How real projects configure their agents

43,786 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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736

All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
martijnstegink/apple-notes-reminders-mcp MCP server for Apple Notes and Reminders on macOS. Read, search, create, and organise note 1 Claude Code 2 3,807 tok
upgrade-ventures/upgradeseo upgrade.ventures Truly free, open-source SEO tools you self-host: keyword research, rank tracking, backlink 1 Claude Code, Codex, OpenCode 18 1,300 tok
QuarkOS/Cairn Typed facts that outlive the session. Agents assert, recall, and retract through JSON or M 1 Claude Code, Codex, Cursor, OpenCode 11 557 tok
brunopedrazza/pluggy-mcp-server MCP server read-only para dados financeiros pessoais via Pluggy (Open Finance Brasil). Sel 1 Claude Code 1 837 tok
IrisRainbowNeko/codex-mission-ledger Deterministic MCP control plane for native hierarchical Codex agents. 1 Codex, OpenCode 1 106 tok
EvexU2/evex-agent-messaging Provider-neutral MCP messaging gateway for EVEX coding agents 1 Codex, OpenCode 1 431 tok
Beennnn/openbanking-mcp Serveur MCP + CLI pour lire ses comptes bancaires en Open Banking (DSP2/AIS, lecture seule 1 Claude Code 1 2,641 tok
Tim0320/IsaacSim-MCP 1 Codex, OpenCode 2 94 tok
revanthrajeev/spendveto spendveto.com Spend governance for AI agents paying over x402. Payment rails move an agent's money; Spen 1 Claude Code 1 3,570 tok
mcintalmo/godot-engine-mcp 1 Claude Code, Codex 3 —
tukimtk-design/openworker-ecommerce-mcp MCP Server for Openworker to control Chrome/Edge for Shopee, TikTok Shop, and Lazada produ 1 Claude Code, Codex, OpenCode 2 488 tok
dominick253/roku-debug-mcp 1 Codex, OpenCode 1 989 tok
limars874/chatgpt-file-mcp Local read-only, policy-constrained filesystem MCP server 1 Codex, OpenCode 1 84 tok
jmjava/obsidian-mcp 1 GitHub Copilot 1 549 tok
uzairayed/lc-editor Local MCP video editor. ffmpeg renders 9:16 reels. 1 Codex, OpenCode 1 165 tok
hansakoch/cf-memory-plugin CF Memory Plugin — Cloudflare Agent Memory for AI coding agents and LLM frameworks. Persis 1 Codex, OpenCode 1 691 tok
Gavinxiong668/health-mcp 1 Claude Code, Codex, OpenCode 4 2,291 tok
R0Wi/mcp-gateway A lightweight, self-hosted MCP aggregator gateway 1 Claude Code 3 1,833 tok
juanquy/AI-data-refinery drefinery.freshbeats.ai A high-performance, edge-native Data Refinery Engine built on Cloudflare's serverless AI s 1 Claude Code, Codex, OpenCode 51 591 tok
ZiChenWang114514/cdxml-toolkit-community ChemDraw MCP server and Python toolkit for editable CDXML, chemical structure drawing, SAR 1 Claude Code, Codex, OpenCode 2 4,180 tok
samiashi/chrono24-mcp npmjs.com Chrono24 watch-marketplace MCP server - search & inspect listings from Claude, Codex, Curs 1 Codex, OpenCode 1 2,872 tok
CreatorGeetansh/YouTube-MCP Creating a new MCP server to manager your YouTube 1 Claude Code, Codex, OpenCode 2 3,333 tok
JrKrishh/connectr One shared brain for all your AI coding agents - task board, memory and file claims over M 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,473 tok
duanefields/notes-mcp MCP server for Apple Notes on macOS: reads the NoteStore database directly, writes through 1 Claude Code 1 2,098 tok
cuonghuunguyen/bitbucket-mcp MCP server, CLI and Claude skill for Bitbucket Server pull requests 1 Claude Code 1 —
will-j-wright/inreview Review local Jujutsu change stacks in VS Code with comment-driven MCP feedback. 1 Codex, OpenCode 1 1,647 tok
Roberto-Pecora/nhs-intelligence-mcp NHS waiting times MCP server — live data from RTT and My Planned Care 1 Claude Code 1 —
marcusyoda/bitbucket-mcp 1 Claude Code 1 1,082 tok
meulth/geobs-mcp Open-source MCP server for accessing Basel-Stadt geospatial data via STAC, OGC API Feature 1 Codex, OpenCode 1 118 tok
claimidx/claimidx claimidx.com Prior art for AI agents. Public signed claim index of failures other agents have already p 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,966 tok
dalmaktube-creator/DV-Moory Self-hosted, security-hardened MCP server connecting Notion AI to approved Git repositorie 1 Codex, OpenCode 1 131 tok
joeynyc/microduck-mcp microduckhub.com Agent-agnostic MCP server for the Pollen Robotics Microduck 1 Claude Code 1 3,617 tok
onlyoasis/gzh-mcp WeChat Official Account publishing MCP server: media upload, draft management, and freepub 1 Claude Code, Codex, OpenCode 2 493 tok
spacerocket3/gbrain-code Selective, diff-aware repository cartography for coding agents 1 Codex, OpenCode 1 114 tok
bigg01/aipod aipod.guggenbuehl.net One binary, two modes: an 🐍MCP server that exercises every MCP feature, or a 🐍pydantic-a 1 Claude Code 1 2,418 tok
ssheleg/vibe-bridge vibe-bridge — cross-platform robot↔owner's computer bridge: MCP with consent, dashboard, P 1 Claude Code 1 445 tok
B5-Software/awesome-base-mcp Autonomous Base agent-wallet MCP server: payments, Uniswap V3, Aerodrome, Aave V3, Morpho 1 GitHub Copilot 1 62 tok
javidjamae/ffmpeg-micro-mcp ffmpeg-micro-mcp.vercel.app MCP server for FFmpeg Micro — transcode videos from Claude Desktop and other AI agents 1 Claude Code 1 —
useburrow/furrow-forms furrowforms.com The form backend for vibe-coded websites — MCP server, agent skill, and examples for 33 st 1 Codex, OpenCode 1 203 tok
tallyfy/mcp-public Our public MCP repo for Tallyfy 1 Claude Code 1 469 tok
code4161/memgit memgit.dev Git for AI memory — version-controlled context persistence across Claude, GPT, Gemini, Cur 1 Claude Code, Codex, OpenCode 2 579 tok
NovaLux12/spotify-mcp-server The definitive Spotify MCP server — full non-deprecated Web API coverage, paginated everyt 1 Claude Code 1 1,193 tok
dachhack/stathead Fantasy Football Data Suite 1 Claude Code 1 —
matematicsolutions/mcp-eureka MCP server for Polish tax interpretations (KIS/MF) via EUREKA (eureka.mf.gov.pl). 550k+ do 1 Claude Code, Codex, OpenCode 2 953 tok
oborchers/tablestakes MCP server for reading and editing HTML/Markdown tables in GitBook-synced documents 1 Claude Code 1 1,195 tok
aokihu/mcp-teamate-server Teamate MCP server. 1 Cursor 1 516 tok
zx8086/mcp-server-elasticsearch A production-ready Model Context Protocol (MCP) server that connects AI assistants like Cl 1 Claude Code 1 989 tok
frankxai/awesome-motion-design-agent-skills Web-first catalog for interface motion, web interaction, programmatic video, and motion-de 1 Codex, OpenCode 1 925 tok
fetcher-sh/fetcher-skills 1 Claude Code, Codex, OpenCode 1 2,162 tok
Callicrate/skills Semi-dynamic context enrichment for AI 1 Codex, OpenCode 1 622 tok