How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
yxb123456cy/mcp-server-dev-test mcp-server-dev-test.vercel.app An attempt to develop an MCP Server based on @modelcontextprotocol/sdk and deploy it to pl 1 Codex, OpenCode 1 417 tok
Xayan/ast-outline-mcp MCP server for ast-outline — a tree-sitter-based CLI that lets AI coding agents pull exact 1 Codex, OpenCode 1 679 tok
krondor-corp/libre-mcp stdio MCP server for controlling LibreOffice (Writer & Calc) over UNO — macOS & Linux 1 Claude Code, Codex, OpenCode 3 1,613 tok
mauro3422/bridgeWEB-MCP 1 Codex, OpenCode 1 3,017 tok
whmathews15/notebooklm-mcp-cli 1 Claude Code, Codex, Gemini CLI, OpenCode 3 7,036 tok
Terry-Wang-Lynx/cc-in-codex Local MCP server that lets Codex use Claude Code as a persistent SDK/TUI companion. 1 Claude Code, Codex, OpenCode 2 313 tok
wolverin0/wezbridge Zero-dependency MCP server to orchestrate a swarm of Claude Code / Codex sessions across W 1 Claude Code, Codex, OpenCode 2 3,855 tok
amxv/agentbox agentbox.ashray.xyz shared message board for agents and humans - remote mcp, cli, web, raycast 1 Codex, OpenCode 2 1,111 tok
kennyberg/socialmemory-mcp Local MCP connector for socialmemory X likes and bookmarks. 1 Codex, OpenCode 1 135 tok
jryom/agentsmd-memory Zero-dependency MCP server: self-updating project memory in AGENTS.md, diff-reviewable 1 Codex, OpenCode 1 358 tok
Mr-M-tastic/Power-Automate-MCP Free, open MCP server to edit Power Automate cloud flows live from GitHub Copilot, Codex, 1 Claude Code, Codex, OpenCode 2 979 tok
skulidropek/figma-tunnel Figma <-> MCP bridge over WebSocket + Cloudflare tunnel: control/export Figma from any MCP 1 Codex, OpenCode 1 372 tok
MSNP1381/mcp-notes-tools 1 Codex, OpenCode 1 2,219 tok
Vladev0/agentboard Local kanban task board for humans and AI coding agents, backed by a markdown vault 1 Codex, OpenCode 1 4,236 tok
yukincom/rakuten-pantry-mcp A modified version of mrslbt/rakuten-mcp for Ichiba only. Calculates unit prices from prod 1 Codex, OpenCode 1 302 tok
ashishpatill/tell-proof Tell reads your rendered UI, names what makes it look AI-generated, and helps you art-dire 1 Claude Code, Codex, Cursor, OpenCode 61 1,825 tok
nobulart/octane-mcp Octane MCP for Hermes 1 Codex, OpenCode 1 2,000 tok
enihcam/opencode-webmcp MCP server bridge — exposes Chromium WebMCP tools (document.modelContext) as MCP tools. Wo 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,935 tok
LooseWireDev/mealforge AI-planned weekly meals, self-hosted. Plan in chat with any MCP-capable agent — get recipe 1 Claude Code, Codex, OpenCode 6 1,406 tok
dw18031988/ds_mcp_server ds-mcp-server-theta.vercel.app 1 Codex, OpenCode 1 298 tok
RZFL/agentops-mcp Local-first MCP safety agent for AI coding workflows with checkpoints and rollback. 1 Codex, OpenCode 1 271 tok
bamboovfx/houdini-mcp-codex Rock Codex Houdini MCP setup and Windows installer 1 Codex, OpenCode 1 1,704 tok
khou/showrunner Realtime director/member coordination for coding-agent sessions (Claude Code + Cursor, loc 1 Codex, OpenCode 1 305 tok
andre-motta/claude-fleet-monitor Fleet monitoring for Claude Code sessions - TUI dashboard, MCP server, and terminal focus 1 Claude Code, Codex, OpenCode 2 2,103 tok
mlmil/Ableton-Live-MCP-ULTRA-v2 This is the active Ableton MCP v2 workspace: the upstream bschoepke/ableton-live-mcp found 1 Claude Code, Codex, OpenCode 2 12,262 tok
sandyup/comfyui-mcp comfyui-mcp 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,059 tok
dkritarth/context-kernel dkritarth.com Token-gated MCP server on Cloudflare Workers that serves your hand-curated context memory 1 Claude Code, Codex, OpenCode 2 801 tok
nschneir/PET-Project nschneir.github.io PET Project is a set of tools, skills, and an MCP to enable agentic Commodore PET coding a 1 Codex, OpenCode 1 1,766 tok
konstruktoid/prescryb MCP server for CVE/config remediation orchestration: SSH inventory, OSV/NVD lookups, CIS/D 1 Claude Code, Codex 4 821 tok
YuLeiFuYun/machine-bridge-mcp Hosted Remote MCP bridge to a local machine daemon 1 Codex, OpenCode 1 5,863 tok
CopperEagle/agora MCP server for seamless, massively parallel agent collaboration to boost your productivity 1 Codex, OpenCode 1 3,091 tok
astraclawteam/agent-computer-use-mcp xiaozhi.qlogicagent.com Evidence-driven Windows Computer Use for MCP Hosts: semantic observation, secure screensho 1 Codex, OpenCode 1 1,267 tok
Randhir123/claude-ops-investigator MCP-based ops investigator 1 Claude Code, Codex, OpenCode 16 8,956 tok
tcconnally/perseus-amd-act-ii Perseus Vault x AMD Instinct — encrypted, local-first agent memory kept off the GPU. AMD D 1 Codex, OpenCode 1 769 tok
abdul-hamid-achik/cortex cortexai.tools Local-first agent kernel: a durable case file + phase machine (orient → investigate → plan 1 Codex, OpenCode 1 8,871 tok
Gato513/kicad-mcp 1 Claude Code, Codex, OpenCode 3 5,360 tok
TommyKisly/f1-mcp Live Formula 1 data over MCP — standings, results, and schedule as tools, with an MCP Apps 1 Claude Code, Codex 1
ash25082003/jarvis-mcp Local-first Markdown memory server for MCP-compatible AI clients 1 Claude Code, Codex, OpenCode 2 1,237 tok
davidvornholt/mail-mcp Draft-only IMAP helper for Thunderbird workflows — MCP server + CLI on a shared Effect cor 1 Claude Code, Codex, OpenCode 17 961 tok
0xendale/evm-agent-toolkit Deterministic MCP toolkit for autonomous AI agents auditing and optimizing EVM smart contr 1 Claude Code, Codex, Gemini CLI, OpenCode 3 1,474 tok
ShiroKSH/skills Roblox Studio skill and local MCP bridge for Claude Code, Codex, and other coding agents. 1 Codex, OpenCode 1 145 tok
ducnguyen221/powerbi-agent ducnguyen.vn MCP server + skills for AI agents to work directly with Power BI — DAX query with data-saf 1 Claude Code, Codex, Gemini CLI, OpenCode 3 4,414 tok
mazze93/github-mcp-gateway Self-hosted remote MCP server on Cloudflare Workers — GitHub App OAuth 2.1 gateway (PKCE, 1 Claude Code, Codex, OpenCode 2 2,836 tok
bajor/gmail-mcp-read-only read only gmail MCP for local computer 1 Claude Code, Codex, OpenCode 2 115 tok
sukirman1901/DeepSearch Free, Open-Source Search Engine MCP Server — 7 sources, 10 consolidated tools, semantic se 1 Claude Code, Codex, Gemini CLI, OpenCode 4 2,026 tok
thejavapirate/model-context-stream thejavapirate.github.io Living, event-driven MCP server: durable context streams, task queue with exactly-once cla 1 Claude Code, Codex, OpenCode 2 1,987 tok
d8rt8v/ChatGPT-to-Telegram-MCP 1 Codex, OpenCode 1 997 tok
964nbtrkhb-eng/TimeReverse Codex forgot the last chat? TimeReverse restores verified project context locally through 1 Codex, OpenCode 1 80 tok
IshaanDugar/waveq Give your AI assistant eyes on VCD waveforms - local MCP server, zero dependencies, exact 1 Codex, OpenCode 1 199 tok
LBurny/pyspy-mcp pyspy-mcp is a Model Context Protocol (MCP) server that brings Python performance profilin 1 Codex, OpenCode 1 1,280 tok