How real projects configure their agents

23,279 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
zakotoys/dglab-mcp npmjs.com ​Model Context Protocol (MCP) server for DG-LAB Coyote hardware, enabling AI agent control 0 Codex, OpenCode 1 184 tok
oddrationale/groupme-mcp-server An MCP server exposing the GroupMe API v3, built with FastMCP and hosted on Prefect Horizo 0 Claude Code, Codex, OpenCode 2 2,503 tok
spm1001/mise-en-space Content fetcher MCP server — mise en place for Claude Code 0 Claude Code, Codex, OpenCode 2 20,868 tok
AlmaLinux/albs-mcp 0 Codex, Cursor, OpenCode 2 1,636 tok
Edition-X/arcane Unified engineering intelligence — agent memory, decision journeys, and knowledge capture 0 Claude Code, Codex, OpenCode 2 2,841 tok
Activ8-AI/Teamwork-MCP MCP server to connect to the Teamwork API 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,853 tok
DreamFriend011020/ChillMCP 0 Claude Code, Codex, OpenCode 2 2,915 tok
bonkey/confluence-mini-mcp 0 Claude Code, Codex, OpenCode 2 166 tok
thienhm/loci Local-first AI ticket management with MCP integration 0 Codex, OpenCode 1 627 tok
ringotypowriter/mcp-randoom 0 Claude Code, Codex, OpenCode 2 1,494 tok
mde1/mcp-server MCP test server 0 Codex, OpenCode 1 134 tok
bbuchsbaum/eco-oracle EcoOracle: MCP server + tools for ecosystem-wide R/Python package knowledge 0 Claude Code, Codex, OpenCode 7 1,230 tok
4ears-me/arcane-mcp MCP server for controlling Arcane Docker Management 0 Codex, OpenCode 1 1,818 tok
joostfaassen/prism MCP Tool Bridge - Expose custom API tools over the Model Context Protocol 0 Codex, OpenCode 1 4,515 tok
jjurach/google-personal-mcp Tools for interacting with drive, sheets, and other personal google services. 0 Claude Code, Codex, Gemini CLI, OpenCode 3 5,506 tok
Ilevk/x-search-plugin MCP plugin for read-only X/Twitter research via xAI x_search, with OAuth and API-key suppo 0 Claude Code, Codex, OpenCode 2 1,065 tok
tezaswiraj7222/mcp-postman-runner 0 Claude Code, Codex 1
ivo-toby/mcp-podcast-generator MCP Server that generates a (single or two host) podcast from a text-based script 0 Codex 1
NivredG/hf-mcp-server 0 Codex, OpenCode 1 673 tok
yazilim-vip/apple-reminders-mcp MCP server for Apple Reminders on macOS via EventKit (pyobjc) 0 Codex, OpenCode 1 404 tok
starascendin/lifeos-plugin LifeOS plugin - 20 workflow skills and MCP integration for Claude Code, OpenCode, and othe 0 Codex, OpenCode 1 2,642 tok
ViGi-P/lucide-mcp npmjs.com Local MCP server for Lucide icons 0 Codex, OpenCode 1 481 tok
jason21wc/ai-governance-mcp AI Governance MCP — open-source meta-framework (governance engine + constitution/rules-of- 0 Claude Code, Codex, OpenCode 12 3,393 tok
2k92gzzsyc-hash/mcp-server-python-mtef0f9z Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
mediagraph-io/mediagraph-mcp Mediagraph MCP 0 Claude Code, Codex, OpenCode 3 2,907 tok
binbinao/reddit-mcp 0 Claude Code, Codex, OpenCode 3 143 tok
HelloTomBruce/kb-mcp 0 Claude Code, Codex, OpenCode 2 30 tok
odbgrowth/soma-mcp A private, self-hosted reference implementation of the official Model Context Protocol (MC 0 Claude Code, Codex, OpenCode 2 402 tok
adta7/personal-mcp Albert Yan's homepage — one content graph rendered as a website, a REST API, and an MCP se 0 Claude Code, Codex, OpenCode 2 159 tok
Holetron-lab/godcrm godcrm.ai An open-source CRM where the AI agent changes the schema, not just the data: create_table 0 Claude Code, Codex, OpenCode 7 736 tok
RipperTs/poco-service-mcp An independent MCP service module for hosting more of the Poco platform's own open APIs fo 0 Claude Code, Codex, OpenCode 2 583 tok
mksby/telegram-digest-mcp 0 Codex, OpenCode 1 293 tok
seonmikii/gdc-claude-plugin GDC Claude Code plugin — gdc-mcp stdio MCP server + commands + hooks (dev: se.gemiso.com:1 0 Claude Code, Codex, OpenCode 4 1,574 tok
JaydenYip3/NeovimMCP 0 Claude Code, Codex, OpenCode 3
nonnname/zenmoney-mcp Read-only MCP server for ZenMoney with memory-only caching. 0 Codex, OpenCode 1 427 tok
SoulChildTc/ai-bridge Enable terminal AI coding assistants to converse with more powerful AI models through a br 0 Codex, OpenCode 1 1,611 tok
jsardinia/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
timotheeiss/semantic-hints-mcp An MCP server to extract semantic hints from a GUI app 0 Claude Code, Codex, OpenCode 2 124 tok
benoib/roast-mcp-app 0 Claude Code, Codex, OpenCode 2 29 tok
myers-gh1328/tiny-loki-mcp 0 Claude Code, Codex, OpenCode 2 134 tok
ProvisioInsights/LivingAtlas Living Atlas: private-first knowledge graph architecture, contracts, Cloudflare bootstrap, 0 Claude Code, Codex, OpenCode 2 849 tok
Shanqianlvshui/Vivado_CLI 0 Codex, OpenCode 1 286 tok
JerryWhites/research-loop AI-moderated user-research pipeline: voice/text interviews → auto-analysis → semantic sear 0 Claude Code, Codex, OpenCode 2 1,281 tok
elfensky/macos-apps-mcp One consolidated MCP server for native macOS apps (Calendar, Reminders, Mail, …) — Python 0 Claude Code, Codex, OpenCode 2 1,278 tok
dcosodev/market-inspector market-inspector.vercel.app Multi-asset market intelligence agent demo for the Kaggle AI Agents capstone. 0 Codex, OpenCode 9 472 tok
DC925928496/AI-godot-mcp AI-godot-mcp is a standalone Godot MCP service scaffold focused on real game development w 0 Claude Code, Codex, OpenCode 5 251 tok
lahuman/mcp-variable 0 Codex, OpenCode 1 1,748 tok
newxun/cursor-sdk-mcp cursor-sdk-mcp 0 Codex, OpenCode 1 733 tok
dvnc-labs/video-probe-mcp Inspect local video and audio files with ffprobe from any MCP client. 0 Codex, OpenCode 1 746 tok
Rajpopzein/yt-mcp yt-mcp-ashy.vercel.app 0 Claude Code, Codex 5