How real projects configure their agents

23,251 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
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 6,974 tok
DominikPollok/mcp-for-metabase 0 Codex, OpenCode 4 431 tok
Direct-TO/kail-mcp 0 Codex, OpenCode 1 30 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 30 1,465 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 4,938 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: PDF assets, DOCX writeback, versioned spreadsheets and wikil 0 Claude Code, Codex, GitHub Copilot, OpenCode 17 5,369 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 Claude Code, Codex, OpenCode 2 2,284 tok
hex/teamcity-mcp 0 Codex, OpenCode 1 431 tok
cuongph-dev-work/jira8_mcp 0 Claude Code, Codex, OpenCode 2 5,381 tok
untitled-developers/shopify-mcp untitled-developers.github.io 0 Claude Code, Codex, OpenCode 2 784 tok
minghsuy/ctscout-mcp MCP server for ctscout.dev — domain discovery via Certificate Transparency 0 Codex, OpenCode 1 761 tok
connxio/cli Connxio CLI and MCP server for AI-assisted Connxio management workflows 0 Claude Code, Codex, OpenCode 2 1,763 tok
owrede/vault-memory Local-first semantic memory MCP server for Obsidian vaults 0 Claude Code, Codex, OpenCode 2 5,944 tok
bunizao/edstem-mcp edstem.tuuhub.com Use Ed Discussion from any MCP client. 0 Codex, OpenCode 1 2,362 tok
arrrnmp/discord-mcp MCP server for 80+ Discord API endpoints. Member management, moderation, and messaging, wi 0 Claude Code, Codex, Gemini CLI 3 1,923 tok
TadMSTR/ntfy-mcp MCP server for sending push notifications via ntfy. One tool, no database, stateless — it' 0 Codex, OpenCode 1 307 tok
josecarlos3390/sap-hana-mcp-server 0 Codex, OpenCode 1 2,395 tok
playbattlegrid/battlegrid-mcp BattleGrid MCP server — play crypto prediction games from AI agents 0 Claude Code, Codex, OpenCode 2 4,803 tok
GravityKit/drip-mcp-server gravitykit.com MCP server for Drip email marketing API integration 0 Codex, OpenCode 1 2,447 tok
WilliamLINWEN/bitbucket-mcp 0 Codex, OpenCode 1 933 tok
nikzdevz/OBSMCP OBS MCP / Obsidian MCP for project continuity, multi-session AI workflows, semantic code c 0 Claude Code, Codex, OpenCode 3 705 tok