How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
a-wiseguy/invoiceninja-mcp if the invoice i sent is too high, blame claude. 1 Codex, OpenCode 1 1,402 tok
eficode/mcp-agileday MCP server for agileday 1 Codex, OpenCode 1 1,028 tok
sandraschi/observability-mcp FastMCP 3.2 observability server for monitoring MCP ecosystems with OTel and Grafana 1 Claude Code, Codex, Cursor, OpenCode 4 516 tok
waynebaby/MCPTokenBridge 1 Codex, GitHub Copilot, OpenCode 2 1,318 tok
jscraik/mKit MCP Server Boilerplate for Cloudflare Workers 1 Claude Code, Codex, OpenCode 2 633 tok
adrianmikula/JakartaMigrationMCP 1 Codex, Cursor, OpenCode 4 4,267 tok
creative-koalas/kmux Block-oriented terminal MCP server, tailored for AI/LLMs 1 Codex, OpenCode 1 47 tok
jorben/mcp-server A unified MCP (Model Context Protocol) server with pluggable tools. 1 Codex, OpenCode 1 1,085 tok
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
hetpatel-11/supermemory-mcp Supermemory Graph with any MCP client - ChatGPT, claude, etc 1 Claude Code, Codex 3
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
diaz3618/memory-bank-mcp npmjs.com Memory Bank MCP Server with Remote SSH support and more 1 Claude Code, Codex, GitHub Copilot 2 1,350 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
Vasudev-Das/we_hack_for_fun_EXE AI-powered Active Directory attack simulation and MITRE ATT&CK analysis platform built wit 1 Claude Code, Codex 5
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
IcedVodka/rag_mcp rag_mcp 1 Claude Code, Codex 9
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