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
jonpspri/databeak jonpspri.github.io Model Context Protocol server providing 40+ specialized CSV data manipulation tools for AI 2 Claude Code, Codex, OpenCode 3 1,609 tok
Leon-Algo/feishu_user_token_mcp 2 Codex, OpenCode 1 3,412 tok
Im-Hal-9K/capacities-mcp Capacities×MCP 2 Claude Code, Codex, OpenCode 4 1,660 tok
cameronsjo/mouse-mcp MCP server providing Disney parks data to Claude - attractions, dining, height requirement 2 Codex, OpenCode 1 155 tok
Legorobotdude/mcp-image-gen MCP server for Gemini AI image generation 2 Claude Code, Codex, OpenCode 2 748 tok
lesleslie/session-buddy Session management MCP server for Claude Code — automatic session lifecycle, searchable me 2 Claude Code, Codex, OpenCode 3 6,035 tok
cpjet64/WebAI-MCP Monitor browser logs and much more directly from MCP compatible IDEs. 2 Claude Code, Codex, OpenCode 2 1,327 tok
GumpperGroup/unlock-reso-mcp-remote 2 Claude Code, Codex, OpenCode 2 2,069 tok
clankercode/mcp-fetch-patents 2 Claude Code, Codex, OpenCode 2 1,275 tok
kaiye/mcp-fetch-page 2 Codex, OpenCode 1 583 tok
inboundemail/mcp inbound-mcp.vercel.app 2 Codex, OpenCode 1 1,369 tok
duvoai/cua-mcp-server Agentic MCP server for CUA Cloud - delegate desktop automation tasks to autonomous vision- 2 Claude Code, Codex, OpenCode 3 3,466 tok
mdemyanov/gramax-docportal-mcp MCP server for Gramax documentation portal — search, read articles, browse catalogs 2 Claude Code, Codex, OpenCode 2 1,879 tok
yellowcandle/legco-search-mcp legco-search-mcp.herballemon.workers.dev A remote Model Context Protocol (MCP) server deployed on Cloudflare Workers for accessing 2 Claude Code, Codex, OpenCode 2 4,231 tok
thinkchainai/stock-intelligence-mcp MCP App Server for stock market data — AI-driven interactive charts, financials, analyst r 2 Codex, OpenCode 1 1,947 tok
ulianbass/tradingview-mcp TradingView Desktop MCP bridge — 100+ tools for chart automation via CDP, Pine workflows, 2 Claude Code, Codex, OpenCode 2 750 tok
guirguispierre/spotifyMCP Cloudflare-hosted remote Spotify MCP server with OAuth and per-user token storage for AI a 2 Codex, OpenCode 1 293 tok
henkas/orderfood npmjs.com MCP server for AI-driven food delivery — search restaurants and manage orders on Uber Eats 2 Claude Code, Codex, OpenCode 2 1,534 tok
li-yq/namespaced-hpc-mcp MCP server for namespaced HPC 2 Codex, OpenCode 1 842 tok
s9hn/figma-compaction-mcp MCP bridge that prunes Figma design context into compact plain-text context for agents 2 Codex, OpenCode 1 498 tok
sandraschi/opencode-cli-mcp MCP server that wraps opencode CLI's HTTP API (opencode serve) into MCP tools, plus a weba 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,910 tok
tristanmanchester/sifs Extremely fast hybrid code search for agents. 2 Codex, OpenCode 1 259 tok
kruschdev/pg-git-mcp A PostgreSQL-backed Git implementation and semantic memory MCP server for AI coding agents 2 Codex, OpenCode 1 807 tok
joshdougall/memory-mcp Valkey-backed MCP memory server for AI agents — persistent, searchable, versioned cross-se 2 Codex, OpenCode 1 1,040 tok
paulieb89/uk-property-mcp 2 Claude Code, Codex, OpenCode 5 1,272 tok
theobjectivedad/powersearch-mcp PowerSearch MCP helps AI agents search and retrieve content from the public web with fewer 2 Codex, GitHub Copilot, OpenCode 2 1,562 tok
langlink-localization/xliff-mcp-server MCP server for processing XLIFF translation files 2 Codex, OpenCode 1 320 tok
kitimark/claudeai-mcp-bridge Bridge claude.ai connectors (Slack, Atlassian, Gmail, Calendar) into any MCP client with z 2 OpenCode 4
sydasif/nornir-mcp-server Nornir MCP Server provides a specialized set of tools for network engineers and AI agents 2 Claude Code, Codex, OpenCode 2 840 tok
neutral-Stage/gmail-mcp-server neutral-stage.github.io A powerful Gmail MCP server for AI agents — search, read, send, organize emails via Claude 2 Codex, OpenCode 1 1,398 tok
ghost-maxi/fivem-enhanced-mcp Unofficial, source-grounded MCP server and Codex skill for framework-neutral FiveM develop 2 Codex, OpenCode 1 445 tok
yushulx/simple-dynamsoft-mcp npmjs.com MCP (ModeContext Protocol) server that enables AI assistants to write correct code with Dy 2 Codex, OpenCode 1 1,629 tok
bojanrajkovic/mcp-paprika 2 Claude Code, Codex, OpenCode 4 2,879 tok
twinity1/better-confluence-mcp MCP server for confluence adjusted to work better with coding agents 2 Claude Code, Codex, OpenCode 2 2,384 tok
Kemetra/Seshat-BI pypi.org Agent-first BI readiness system -- profiles sources, governs medallion mappings, and gates 2 Claude Code, Codex, OpenCode 61 2,594 tok
chiyan11/glm-4.6v-flash-mcp 2 Codex, OpenCode 1 487 tok
biocontext-ai/protocol-mcp Wet lab protocol retrieval MCP server, including protocols.io 2 Claude Code, Codex, OpenCode 2 68 tok
Tehnolabs/pixelforge-mcp AI-powered image generation, editing, and analysis MCP server using Google's Gemini models 2 Claude Code, Codex, OpenCode 2 2,506 tok
ZDOSS/HeroLink RPG Maker MV (and MZ) MCP bridge 2 Codex, OpenCode 1 2,455 tok
psam-717/psamvault-mcp 2 Claude Code, Codex, OpenCode 2 4,267 tok
Kos-M/tempus-mcp MCP server for Toggl Track - time entries, projects, workspaces, and time slot management 2 Codex, OpenCode 1 328 tok
wanghehacker/cocos-mcp 2 Codex, OpenCode 1 439 tok
hoainho/ohmyperf hoainho.github.io Real-machine, real-browser web perf measurement with ~99% iframe coverage. LLM-native + AI 2 Claude Code, OpenCode 8
xbirimensah/whatsapp-bridge Self-hosted WhatsApp bridge for AI agents (Baileys + Fastify + SQLite + MCP) 2 Codex, OpenCode 1 3,738 tok
sandraschi/plexmcp Talk to your Plex library from Claude — FastMCP server + Tauri desktop app + web UI for br 2 Claude Code, Codex, Cursor, OpenCode 6 2,716 tok
2xapi/2Xapi.com-GPT-image-MCP-Server GPT-image-MCP-Server 2 Codex, OpenCode 1 1,436 tok
wilfoa/polybugger-mcp opencode-agent-debugger 2 Codex, OpenCode 1 759 tok
sandraschi/ittybittyvideos tiny tool, big videos. topic in, video out. no film degree required. webapp, windows app a 2 Claude Code, Codex, OpenCode 2 1,001 tok
boonkgim/mcp-google-contacts Remote MCP server for Google Contacts on Cloudflare Workers, for use as a claude.ai custom 2 Claude Code, Codex, OpenCode 2 45 tok
sorryorc/mcp-codex-worker sorryorc.github.io Make Codex stop eating giant diffs: delegate heavy Claude Code loops to cheap gateways and 2 Claude Code, Codex, OpenCode 16 389 tok