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
nicholaspsmith/Glancey MCP plugin for semantic code search - gives AI coding agents deep context from your entire 1 Claude Code, Codex, OpenCode 4 764 tok
nonsleepr/claude-chrome-mcp nonsleepr.github.io MCP server for browser automation via the Claude Chrome Extension (https://claude.com/chro 1 Codex, OpenCode 1 2,000 tok
zeropsio/zcp 1 Claude Code, Codex, OpenCode 17 6,407 tok
rlemaigre/docpack Bundles documents into a knowledge base queryable using CLI, TS or MCP. 1 Codex, OpenCode 1 1,143 tok
cyberglitchlabs/booklore-mcp 1 OpenCode 10
hughmadden/MeuralMCP 1 Codex, OpenCode 1 115 tok
0xABADBABE-ops/browser-jet-pilot browser-jet-docs.awhisper.org Self-hosted MCP server for AI browser automation. Drop-in @browserbasehq/mcp alternative. 1 Codex, OpenCode 1 1,238 tok
OzTamir/mcplexer A tiny MCP proxy for running multiple labeled instances of the same MCP 1 Claude Code, Codex, OpenCode 2 732 tok
zhyx12/projtool Python package + Claude Code MCP server for running ML experiments across a local dev mach 1 Claude Code, Codex, OpenCode 2 5,991 tok
Joncallim/pdf-inline-image-rag-mcp MCP server for searchable PDF text databases with inline image extraction and exact image 1 Codex, OpenCode 1 551 tok
takuyaw-w/a5sql-mcp 1 Claude Code, Codex, OpenCode 4 5,003 tok
artificemachine/obsidian-semantic-mcp MCP server for Obsidian with semantic search, vector embeddings via pgvector, and Claude C 1 Claude Code, Codex, Gemini CLI, OpenCode 3 1,743 tok
md-riaz/google-seo-mcp md-riaz.github.io 1 Claude Code, Codex, OpenCode 3 934 tok
aancw/sanban Simple kanban that just works. No bloat, no login, no SaaS. JSON-backed boards with a REST 1 Codex, OpenCode 1 1,583 tok
sorryorc/mythos-mcp npmjs.com Deterministic verification gate for Codex / Claude Code. 19 tools, zero LLM and zero netwo 1 Codex, OpenCode 1 189 tok
The-Syntax-Slayer/browser-mcp Browser automation + bookmark management over FastMCP 3.2. Playwright-powered: Chrome, Fir 1 Claude Code, Codex, OpenCode 2 402 tok
sugukurukabe/ssw-workforce-intel-mcp MCP server for Specified Skilled Worker (SSW) workforce intelligence in Japan, powered by 1 Codex, OpenCode 1 474 tok
romaco-labs/romaco-mcp 1 Codex, OpenCode 1 679 tok
RoxyAPI/claude-plugin Claude Code plugin and marketplace for RoxyAPI: the multi domain spiritual intelligence AP 1 Claude Code, Codex, OpenCode 1 457 tok
CorvidLabs/agent-3md corvidlabs.xyz 🗃️ Your whole agent in one file. A 3md document where plane 0 is the agent and every othe 1 Claude Code, Codex, Cursor, OpenCode 7 499 tok
bblrlo/pdns-mcp-server PowerDNS MCP server 1 Codex, OpenCode 1 898 tok
Hanzhi0807/document-buddy Serverless MCP toolkit for Feishu/Lark project memory: turn docs, wiki pages, chats, meeti 1 Codex, OpenCode 1 295 tok
datarian/mcp-coco A context engine implemented through cocoindex with a minimal MCP server in front. 1 Claude Code, Codex, OpenCode 6 169 tok
Xingwen37/instrument_mcp 1 Codex, OpenCode 1 2,827 tok
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