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
RobinBreugelmans-S/mcp 0 Codex, OpenCode 1 912 tok
berthojoris/sqlite-mcp 0 Codex, OpenCode 1 308 tok
gurdasnijor/server-quality-harness MCP Server quality harness 0 Codex, OpenCode 1 3,841 tok
bencousins22/tab-mcp MCP server for TAB 0 Codex, OpenCode 1 4,420 tok
maicFir/server-fs-mcp An MCP tool for operating on local files 0 Codex, OpenCode 1 1,202 tok
donghunee/my-first-mcp-server 0 Codex, OpenCode 1 3,862 tok
kelvincushman/local-fusion Local OpenRouter-Fusion-style multi-model council: panel + judge + synthesizer over local 0 Claude Code, Codex, OpenCode 2 918 tok
kevinlin/gitlab-mr-mcp Interact seamlessly with GitLab repositories to manage merge requests and issues. Fetch de 0 Codex, OpenCode 1 361 tok
huuthangntk/dokploy-mcp 0 Codex, OpenCode 1 3,862 tok
FVEFWFE/attio-mcp-server Attio Model Context Protocol (MCP) server implementation 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,330 tok
SauravPahadia/oura-mcp 0 Codex, OpenCode 1 3,841 tok
dpupek/fogbugz-mcp 0 Codex, OpenCode 1 990 tok
SmartManoj/smithery-sample 0 Codex, OpenCode 1 4,420 tok
berntpopp/metadome-link genefoundry.org MCP server for MetaDome: per-position missense tolerance (dN/dS) landscapes for human tran 0 Claude Code, Codex, OpenCode 10 4,086 tok
everyai-com/distillory Local-first memory engine that synthesizes at ingestion — one schema-graded profile per en 0 Codex, OpenCode 1 443 tok
shxiaj/everything-mcp MCP (Model Context Protocol) server for Everything — the lightning-fast Windows file searc 0 Codex, OpenCode 1 847 tok
NakanoSanku/msc-mcp 0 Codex, OpenCode 1 462 tok
intersystems-community/medical-graphrag-assistant Agentic clinical chat interface powered by InterSystems IRIS, NVIDIA NIM, and Model Contex 0 Claude Code, Codex, OpenCode 10 3,998 tok
becksclair/oracle-mcp Oracle MCP to allow agents to consult smarter models for advice 0 Claude Code, Codex, OpenCode 2 1,006 tok
jeromewoody/freshrss-mcp 0 Codex, OpenCode 1 123 tok
ehukaimedia/google-webmaster-mcp 0 Codex, OpenCode 1 316 tok
wuyuwenj/api-doc-mcp 0 Codex, OpenCode 1 3,788 tok
Ripnrip/Quake-Coding-Arena-MCP 0 Claude Code, Codex, OpenCode 2 7,365 tok
koizumikento/e-stats-mcp profile.straydogman.com MCP server for searching and retrieving Japan’s official e-Stat government statistics. 0 Claude Code, Codex, OpenCode 2 393 tok
ciJaein/ci-openapi-mcp 0 Codex, OpenCode 1 3,841 tok
cyberimaginationsi-gif/mcp-takeoff 0 Codex, OpenCode 1 3,856 tok
linkwut-create/local-rag-core Headless local-first RAG knowledge library for MCP, CLI, HTTP, and AI-tool workflows. 0 Claude Code, Codex, OpenCode 3 929 tok
j0hanz/prompt-tuner-mcp-server 0 Codex, OpenCode 1 1,049 tok
baanish/synthetic-search-mcp 0 Codex, OpenCode 1 613 tok
SAK1337/dune-mcp 0 Claude Code, Codex, OpenCode 5 973 tok
reilly3000/tool-plaid MCP server tool for syncing Plaid transactions and account balances 0 Codex, OpenCode 1 132 tok
sandraschi/directmedia-mcp FastMCP 3.2 server accessing Directmedia Publishing Digitale Bibliothek with text extracti 0 Codex, OpenCode 1 39 tok
mjordi/unsplash-mcp-server MCP server for Unsplash API integration 0 Claude Code, Codex, OpenCode 2 1,907 tok
prosdevlab/doc-agent Document extraction and semantic search CLI with MCP integration. Extract structured data 0 Claude Code, Codex, OpenCode 2 1,845 tok
jasper-zsh/espidf-mcp 0 Codex, OpenCode 1 502 tok
RhombusSystems/rhombus-node-mcp developer.rhombus.com An MCP server implementation that integrates the Rhombus API to provide Chatbot tools. 0 Codex, OpenCode 1 767 tok
tomatitito/code-walkthrough-mcp 0 Codex, OpenCode 1 2,524 tok
ZeaoZhang/database-mcp 0 Claude Code, Codex, OpenCode 5 4,760 tok
dahlia/clipboard-mcp An MCP server that provides tools for reading and writing system clipboard data. Works on 0 Claude Code, Codex, OpenCode 2 1,035 tok
j0hanz/todokit-mcp-server 0 Codex, OpenCode 1 3,021 tok
codester1000/raindrop-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 6,439 tok
masseater/scrapbox-mcp 0 Claude Code, Codex, OpenCode 4 1,100 tok
erkamkavak/svg-maker-mcp Simple mcp server that can validate, render, optimize, save and convert svg codes. 0 Codex, OpenCode 1 3,841 tok
jordyvandomselaar/exa-mcp-server Exa MCP for web search and web crawling! 0 Codex, OpenCode 1 333 tok
king-of-the-grackles/discourse-mcp MCP client for Discourse sites 0 Codex, OpenCode 1 1,755 tok
gmlee-ncurity/redmine-mcp-server Model Context Protocol server for Redmine integration 0 Claude Code, Codex, OpenCode 2 3,979 tok
cintelis/agentic-mcp-server 0 Codex, OpenCode 1 1,370 tok
that0n3guy/mealie-mcp-server-ts Typescript based mcp server for mealie 0 Claude Code, Codex, OpenCode 11 836 tok
Rob-P-Smith/mcpragcrawl4ai A custom implementation for personal use of crawl4ai in my local environment, largely ai g 0 Codex, OpenCode 1 4,003 tok
DeliciousBuding/fund-dashboard TokenDance Fund — personal portfolio management for fund and stock holdings, XIRR, look-th 0 Codex, OpenCode 1 1,643 tok