development 0 Codex, OpenCode 1 749 tok
harryhazza77/aws-safe-mcp Safe, read-only MCP server for AWS investigation by AI coding agents 0 Codex, OpenCode 1 2,078 tok
iflow-mcp/openai-sdk-knowledge-org openai-sdk-knowledge.org Live example MCP server built with Cloudflare Workers/Queues/Vectorize/D1 and OpenAI Agent 0 Claude Code, Codex, OpenCode 2 2,450 tok
Asheng008/unifiles-mcp 0 Claude Code, Codex, Cursor, OpenCode 9 1,248 tok
jr2804/outlook-desktop-mcp Private fork of Aanerud/outlook-desktop-mcp with calendar folder support 0 Codex, OpenCode 1 1,843 tok
casterkay/ruminer-browser-agent chrome.ruminer.app The AI agent you love with central long-term memory integrating from all your AI chat plat 0 Claude Code, Codex 18 —
obrien-matthew/mcp-garmin MCP server for Garmin Connect health and fitness data 0 Claude Code, Codex, OpenCode 2 300 tok
FojleRabbiRabib/gemini-bridge A lightweight MCP server bridging AI agents to Google's Gemini AI via official CLI 0 Claude Code, Codex, OpenCode 2 3,602 tok
nickshffer/graph-rag-mcp-server 0 Claude Code, Codex, OpenCode 2 2,966 tok
sondt2709/cloud-vm-mcp-py 0 Claude Code, Codex, GitHub Copilot, OpenCode 25 1,650 tok
aidenappl/lattice-mcp 0 Codex, OpenCode 1 9,153 tok
DominikPollok/mcp-for-metabase 0 Codex, OpenCode 4 431 tok
carbonstop-hub/carbonstop-mcp MCP server for Carbonstop — carbon footprint modeling via Carbonstop Gateway API 0 Codex, OpenCode 1 354 tok
hirurg-lybitel/MCP-Nexus mcp-nexus-fgka.onrender.com A comprehensive demonstration of Model Context Protocol (MCP) server with universal access 0 Claude Code, Codex 1 —
drunkrhin0/rapid7-docs-mcp MCP to retrieve Rapid7 docs, website and extensions info. 0 Codex, OpenCode 1 1,343 tok
IceWreck/SearxNG-MCP-Server MCP Server for SearxNG 0 Claude Code, Codex, OpenCode 2 863 tok
deeprave/mcp-guide MCP server for handling guidelines, project rules and controlled development workflow acro 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 29 1,547 tok
tterrasson/mcp-searxng MCP Server for SearXNG 0 Claude Code, Codex, OpenCode 2 98 tok
poad/aws-mcp-lambda-server 0 Codex, OpenCode 1 995 tok
jackspooner/agentcanvas Agent-operable web canvas service with dedicated MCP controls 0 Codex, OpenCode 1 760 tok
bazhuayu-team/bazhuayu-mcp 0 Claude Code, Codex, Gemini CLI, OpenCode 3 16,803 tok
pushkarev-alexandr/cerebro-mcp MCP server for read-only access to Cerebro via LLM tools 0 Codex, OpenCode 1 1,502 tok
jagonzalr/knocoph npmjs.com Knocoph (nok-of) is a local MCP server that parses TypeScript and JavaScript codebases int 0 Codex, GitHub Copilot, OpenCode 2 2,026 tok
bitbankinc/bitbank-mcp-server MCPserver for bitbank 0 Claude Code, Codex, Cursor, OpenCode 7 720 tok
leongxj123/entrez-mcp-server 0 Claude Code, Codex, OpenCode 2 2,428 tok
NeuroGhostDev/booster_mcp Booster MCP is an MCP server for semantic code analysis, repository mapping, and large cod 0 Codex, OpenCode 1 659 tok
henrikogaard/mcp-polvenn Local-first MCP server for Vinmonopolet beer releases and stock lookups 0 Claude Code, Codex, OpenCode 2 3,456 tok
ALLLLLL703/midi A secure TypeScript MCP server for MuScriptor audio-to-MIDI transcription 0 Codex, OpenCode 1 241 tok
srobbins-sfdc/GoogleADK-to-SalesforceMCP 0 Codex, OpenCode 1 748 tok
rlaalsdn4564/korea-ecommerce-integrated-channel-mcp 0 Codex, OpenCode 1 1,345 tok
Aphelion-Development/tero-mcp 0 Codex, OpenCode 1 216 tok
LeoLisena/pampa-pilot AI-powered music production agent for REAPER and other DAWs 0 Codex, OpenCode 1 1,505 tok
alejandro-cedeno-10/contextforge-cli 0 Claude Code, Codex, OpenCode 9 586 tok
filhocf/sonarqube-mcp-py 0 Codex, OpenCode 1 428 tok
socials-zanskar/nubra-mcp-server 0 Codex, OpenCode 1 543 tok
madelponte/mcp-server mcp tools 0 Codex, OpenCode 1 5,727 tok
rorygeddes/luni_mcp luni-mcp.vercel.app 0 Claude Code, Codex 1 —
oWretch/zencontrol-cloud-mcp MCP Server for interacting with the Zencontrol Cloud REST and Live APIs 0 Codex, OpenCode 1 1,081 tok
u9401066/asset-aware-mcp u9401066.github.io Agent document collaboration: versioned PDF pages/annotations/forms, raster frames, DOCX/P 0 Claude Code, Codex, GitHub Copilot, OpenCode 16 18,489 tok
mclarkson/bptool MCP server for recording and reading blood pressure readings. 0 Codex, OpenCode 1 713 tok
fbdo/business-day-mcp MCP server exposing read-only tools for business-day and holiday arithmetic across 60+ cou 0 Codex, OpenCode 1 2,187 tok
lukleh/mcp-read-only-argocd MCP server for read-only access to Argo CD instances 0 Codex, OpenCode 1 2,322 tok
Ringer/telique-mcp 0 Codex, OpenCode 1 1,017 tok
hex/teamcity-mcp 0 Codex, OpenCode 1 431 tok
cuongph-dev-work/jira8_mcp 0 Claude Code, Codex, OpenCode 2 5,381 tok