How real projects configure their agents

22,224 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
j0hanz/memdb-mcp-server 0 Codex, OpenCode 1 3,214 tok
midnight480/saga-event-space-mcp-server 0 Claude Code, Codex, Gemini CLI, OpenCode 15 4,398 tok
EasonTechno/linux-harness-mcp MCP server providing Linux harness (shell, python, filesystem) over HTTPS for AI agents 0 Codex, OpenCode 1 1,791 tok
xian-technology/xian-mcp-server Model Context Protocol (MCP) server for AI assistants to interact with the Xian blockchain 0 Claude Code, Codex, OpenCode 2 4,667 tok
DevMinions/universal-memory-mcp Built on [memory-lancedb-pro](https://github.com/CortexReach/memory-lancedb-pro) — ports i 0 Codex, OpenCode 1 733 tok
theepicsaxguy/qdrant-codebase-mcp 0 Claude Code, Codex, OpenCode 2 1,607 tok
ajnx/alans-date-time-mcp 0 Codex, OpenCode 1 1 tok
8bkmv4dm4z-source/mcp-meeting-rooms MCP server for AI-driven meeting room booking — 6 tools, SQLite, FastMCP 0 Codex, OpenCode 1 1,614 tok
gdebenedetti/granola-local-archive Unofficial local MCP server and archive for chatting with Granola notes, summaries, and tr 0 Claude Code, Codex, OpenCode 4 228 tok
cmwen/mcp-dev-env-setup MCP server for automating local development environment setup (Python, Node, Flutter, Andr 0 Codex, OpenCode 1 2,058 tok
elmuz/remote-server-mcp Security-first MCP server for managing remote servers via SSH. 0 Codex, OpenCode 1 1,477 tok
jspv/msgraph-email-calendar-mcp 0 Codex, OpenCode 1 4,266 tok
ianphil/promptbin Web and MCP for sharing prompts 0 Claude Code, Codex, OpenCode 10 2,164 tok
MMHK/duckdb-mcp duckdb mcp local 0 Codex, OpenCode 1 1,542 tok
hjsh200219/meta-mcp Instagram Ads MCP Server - Meta Marketing API wrapper for Model Context Protocol 0 Claude Code, Codex, OpenCode 2 1,463 tok
edgen-design/edgen-figma-to-code-mcp 0 Claude Code, Codex, OpenCode 2 1,699 tok
intellieffect/agentic-cms Open-source Agentic CMS — MCP server that turns any CMS backend into an AI-agent-ready con 0 Claude Code, Codex, OpenCode 2 3,527 tok
EnviableAmaretto/openclaw-task-mcp 0 Codex, OpenCode 1 205 tok
Danksai/mcp-server-python-mqngetev Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
nstranquist/snapref Local-first browser automation for agents: isolated sessions, revision-bound refs, policy- 0 Codex, OpenCode 1 169 tok
premhiru/agentcloud agentcloud-control-plane.premhiru.chatgpt.site Governed persistent AI workers with default-deny authority, human approvals, dry-runs, and 0 Codex, OpenCode 1 317 tok
karan68/proofgate proofgate-six.vercel.app Pre-execution URL safety firewall for autonomous agents, powered by Telegraph and x402. 0 Claude Code, Codex, OpenCode 2 159 tok
alejandrojlamas/apk-docforge Local-first AI-assisted APK documentation and security analysis with provenance, determini 0 Codex, OpenCode 1 556 tok
emresoykan/edgar-mcp SEC EDGAR MCP: companyfacts XBRL, Form 4, 13F 0 Codex, OpenCode 1 550 tok
garusis/hire-me-mcp hire-me-mcp-web.vercel.app 0 Claude Code, Codex, OpenCode 5 2,368 tok
evanlouie/mcp-fetch 0 Codex, OpenCode 1 174 tok
saselvan/graph-rag-mcp-server-fixed Fixed fork of graph-rag-mcp-server with ChromaDB embed_query fix 0 Claude Code, Codex, OpenCode 2 2,966 tok
alvarolloret/pipedrive-mcp MCP for Pipedrive 0 Claude Code, Codex, OpenCode 2 325 tok
enboxorg/memoryd User-owned AI memory layer with task graph, built on DWN protocols. MCP server. 0 Claude Code, Codex, OpenCode 2 6,194 tok
asamiile/logic-lab 0 Codex, OpenCode 1 724 tok
anatolykoptev/gtr-mcp MCP server wrapping git-worktree-runner (gtr) for AI agent use — 6 tools, argv-only, confi 0 Codex, OpenCode 1 1,028 tok
miyu4u/zido zido is MCP, CLI for searching with map provider like kakao, naver, google. 0 Codex, OpenCode 1 2,729 tok
Mutigen/packforge AI Agent Instruction Hub — orchestrates context-aware instruction packs for Cursor, Claude 0 Claude Code, Codex, Cursor, OpenCode 3 3,123 tok
RanneG/linkup_mcp Custom MCP server for Cursor IDE with web search and RAG 0 Claude Code, Codex, Cursor, OpenCode 3 6,918 tok
TejGandham/parchmark-mcp 0 Claude Code, Codex, OpenCode 2 1,485 tok
ytthuan/powerpoint-python-pptx-mcp mcp server for powerpoint 0 Claude Code, Codex, GitHub Copilot, OpenCode 6 7,816 tok
Hiroto0706/toggl_track_mcp_server An MCP server that retrieves Toggl Track data. 0 Codex, OpenCode 1 313 tok
Tapojit/schwab-mcp Chat with your portfolio. 0 Codex, OpenCode 1 1,708 tok
ab300819/codex-mcp 0 Claude Code, Codex, OpenCode 2 711 tok
MikBin/jules-mcp jules mcp server 0 Codex, OpenCode 1 2,052 tok
PavelKosik/finance-mcp-server 0 Claude Code, Codex, OpenCode 2 990 tok
leduardoaraujo/postgressql-mcp 0 Codex, OpenCode 1 1,787 tok
starter-series/mcp-server-starter starter-series.github.io MCP server starter — TypeScript + npm OIDC publishing + CI/CD. Part of Starter Series. 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,719 tok
bidouilles/mobile-pilot-mcp MCP server for mobile simulator control with live dashboard. Perfect for Flutter developme 0 Claude Code, Codex, OpenCode 2 4,391 tok
lazy-dinosaur/electron-test-mcp MCP server for testing Electron apps via Playwright - supports both CDP connection and dir 0 Codex, OpenCode 1 1,632 tok
exqlnet/unofficial-perplexity-mcp 0 Codex, OpenCode 1 143 tok
wellWINeo/buildout-mcp Better MCP server for buildin.ai 0 Codex, OpenCode 1 2,323 tok
evans-sam/fireflies-mcp An MCP server for fireflies 0 Claude Code, Codex, OpenCode 2 715 tok
Wyrhta-Labs/heorth-mcp Standalone MCP container for the Wyrhta Labs household - serves Heorth and KithLedger tool 0 Claude Code, Codex, OpenCode 2 2,104 tok
tetracoralla/decision-table Deterministic decision and constraint primitives for AI agents, distributed as a Codex plu 0 Codex, OpenCode 1 500 tok