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
obrien-matthew/mcp-spotify pypi.org MCP server for Spotify -- playlist building, playback control, and music discovery for Cla 0 Claude Code, Codex, OpenCode 2 295 tok
nikolasbarwicki/mcp-prompt-lab Prompt evaluation workbench as an MCP server — run evals, compare providers, and test as 0 Claude Code, Codex, OpenCode 2 241 tok
RyanDam/EssentialMCP EssentialMCP for local LLM 0 Codex, OpenCode 1 556 tok
celfons/mcp 0 Codex, OpenCode 1 360 tok
ncleton-petitmaker/greenweez-mcp Unofficial Greenweez MCP server and CLI with verified cart mutations. 0 Claude Code, Codex, OpenCode 2 1,771 tok
seepine/minimax-coding-plan-mcp Mcp Server For MiniMax of web_search and understand_image 0 Codex, OpenCode 1 55 tok
84emllc/google-calendar-mcp MCP server for Google Calendar - event management via Model Context Protocol 0 Claude Code, Codex, OpenCode 8 2,496 tok
greybeam/mcp Greybeam MCP server 0 Claude Code, Codex, OpenCode 2 2,506 tok
PirAhmedShah/Super-Productivity-MCP MCP server for Super Productivity. Manage tasks, projects, tags via AI assistants 0 Claude Code, Codex, OpenCode 16 984 tok
XamuAvila/chrome-workflows Claude workflows for testing in claude chrome and improve testing with Playwright and Brow 0 Claude Code, Codex, OpenCode 10 1,786 tok
shelizi/coding-tools-mcp coding-tools-mcp 0 Claude Code, Codex, Cursor, OpenCode 11 2,084 tok
itsnotrwanman/croncron croncron.vercel.app The easiest way to run cron jobs — plain-English schedules, auto logs & history, missed-ru 0 Codex, OpenCode 1 565 tok
humbertolvarona/opencode-web-audit-mcp-python OpenCode Web Audit MCP 0 Codex, OpenCode 1 253 tok
ncleton-petitmaker/carrefour-drive-mcp Carrefour Drive MCP and CLI backed exclusively by an isolated Carrefour web session in Cam 0 Claude Code, Codex, OpenCode 2 266 tok
verginglabs/mcp 0 Codex, OpenCode 1 204 tok
JustUzair/diligence-ai-order-ops-mcp 0 Codex, OpenCode 1 1,715 tok
757607106/gjp-cyb-mcp 0 Codex, OpenCode 1 2,007 tok
senseiBas/mcp-server 0 Codex, OpenCode 1 2,238 tok
haliphax-ai/openclaw-tools-mcp-server MCP server that exposes OpenClaw tools to ACP agents (Kiro, Codex, Claude Code, etc.) 0 Codex, OpenCode 1 814 tok
u9401066/academic-figures-mcp Academic figure generation MCP server for AI agents — turn papers into publication-ready m 0 Claude Code, Codex, GitHub Copilot, OpenCode 43 2,813 tok
clchinkc/document-mcp Model Context Protocol Tools for Document Management 0 Claude Code, Codex, OpenCode 33 10,059 tok
cybrium-ai/mcp-server MCP server for Cybrium security tools — SAST, secrets, IaC, K8s, supply-chain. Works with 0 Codex, OpenCode 1 582 tok
rex/mcp-apple-reminders MCP server for Apple Reminders. Full CRUD via EventKit, no shortcuts hacks. 0 Claude Code, Codex, Gemini CLI, OpenCode 26 3,552 tok
tripcher/canon 0 Codex, OpenCode 1 3,773 tok
zhitongblog/unflick A video player for humans and AI 0 Claude Code, Codex, OpenCode 2 12,431 tok
kardaj/openapi-tools-mcp MCP server powered by fastMCP for inspecting local OpenAPI specs. It exposes tools for lis 0 Codex, OpenCode 1 251 tok
Veedubin/Super-Memory-TS TypeScript implementation of Super-Memory MCP server with local embeddings and vector sear 0 Codex, OpenCode 1 1,852 tok
thebtf/pr-review-mcp 0 Claude Code, Codex, OpenCode 2 2,902 tok
fvanevski/gh_mcp 0 Codex, OpenCode 1 3,350 tok
v0o0v/assetcache-mcp 0 Claude Code, Codex, OpenCode 2 4,848 tok
MolCrafts/molmcp MCP Infrastructure for MolCrafts 0 Claude Code, Codex, OpenCode 2 2,963 tok
nikondrat/cctx-mcp MCP server for AI agents: code structure instead of a wall of text. smart_read, find_symbo 0 Claude Code, Codex, Cursor, OpenCode 13 1,561 tok
major/ldap-mcp 0 Codex, OpenCode 1 982 tok
sinnhirl/cdt-smart-snapshot Token-efficient snapshot MCP server for Chrome DevTools Protocol: smart_snapshot, snapshot 0 Codex, Cursor, OpenCode 2 618 tok
klx1204/SiliconFlow-Vision-MCP 0 Codex 1
azgem102-max/obsidian-excalidraw-universal-mcp Let Claude and Codex write and draw inside Obsidian, with support for popular Excalidraw s 0 Claude Code, Codex, OpenCode 2 4,228 tok
Oryntai/AgentLink Encrypted peer-to-peer conversation bridge for local Codex and Claude agents — no model AP 0 Codex, OpenCode 1 1,278 tok
ExaDev/document-mcp MCP server exposing documents.js's document conversion, editing, and .odb functionality as 0 Claude Code, Codex, OpenCode 2 4 tok
vnikhilbuddhavarapu/postgresql-mcp PostgreSQL MCP Server 0 Codex, OpenCode 1 441 tok
hope4b/mcp MCP server for working with Onto 0 Codex, OpenCode 1 708 tok
iMayuuR/contexthub 0 Claude Code, Codex, OpenCode 2 3,988 tok
Substrate-memory/codex-substrate-memory Substrate organizational memory for OpenAI Codex: MCP tools plus notify-hook capture. 0 Codex, OpenCode 1 83 tok
zierocode/pir2-academy-sheets-reader-mcp Read-only local Google Sheets MCP Bundle built for PiR2 Academy Advanced Claude Cowork 0 Codex, OpenCode 1 181 tok
cyberbird2048/gbrainmcp-clean Privacy-cleaned GBrain MCP - Personal knowledge brain with hybrid RAG search 0 Codex, OpenCode 1 1,416 tok
justguy/hoplon Deterministic repository boundaries for AI coding agents and the humans who direct them. 0 Codex, OpenCode 1 512 tok
scorellis/secretsminter Value-blind secrets-minter that stands up self-maintaining secret rotation, exposed to AI 0 Codex, OpenCode 1 1,169 tok
ALLezSung/MCP-Control 0 Claude Code, Codex, OpenCode 2 3,331 tok
LCV-Ideas-Software/cross-review cross-review.lcv.dev Full-API MCP server for multi-model cross-review with unanimous convergence gates. 0 Claude Code, Codex, OpenCode 2 2,199 tok
dalcontak/blogger-mcp-server 0 Codex, OpenCode 1 1,643 tok
kevinbolanos00/constructora-mcp 0 Codex, OpenCode 1 1,591 tok