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
benhodgson87/fireboard-mcp fireboard-mcp.up.railway.app Unofficial MCP server for the Fireboard BBQ temperature monitoring API 0 Claude Code, Codex, OpenCode 2 830 tok
jesusjaehan/LLM-Wiki-MCP 0 Claude Code, Codex, OpenCode 2 1,559 tok
shiwani42/Mike A Splunk-native agent that turns SOC analyst reasoning into a queryable institutional know 0 Codex, OpenCode 1 5,655 tok
reunionstudio/airlock-mcp 0 Codex, OpenCode 2 511 tok
vhspace/goldenmcp goldenmcp-e9l6.vercel.app MCP server 0 Claude Code, Codex, Cursor 10
mcallaway/safari-reading-list-mcp Python MCP server and CLI for Safari Reading List workflows 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 995 tok
gossipauthorxpm/docs-mcp 0 Claude Code, Codex, OpenCode 2 902 tok
KingDonRush/whatsapp-web-mcp WhatsApp Web MCP for structured conversation export, media capture, WhisperX transcription 0 Codex, OpenCode 1 534 tok
artugrande/celo-mcp celo-mcp-git-main-artugrandes-projects.vercel.app Open-source remote MCP server for Celo — read+write access for any LLM. Unsigned-tx writes 0 Claude Code, Codex, OpenCode 2 79 tok
ouzlifaneyassine1-dot/onyx-engine OnyxEngine - AI-Native Game Engine powered by OpenCode. Glassmorphism UI, 50 animations, 4 0 Claude Code, Codex, Gemini CLI, OpenCode 3 2,130 tok
GreatPyreneseDad/cerata-mcp-server Production-grade MCP server with Rose Glass perception engine and Python nematocyst integr 0 Claude Code, Codex, OpenCode 2 5,426 tok
XMV-Solutions-GmbH/microsoft-tasks-mcp MCP server for Microsoft Planner + To Do, audit-preserving, never-auto-modify-other-people 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,241 tok
surendranb/wikipedia-mcp-server Progressive-retrieval MCP server for Wikipedia 0 Codex, OpenCode 1 580 tok
twodogwang/mcp-demo 0 Codex, OpenCode 1 588 tok
schoox/schoox-mcp-server MCP server for querying Schoox LMS data via AI assistants 0 Codex, OpenCode 1 807 tok
ananta888/job-search-mcp Local MCP server for policy-aware multi-portal job search with OpenCode 0 Codex, OpenCode 2 2,490 tok
GSA-TTS/mcp-server-gis-helper MCP server to host GIS tools 0 Claude Code, Codex 2
TheDancingDeveloper-org/cadastre Cadastre infrastructure knowledge catalog and broker 0 Codex, OpenCode 1 1,053 tok
SNComrade/Rail-Connector-MCP Local MCP bridge for operating Claude Code Remote Control from Codex. 0 Codex, OpenCode 4 251 tok
CyperNexus/blockbench-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 11 2,984 tok
mateusoliveirab/clibridge 0 Claude Code, Codex, OpenCode 2 1,019 tok
C3SC0-V4113/Identity-Service-MCP 0 Claude Code, Codex, OpenCode 2 209 tok
jools333/bingx-mcp 0 Codex, OpenCode 1 666 tok
jiabin-24/mail-mcp 0 Codex, GitHub Copilot, OpenCode 2 2,275 tok
ozzy-labs/suasor A local-first AI secretary that gathers your scattered work context into private memory yo 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,509 tok
bestimmaa/posprint-mcp 0 Codex, OpenCode 1 354 tok
MDX-0003/UE-MCP-Harness 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 25 6,872 tok
thijserven/prijsprofeet-mcp Unofficial MCP server for the PrijsProfeet API. 0 Codex, OpenCode 1 888 tok
ershu-lab/ershu-mcp 0 Claude Code, Codex, OpenCode 2 488 tok
ArchAstro/intern-mcp Retired local MCP implementation. Use ArchAstro/intern for the CLI or https://tryintern.de 0 Codex, OpenCode 1 178 tok
CochranResearchGroup/business-card-watchdog User-scoped OCR and App Intelligence service for batch business-card contact ingestion 0 Codex, OpenCode 1 552 tok
djfunboy/joint-chiefs jointchiefs.ai Multi-model AI code review orchestrator with hub-and-spoke debate 0 Claude Code, Codex, OpenCode 2 1,390 tok
klappy/bee-ai-auth-mcp Self-host-first, OAuth-secured MCP server that brings your Bee AI pendant’s conversations 0 Claude Code, Codex, OpenCode 2 1,578 tok
liuhaotian2024-prog/gov-mcp Governed execution layer for AI agents — MCP server with Y*gov runtime enforcement 0 Claude Code, Codex, OpenCode 4 121 tok
bradbogdan/kalendia-mcp 0 Claude Code, Codex, OpenCode 2 732 tok
TMHSDigital/local-ai-mcp tmhsdigital.github.io Unified MCP server for managing local model runtimes (Ollama, LM Studio, and more): provid 0 Claude Code, Codex, Cursor, OpenCode 3 1,293 tok
Revens2/waw-mcp World Agentic Web MCP server: real email identity, OTP reading, autonomous signup, MCP dis 0 Claude Code, Codex, OpenCode 13 2,601 tok
sharph/lunchmoney-mcp-mini a minimal MCP implementation for lunchmoney's v2 API 0 Codex, OpenCode 1 164 tok
ZRZRING/vision-mcp 0 Claude Code, Codex 1
Backerss/web-search-mcp Free web search MCP server via SearXNG 0 Codex, OpenCode 1 1,121 tok
get-mdpilot/MDPilot-mcp md-pilot-mcp.vercel.app 0 Claude Code, Codex, OpenCode 3 959 tok
shinypebble/openai-ads-mcp 0 Claude Code, Codex, OpenCode 2 15 tok
ahmadzafar-code/emailsRboring Apple Mail MCP server for my Stanford inbox 0 Codex, OpenCode 1 1,064 tok
ramadhanidiwanda-alt/threads-mcp MCP server for Threads comment research — analyze public sentiment and frustrations via AI 0 Codex, OpenCode 1 512 tok
xmszm/memory Personal MCP memory server 0 Codex, OpenCode 1 1,963 tok
hor-net/llm-wiki-kiss Wiki KISS self-hosted per agenti AI: file Markdown + server MCP (stdio) + REST API fallbac 0 Claude Code, Codex 2
WhileTrueBlackObelizk/shared-workspace-mcp Shared Workspace MCP server for agent handover, pipelines, code tools, and token usage tra 0 Claude Code, Codex, OpenCode 2 1,050 tok
damosullivan/daft-mcp MCP server that lets AI assistants search Irish property listings on Daft.ie via the daftl 0 Codex, OpenCode 2 784 tok
miticojo/ge-app-mcp 0 Codex, OpenCode 1 4,518 tok
dpaula/chatgpt-codex-local-mcp Local MCP server for ChatGPT/Codex workspace access 0 Claude Code, Codex, OpenCode 13 187 tok