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
yyu0310/nccu-course-mcp MCP server for querying NCCU course listings (qrysub.nccu.edu.tw) — search courses and rea 1 Claude Code, Codex, Gemini CLI, OpenCode 3 832 tok
erpipe-org/erpipe erpipe.com ERPipe — open-core TypeScript MCP for Odoo. Hosted product: https://erpipe.com — MCP: http 1 Codex, Cursor, OpenCode 2 210 tok
cubicecho/mcp-actual An MCP server for Actual Budget — expose your budget's accounts and balances to agents ove 1 Claude Code, Codex, OpenCode 2 1,795 tok
aranlucas/ai-shopping-mcp Kroger MCP server 1 Claude Code, Codex, OpenCode 3 5 tok
Ador-able/tripo-studio-mcp 1 Codex, OpenCode 1 695 tok
Neschadin/askell-mcp MCP server for the Askell payment and subscription API (Bun + stdio) 1 Claude Code, Codex, Cursor 4
nikosavola/k-ruoka-mcp nikosavola.github.io MCP server for managing K-Plussa account's K-Ruoka (Finnish grocery) shopping cart from an 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,937 tok
yibei-wz/agent-review Local-first, auditable code review system for coding agents. 1 Claude Code, Codex 1
YoshitakaArakawa/tableau-mcp-apps-lab Experimental fork of tableau/tableau-mcp strengthening MCP Apps: EAS (OAuth 2.0 Trust) aut 1 Claude Code, Codex, OpenCode 3 4,582 tok
HitamLegit6777/blender-mcp-ultra MCP server lengkap untuk Blender — 138+ tool, demo LLM end-to-end, teruji di Blender 4.2 L 1 Codex, OpenCode 1 356 tok
aoalejo/opencode_mcp A MCP for claude code to use opencode as sub-agent, with tier ranking 1 Codex, OpenCode 1 1,818 tok
aikadimsoy/kasa-mcp KASA MCP — a permission-brokered MCP server for agent memory. Local-first, encrypted at th 1 Claude Code, Codex, OpenCode 3 1,870 tok
grizlizora/holy-bible-mcp Universal Multilingual Bible MCP Server (800+ languages, 11.9M verses, 100% offline, zero- 1 Codex, Cursor, OpenCode 2 590 tok
scenaristeur/ableton-holland-mcp 1 Codex, OpenCode 1 3,876 tok
hetiankong/wechat-local-agent-mcp Local-first read-only MCP for querying and summarizing your own WeChat history 1 Codex, OpenCode 1 1,870 tok
zai-one/codex-mcp zai.one Unofficial Codex app-server MCP: coding tasks, goals, reviews and scheduled work from your 1 Claude Code, Codex 1
NitrogenT7/jadx-mcp-multisession Improved JADX-MCP: multi-session management (AI autonomously starts, switches, and closes 1 Codex, OpenCode 1 2,209 tok
mgummich/mcp-mealie Curated, token-efficient MCP server for Mealie recipes, meal plans, and cookbooks 1 Codex, OpenCode 1 1,891 tok
jdsalasca/mcp-opencode MCP bridge for coordinating OpenCode agents from Codex/ChatGPT 1 Codex, OpenCode 1 351 tok
sandraschi/invokeai-mcp invoke.ai InvokeAI creative engine bridge - generate (txt2img/img2img/inpaint/upscale), queue, model 1 Claude Code, Codex, Cursor, OpenCode 3 1,335 tok
hachiflow/buzz-mcp-bridge 1 Claude Code, Codex, OpenCode 2 3,039 tok
real-limitless/mcp-flow real-limitless.github.io MCP registry gallery + controlled session plane. Dual-tracked with OpenFlow MCP node galle 1 Codex, OpenCode 1 2,526 tok
zero-times/wechat-official-studio-mcp A local MCP Server and accompanying Skill for operating WeChat Official Accounts. It uses 1 Codex, OpenCode 1 213 tok
icemage001/local_sharepoint_mcp 1 Codex, OpenCode 1 471 tok
samarpassey/maple-procure maple-procure.onrender.com An MCP server over Canada's public tender and award data (CanadaBuys). Scoped auth, proven 1 Claude Code, Codex, OpenCode 2 1,350 tok
AgentNex/zerocrawl-mcp 100% Free & Open-Source Web Crawling MCP Server. Zero-budget, no-API-key web scraping and 1 Claude Code, Codex, OpenCode 2 79 tok
kirakiray/web-bridge-mcp MCP tools for AI to debug pages 1 Claude Code, Codex, OpenCode 2 179 tok
Renzo-Tognella/DecisionsSearch Persistent memory for AI agents — MCP server with hybrid graph+vector search, agent skills 1 Codex, OpenCode 1 595 tok
patrikmichi/crawlee-mcp 1 Claude Code, Codex, OpenCode 2 693 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
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
Tim0320/IsaacSim-MCP 1 Codex, OpenCode 2 94 tok
TimWongUp/keepygaga Cross-agent core memory in local Markdown, with MCP tools, native hooks, and installers fo 1 Claude Code, Codex, OpenCode 2 2,140 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
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
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
no-materials/hird A typed language for LLM agent systems on BEAM: effect-row tracking, auditable tool effect 1 Claude Code, Codex, OpenCode 2 1,667 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
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 3,808 tok