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
naporin0624/gpt-image-1-mcp naporin0624.github.io OpenAI gpt-image-1 MCP server with advanced image generation and editing capabilities 1 Claude Code 3 1,264 tok
SoftBacon-Software/mycelium-mcp Mycelium MCP — give Claude Code agents persistent memory, task management, inter-agent mes 1 Claude Code 1 1,393 tok
mandalito/StealthPay-MCP StealthPay MCP est un serveur MCP qui transforme un nom ENS en endpoint de paiement intel 1 Claude Code 10 —
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 —
Getopir/AgentCAD Independent agent-oriented parametric CAD platform based on FreeCAD, with a typed MCP gate 1 Codex, OpenCode 1 2,245 tok
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 —
gjermundgaraba/terminus-mcp MCP server for creating and publishing content to Terminus (TRMNL) 1 Codex, OpenCode 1 363 tok
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
lakpriya1s/agent-rack npmjs.com MCP server that runs CLI AI coding agents (Claude Code, Codex, opencode, Antigravity) as s 1 Claude Code 3 6,117 tok
nacre-work/nacre nacre.work Self-hosted permission-aware context layer for agents. MCP + API. 1 Claude Code 8 43,437 tok
arnwaldn/agent-owl arnwaldn.github.io Cryptographic file integrity monitoring with OWL/RDF ontology and EU AI Act compliance for 1 Claude Code 1 1,120 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
Sibo1505/obsidian-mcp-remote 1 Claude Code 1 —
aoalejo/opencode_mcp A MCP for claude code to use opencode as sub-agent, with tier ranking 1 Codex, OpenCode 1 1,818 tok
bsahane/legal-open-mcp-server legal-open-mcp-server 1 Codex, OpenCode 1 773 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
danielbaldwin47/resolve-mcp 1 Claude Code 5 2,740 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
jackvaughanjr/jamf-platform-mcp-server 1 Claude Code 1 1,179 tok
francescofioredev/accreta A knowledge base your AI agent writes, maintains, and is held accountable for — with prove 1 Claude Code 9 1,565 tok
E-R-Butch/Goofish-Z Complete Xianyu integration package — GUI + Agent dual-driven (CLI/MCP/HTTP API). Combines 1 Codex, OpenCode 1 200 tok
mgummich/mcp-mealie Curated, token-efficient MCP server for Mealie recipes, meal plans, and cookbooks 1 Codex, OpenCode 1 1,891 tok
PainInTheNic/MCP-TrueNAS MCP server for monitoring and managing a TrueNAS SCALE/CORE box from Claude — 18 read-only 1 Claude Code 1 —
jdsalasca/mcp-opencode MCP bridge for coordinating OpenCode agents from Codex/ChatGPT 1 Codex, OpenCode 1 351 tok
Goldwep/enfusion-workbench-mcp MCP server for Arma Reforger / Enfusion Workbench modding — 112 tools: project indexing, r 1 Claude Code 1 237 tok
JeetuSK0808/maryslab maryslab-nu.vercel.app Mary's Lab — a computational color science laboratory: 32 MCP tools, dual C++/TypeScript e 1 Claude Code 1 1,158 tok
Thomaspeel6/HomeStock Local-first household inventory for AI agents. One SQLite file, one MCP server, zero cloud 1 Claude Code 1 2,023 tok
joonhyungkimweb/pokemon-champions-mcp 1 Codex, OpenCode 1 325 tok
ashishgituser/bunkervm ashishgituser.github.io Time-travel debugging for AI agent sandboxes — Firecracker microVMs with record, snapshot, 1 Claude Code, GitHub Copilot 2 3,877 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
photonn/dial-pptx-mcp DIAL-aware remote MCP server for PowerPoint generation — extends GongRzhe/Office-PowerPoin 1 Claude Code 1 6,431 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
OpusProjects/cdmon-mcp Unofficial MCP server and CLI for deploying files and running SQL on cdmon shared hosting 1 Claude Code 1 3,071 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
lutfi-zain/reedrich-mcp 1 Claude Code, Codex, OpenCode 11 2,757 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
ar36planet/claude-codex-bridge-public A visible, bidirectional MCP and CLI bridge between Claude Code sessions and Codex TUI thr 1 Claude Code 2 —
droiddevgeeks/shopify-mcp-demo 1 Claude Code 1 1,917 tok