23,310 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 agents7,642Claude Code6,648Data and AI3,676Backend and APIs3,504Languages3,399Planning3,222Git and workflow3,208Code review2,742Testing2,379Memory and context2,369Writing and docs2,323DevOps and cloud2,311Research2,290Frontend2,261Security2,025Productivity1,719
All Claude Code31,996 Codex23,310 OpenCode22,256 GitHub Copilot3,557 Gemini CLI1,917 Cursor1,739 Windsurf141 Kiro81
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| datamathcode/gitea-mcp Local Gitea MCP server | 0 | Codex, GitHub Copilot, OpenCode | 3 | 1,101 tok |
| prismatic7/MASA MASA — Sound Matter Aware protocol: a local-first, language-neutral contract for describin | 0 | Codex, OpenCode | 1 | 430 tok |
| AlperTk/ssh-admin MCP server for managing SSH connections to remote servers. | 0 | Codex, OpenCode | 1 | 1,203 tok |
| cloudsealed/cloudsealed-mcp MCP server exposing CloudSealed's billing-waste anomaly detector and architecture risk sco | 0 | Codex, OpenCode | 1 | 574 tok |
| hyuga611/llm-safe-sql npmjs.com [Moved to airframe] Let an LLM propose UPDATE/DELETE, run it for real inside a transaction | 0 | Codex, OpenCode | 1 | 758 tok |
| kevynf/akshare-mcp-bridge pypi.org Complete MCP access to AKShare's public APIs, with automatic discovery, deterministic rout | 0 | Codex, OpenCode | 1 | 639 tok |
| renzocarletti-lang/motion-mcp-server | 0 | Claude Code, Codex, OpenCode | 2 | 1,949 tok |
| sp-daewoon/querytree A visual decision console for Codex, Claude Code, and MCP-compatible AI agents. | 0 | Claude Code, Codex, OpenCode | 2 | 644 tok |
| egemeny13/euroleague-analytics website-prototype-liard.vercel.app A validated data warehouse for EuroLeague and EuroCup basketball, built from the public pl | 0 | Claude Code, Codex, OpenCode | 5 | 6,231 tok |
| crozzbite/SkullRender-Agents MCP server: SkullRender Legion agent manifests + skflow_* brief/identity tools (sibling of | 0 | Codex, OpenCode | 1 | 248 tok |
| mgallmur-glitch/qc41-light Bilingual evidence-first sales-call diagnostic for AI agent harnesses | 0 | Codex, OpenCode | 1 | 1,075 tok |
| hanabiovo/Atmosphere777 Self-hosted weather, indoor climate, MCP tools and pixel-style PWA dashboard. | 0 | Codex, OpenCode | 1 | 649 tok |
| awnt9/mcp-netsuite-practice | 0 | Claude Code, Codex, OpenCode | 2 | 1,159 tok |
| dducsw/vf-stock-agent Nền tảng AI & FastMCP Server phân tích chứng khoán Việt Nam. Tích hợp 144+ chỉ báo kỹ thuậ | 0 | Codex, OpenCode | 1 | 1,579 tok |
| barisGultekin/izlek a terminal-first local frontend observability tool for humans and coding agents. It starts | 0 | Codex, OpenCode | 1 | 165 tok |
| alexd73/PlanfixMCP | 0 | Codex, OpenCode | 10 | 1,021 tok |
| simoncrypta/graphql-mcp MCP server that exposes GraphQL operations as tools for AI models | 0 | Codex, OpenCode | 1 | 268 tok |
| gaganjainse/shesh-skills Skill library + note capture MCP server | 0 | Codex, OpenCode | 1 | 191 tok |
| azmirizkifar20/RAGBuddy rag.azmirf.my.id 🤖 A multi-project RAG (Retrieval-Augmented Generation) platform that provides project-awa | 0 | Claude Code, Codex, OpenCode | 3 | 1,034 tok |
| SavageCore/dashy-mcp Model Context Protocol for Lissy93/dashy | 0 | Codex, OpenCode | 1 | 956 tok |
| AutoraLabs/copyq-mcp autoralabs.com CopyQ history for AI agents, with clean dictation routing on Windows. | 0 | Codex, OpenCode | 1 | 247 tok |
| ishan-parihar/threads-lyr Threads.net MCP server via anonymous scraping | 0 | Claude Code, Codex, OpenCode | 3 | 664 tok |
| paulomanrique/mesen-for-ai MCP server for driving Mesen headlessly in AI-assisted SNES, NES, PC Engine, and GBA rever | 0 | Codex, OpenCode | 1 | 1,650 tok |
| gsbenevides2/pr-mcp | 0 | Claude Code, Codex, OpenCode | 6 | 889 tok |
| seonglae/openportfolio openportfolio.app Self-hosted portfolio tracker: every account as one net worth, the investor flows behind t | 0 | Codex, OpenCode | 1 | 1,997 tok |
| maximyz3d/relaybridge Local Windows PowerShell and multi-AI CLI control plane with browser, REST, and MCP adapte | 0 | Claude Code, Codex, OpenCode | 6 | 2,534 tok |
| johnw-max/xero-mcp | 0 | Codex, OpenCode | 1 | 2,029 tok |
| kevin511G/mcp_server Minimal Analysis MCP server with stdio and Streamable HTTP transports | 0 | Codex, OpenCode | 1 | 217 tok |
| lucianum7/repo-brain Persistent repository memory for coding agents - Codex, Claude Code and MCP. | 0 | Claude Code, Codex, OpenCode | 2 | 183 tok |
| tamzrod/mcprelay A general-purpose MCP connectivity layer for securely connecting AI agents to authenticate | 0 | Codex, OpenCode | 1 | 6,019 tok |
| EwigMidori/mindmap-mcp Browser mind map + local TypeScript server with MCP (no desktop install) | 0 | Codex, OpenCode | 1 | 232 tok |
| phonhay103/maitabi-mcp-server | 0 | Codex, OpenCode | 1 | 1,255 tok |
| Olorinm/visual-review-workbench Config-driven UI review CLI and Agent Skill for comparing real frontend pages, native stor | 0 | Codex, OpenCode | 1 | 205 tok |
| cyber-lazer-mermicorn/mcp-hub mcp-hub - Cutting-edge AI infrastructure | 0 | Codex, GitHub Copilot, OpenCode | 2 | 451 tok |
| rohitcube/mcp-server-python-msmzwqb8 Created from render-examples/mcp-server-python template | 0 | Claude Code, Codex, OpenCode | 2 | 841 tok |
| chensirui2008/schwab-readonly-mcp | 0 | Codex, OpenCode | 1 | 577 tok |
| ketankshukla/learn-mcp-5-year-old learn-mcp-5-year-old.vercel.app MCP explained like you are five - a complete, working Model Context Protocol server built | 0 | Claude Code, Codex, OpenCode | 3 | 159 tok |
| rbstxt/agent-shader agent-shader.1zworks.com Build, validate, and render-test Panzoid WebGL 1 shader objects with a CLI, MCP server, an | 0 | Codex | 1 | — |
| LiShuo-Duke/riskprobe-agent Privacy-safe local risk intelligence Agent for explainable rules, PSI drift monitoring, in | 0 | Codex, OpenCode | 1 | 548 tok |
| LeeFlannery/slowmcp Blazingly adequate. A framework for building, testing, and shipping MCP servers. Written i | 0 | Claude Code, Codex, OpenCode | 2 | 2,772 tok |
| intheuniverseofaiz-eng/MCPDemo | 0 | Codex | 1 | — |
| ynfra/ybrain Company knowledge MCP server (prompts, ownership, docs, memory) | 0 | Claude Code, Codex, OpenCode | 2 | 1,014 tok |
| zloybest/UnityMCP | 0 | Codex, OpenCode | 1 | 133 tok |
| Qalxry/image-viewer-mcp Image recognition MCP server: accepts image paths or URLs, sends them to a vision-language | 0 | Claude Code, Codex, OpenCode | 20 | 2,123 tok |
| gmen1057/yandex-direct-mcp Open-source MCP server for Yandex Direct (Yandex Direct) — 80 tools for AI agents | 0 | Codex, OpenCode | 1 | 1,173 tok |
| thenpceo/harvey-design-system-mcp harvey-design-system.vercel.app Unofficial Harvey design-system atlas and reusable MCP blueprint for brand-governed UI, im | 0 | Codex, OpenCode | 1 | 1,196 tok |
| Remedy92/boxaide boxaide.tech Free, self-hosted multi-mailbox agentic inbox | 0 | Claude Code, Codex, OpenCode | 3 | 2,060 tok |
| bharathadolf/houdini-mcp | 0 | Claude Code, Codex | 1 | — |
| Naveen-warden/arden-ai-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 692 tok |
| arr-mcps/cleanuparr-mcp Model Context Protocol for Cleanuparr/Cleanuparr | 0 | Codex, OpenCode | 1 | 1,282 tok |