How real projects configure their agents

22,198 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
antonio-mello-ai/mcp-slack MCP server for slack 1 Claude Code, Codex, Gemini CLI, OpenCode 3 354 tok
kvas-it/mcp-ltm Long term memory for Claude Code and other LLM tools 1 Claude Code, Codex, OpenCode 2 759 tok
cvsloane/mainwp-mcp 1 Claude Code, Codex, OpenCode 2 245 tok
aferreiraguido/python-mcp-server MCP Server For Deterministic PYTHON Analysis 1 Codex, OpenCode 1 820 tok
mrorigo/simple-memory-mcp Personal memory MCP server backed by SQLite FTS5 BM25 search with temporal reranking. 1 Codex, OpenCode 1 808 tok
alDuncanson/gcal-mcp pypi.org Google Calendar MCP server 1 Codex, OpenCode 1 265 tok
quartz-labs-dev/pabal-resource-mcp npmjs.com MCP server for bidirectional conversion between ASO and web SEO data. 1 Codex, OpenCode 1 655 tok
chenqi146/torna-mcp 1 Codex, OpenCode 1 1,637 tok
rmstxrx/maestro-mcp Multi-host machine fleet + AI agent orchestra MCP server 1 Claude Code, Codex, Gemini CLI, OpenCode 3 4,715 tok
cosmocoder/mcp-web-docs Self-hosted MCP server to index and search any documentation site—public or private 1 Claude Code, Codex, Cursor, OpenCode 3 6,381 tok
DemandSphereDev/demandsphere-mcp MCP server for the DemandSphere platform 1 Claude Code, Codex, OpenCode 2 1,087 tok
datagen24/World-Anvil-MCP MCP service using the Boramir world Anvil API 1 Claude Code, Codex, OpenCode 2 4,886 tok
serenichron/mcp-cloudron MCP server for Cloudron instance management 1 Codex, OpenCode 1 2,644 tok
bcharleson/zoom-agent-cli npmjs.com CLI and MCP server for the Zoom API — built for humans and AI agents 1 Claude Code, Codex, OpenCode 2 3,418 tok
wirnat/gibrun MCP for End to End golang testing with DAP debugger, CURL, and PGSQL 1 Codex, OpenCode 1 795 tok
FrontMage/screenshot_mcp macOS screenshot/recording MCP server with a Swift capture CLI and Node MCP wrapper 1 Codex, OpenCode 1 346 tok
OmelchMichael/mcp_agent_mail 1 Codex, OpenCode 1 6,596 tok
FactrueSolin/image-edit-rmcp Align with the image editing function of OpenAI Web: Provide an MCP (Model Context Protoco 1 Codex, OpenCode 1 29 tok
kunobi-ninja/mcp MCP server for Kunobi — Kubernetes management from AI assistants 1 Claude Code, Codex, OpenCode 2 137 tok
dpunj/tldraw-mcp Let Claude draw on a tldraw canvas 1 Codex, OpenCode 1 336 tok
coreline-ai/antigravity_glm_mcp Gemini/Antigravity ↔ GLM-4.5 bridge MCP server and coding automation tools | MCP bridge an 1 Codex, OpenCode 1 926 tok
starlink-awaken/SocialGuessSkills A social reasoning system—a social system modeling MCP server for multi-Agent collaboratio 1 Codex, OpenCode 1 1,089 tok
pexcard/mcp npmjs.com Official MCP server for PEX 1 Codex, OpenCode 1 1,629 tok
Stonewater-Digital/snowdrop-mcp Snowdrop public MCP server — 1,500+ skills for the community 1 Codex, OpenCode 1 1,010 tok
Marcus-Rug-Intel/rug-munch-mcp MCP server for Marcus Rug Intel — 19 tools for crypto token risk analysis, rug pull detect 1 Claude Code, Codex, OpenCode 8 2,244 tok
ruifung/mcp-cm-bridge CodeMode MCP Bridge - Bridge your MCP servers using Code Mode! 1 Codex, OpenCode 1 98 tok
frstlvl/obsidian-mcp-server 1 Codex, GitHub Copilot, OpenCode 2 9,464 tok
mhoshdev/prompt-store-mcp Simple local prompt store MCP for LLM enabled applications. 1 Codex, OpenCode 1 197 tok
nazroll/wzrdbrain-mcp MCP server for generating inline skating wizard style combos. 1 Codex, OpenCode 1 465 tok
adibirzu/mcp_oci_opsi 1 Codex, OpenCode 1 788 tok
resq-software/pypi pypi.org Python packages for the ResQ disaster response platform: resq-mcp (FastMCP server connecti 1 Claude Code, Codex, OpenCode 2 1,191 tok
GadatheGod/freecad-mcp-pro Professional-grade FreeCAD MCP server enabling AI assistants to create parametric 3D model 1 Claude Code, OpenCode 7
Lucineer/LOG-mcp LOG Model Context Protocol — MCP server for the LOG.ai platform 1 Codex, OpenCode 1 749 tok
brunofin/openproject-mcp A Model Context Protocol (MCP) server that enables AI agents to interact with OpenProject' 1 Codex, OpenCode 1 1,046 tok
jeanbispo/tududi-mcp tududi.com MCP server for Tududi. 1 Claude Code, Codex, OpenCode 2 777 tok
molicherry/kimicode-search kimisearch MCP 1 Codex, OpenCode 1 1,376 tok
varunajaytawde28-design/smm-sync Persistent decision memory and contradiction prevention for AI coding agents. MCP server + 1 Claude Code, Codex, Cursor, OpenCode 6 1,329 tok
wave-av/mcp-server docs.wave.online WAVE MCP Server — 18 tools exposing the WAVE streaming APIs to Claude Code, Cursor and Win 1 Codex, OpenCode 1 521 tok
andrewkorot/mcp-server-unreal-engine A comprehensive MCP server that enables AI assistants to control Unreal Engine through the 1 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 3,121 tok
jeandelest/screen-mcp A FastMCP server that runs on the client machine and exposes screenshot tools to a host MC 1 Codex, OpenCode 1 741 tok
farrasfadhils/Godot-MCP 1 Codex, OpenCode 1 3,468 tok
vidal-renao/vidal-helpdesk-mcp vidal-helpdesk-mcp.vercel.app vidal-helpdesk-mcp 1 Codex, OpenCode 1 1,360 tok
coilyco-flight-deck/eco-mcp-app eco-mcp.coilysiren.me Inline Claude Desktop widget for any public Eco game server — live player counts, meteor c 1 Claude Code, Codex, OpenCode 5 1,140 tok
gabrielmahia/civic-agent-kit pypi.org Unified SDK for Kenya civic AI agents — NHIF, KRA, NTSA integrations, Swahili locale, MCP- 1 Codex, OpenCode 1 108 tok
sdntechforum/mcp-secure-access-community Cisco Secure Access MCP Server 1 Codex, OpenCode 1 3,037 tok
unvus/neosql-mcp Bridging NeoSQL and LLMs. Execute via npx to give your AI tools full access to NeoSQL's in 1 Codex, OpenCode 1 3,406 tok
paulieb89/uk-business-mcp 1 Claude Code, Codex, OpenCode 2 823 tok
cvandesande/project-code-intelligence Generic code intelligence indexer and stdio MCP server backed by Postgres/pgvector 1 Claude Code, Codex, OpenCode 2 1,424 tok
paulieb89/property-descriptions-mcp 1 Claude Code, Codex, OpenCode 2 797 tok
coveyjorjet/mcp-gerrit-code-review MCP Server for Gerrit Code Review 1 Codex, OpenCode 1 743 tok