How real projects configure their agents

24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
elmuz/remote-server-mcp Security-first MCP server for managing remote servers via SSH. 0 Codex, OpenCode 1 1,477 tok
Mofesto/ctbcsec-api-mcp-server 0 Claude Code, Codex 15 —
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 2,926 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 2,135 tok
tetracoralla/decision-table Deterministic decision and constraint primitives for AI agents, distributed as a Codex plu 0 Codex, OpenCode 1 500 tok
fjxyyzg3/renderdoc-mcp MCP server for RenderDoc — AI-assisted GPU frame capture analysis 0 Codex, OpenCode 2 677 tok
vikrambtech2025-png/alpaka-mcp MCP server + CLI for Alpaca Trading API — trade stocks, ETFs, and crypto through AI assist 0 Codex, OpenCode 1 931 tok
HaoNgo232/nestjs-devtools-mcp Bridge AI coding agents to your NestJS application's runtime state via the Model Context P 0 Codex, OpenCode 1 684 tok
timoconnellaus/bun-runner-mcp MCP server for running TypeScript/JavaScript with Bun 0 Claude Code, Codex, OpenCode 5 286 tok
sebastienlevert/m365copilot-dev-mcp 0 Codex, OpenCode 1 6,665 tok
nikolaymokh-dev/yandex-direct-mcp Hardened fork of axisrow/yandex-direct-mcp-plugin — an MCP server for Yandex.Direct. Read- 0 Claude Code, Codex, OpenCode 2 10,880 tok
harunme/github-star-mcp 0 Claude Code, Codex, OpenCode 2 542 tok
84emllc/uptimerobot-mcp 84em.com MCP server for UptimeRobot monitoring API v2 0 Claude Code, Codex, OpenCode 2 612 tok
elad12390/notification-mcp 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,494 tok
Flagsmith/flagsmith-mcp 0 Claude Code, Codex 6 —