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 |
|---|---|---|---|---|
| hassanvfx/mcp-data-analysis-agent Local-first, governed MCP analytics for SQLite and PostgreSQL. | 0 | Codex, GitHub Copilot, OpenCode | 2 | 1,091 tok |
| MiemieYang-yang/MODULAR-RAG-MCP-SERVER | 0 | Claude Code, Codex | 9 | — |
| tetracoralla/state-machine Step Switch: a deterministic, side-effect-free finite-state transition kernel with CLI, MC | 0 | Codex, OpenCode | 1 | 463 tok |
| yongkyu4803/GQAI-GovtPress-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 159 tok |
| sakurameishi/codex-dsh-mcp a mcp for codex to manage jobs for dsh to save credits | 0 | Codex, OpenCode | 1 | 1,188 tok |
| minmax/pi-cli-mcp MCP server that delegates coding tasks to your locally installed pi CLI. Wraps the real bi | 0 | Claude Code, Codex, OpenCode | 6 | 462 tok |
| VasquezNodier/mcp-oracle Unofficial MCP for on-prem Oracle: schema, PL/SQL, and read-only SQL. | 0 | Codex, OpenCode | 1 | 341 tok |
| ariaprism/nowhere-mcp Enables AI to travel the world through MCP and review routes, logs, and postcards from a l | 0 | Codex, OpenCode | 1 | 1,967 tok |
| JumpLink/troedler Troedler — search several second-hand marketplaces from one query. A local CLI and MCP ser | 0 | Claude Code, Codex, OpenCode | 2 | 5,291 tok |
| JakePeralta7/s3-mcp | 0 | Codex, OpenCode | 1 | 935 tok |
| CYZice/devs-codex DevSpace: a local execution layer that brings a Codex-style coding workflow to MCP hosts | 0 | Codex, OpenCode | 1 | 1,676 tok |
| Tsumibito/NavoCMS navocms.com The agent-native CMS. No admin panel. Your agent is the interface | 0 | Codex, OpenCode | 1 | 434 tok |
| brulure1/labsolu-mcp-test MCP test bot Labsolu pour Claude + Render | 0 | Claude Code, Codex, OpenCode | 2 | 1,069 tok |
| pedro-angel/mcp-for-kibana MCP server for Kibana: composable toolboxes over a hexagonal core | 0 | Codex, OpenCode | 1 | 577 tok |
| cormac-rynne/hikvision-mcp | 0 | Codex, OpenCode | 1 | 1,019 tok |
| phamviet86/google-task-mcp Local Python MCP server for safely managing Google Tasks over stdio | 0 | Codex, OpenCode | 1 | 700 tok |
| gianlucamazza/pagouse Chromium page agent for coding agents | 0 | Codex, OpenCode | 1 | 281 tok |
| Brian-Egan/jazz_agent Scrapes NYC jazz club schedules, builds a weekly Spotify playlist per club, and keeps a pe | 0 | Codex, OpenCode | 1 | 1,979 tok |
| dosquartsdedocs/vegavisuals Reproducible Vega and Vega-Lite rendering with immutable Docker provenance. | 0 | Codex, OpenCode | 1 | 459 tok |
| dev-the-dev-while-deving/rolldeep-lab Free local study lab. Hit ROLL. One topic. One question. Do the work. Never repeat. | 0 | Codex, OpenCode | 1 | 512 tok |
| paulocesaaars/nix Servidor MCP que expõe um vault do Obsidian | 0 | Claude Code, Codex, Cursor, OpenCode | 2 | 1,226 tok |
| Cubiczan/governed-mcp-gateway Governed MCP Gateway — principal on every tool call and SSE frame, vaulted credential rota | 0 | Codex, OpenCode | 1 | 91 tok |
| ElioLin/sfoa-enterprise-mcp | 0 | Claude Code, Codex, OpenCode | 6 | 688 tok |
| jhn-kim/motionworks A direct manipulation motion design layer for projects built with AI coding agents. | 0 | Claude Code, Codex, OpenCode | 2 | 942 tok |
| junoonx/tnews-mcp | 0 | Codex, OpenCode | 1 | 3,069 tok |
| chappse6/web-picker Localhost UI element picker that bridges browser picks to MCP coding agents | 0 | Codex, OpenCode | 1 | 198 tok |
| yenonn/lmstudio-websearch Local MCP server for LM Studio with web search, YouTube playback, and IPTV channels | 0 | Codex, OpenCode | 1 | 1,599 tok |
| GinzaTech/rn-agent-observer Local runtime observability bridge for AI agents debugging React Native/Expo apps on Andro | 0 | Codex, OpenCode | 1 | 1,222 tok |
| R-HUA/coding-mcp | 0 | Claude Code, Codex, Cursor, OpenCode | 10 | 2,260 tok |
| kisaragi-mochi/distill-kura 蒸留蔵 — distilled long-term memory for agents: recall by meaning, writing gated by evidence, | 0 | Codex, OpenCode | 1 | 2,875 tok |
| kiyeps/dkg-memory-mcp MCP server exposing DKG V10 verifiable memory (WM/SWM/VM) as MCP tools for any MCP-capable | 0 | Claude Code, Codex, OpenCode | 2 | 801 tok |
| Rune-markar/signal-desk rune-markar.github.io Monitoring and notification PWA supporting ChatGPT MCP, Cloudflare Workers, and Web Push | 0 | Codex, OpenCode | 1 | 329 tok |
| lia-xim/seomcp.de seomcp-de.vercel.app Reservierte technische Projektgrundlage für einen künftigen realen SEO-MCP-Dienst. | 0 | Codex, OpenCode | 1 | 265 tok |
| meeeeeca2/agent-chatroom Human-in-the-loop MCP chatroom for coordinating multiple AI agents | 0 | Claude Code, Codex, OpenCode | 2 | 1,064 tok |
| stella-dust/autoxeo-agent-codex-plugin agent.autoxeo.com Public AutoXEO GEO operations plugin for Codex: skills, local MCP bridge and evidence-led | 0 | Codex, OpenCode | 1 | 179 tok |
| ifoodsci-ai/mflowy MCP-native modular ML workflow engine — YAML-config-driven, DAG-orchestrated data analysis | 0 | Codex, OpenCode | 1 | 1,856 tok |
| momadhuynh04/probrowser Real-Browser Automation MCP Server for AI Agents - Anti-Detection | 0 | Claude Code, Codex, OpenCode | 2 | 2,302 tok |
| tetracoralla/deterministic-dependency-engine Deterministic dependency reasoning over declared graphs for humans and AI agents. | 0 | Codex, OpenCode | 1 | 600 tok |
| STIM-Protocol/mycelial-brain-mcp MCP server for persistent, decentralized agent memory. Part of the STIM Protocol ecosystem | 0 | Codex, OpenCode | 1 | 553 tok |
| jezdez/conda-cli-mcp jezdez.github.io Expose conda and its plugin commands through the Model Context Protocol | 0 | Codex, OpenCode | 1 | 2,088 tok |
| YC-CLT/VLM-mcp VLM-based image understanding MCP Server with local llama.cpp and online Qwen3-VL support. | 0 | Codex, OpenCode | 1 | 2,002 tok |
| fyrlabs/mcp-nexus Local-first intelligent MCP router: one endpoint, many MCP servers, capabilities discovere | 0 | Codex, OpenCode | 1 | 894 tok |
| JunctionX-Korea-2026-JoyRide/gyeongbuk-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 558 tok |
| jubayertalha/vibeframe A control plane for agentic coding: a living, in-repo model of intent, architecture, and c | 0 | Claude Code, Codex, OpenCode | 3 | 1,283 tok |
| edosulai/silenthand-cua Unofficial Computer Use host. Click, type, and read AX trees without stealing focus. Ready | 0 | Claude Code, Codex, OpenCode | 2 | 1,052 tok |
| brwbo/apic apic - app-to-API compiler: a computer-use agent explores an app once and emits a verified | 0 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 4 | 993 tok |
| LeChabrax/apple-mail-mcp MCP server for Apple Mail on macOS: read, search, send and manage email from an AI assista | 0 | Claude Code, Codex, OpenCode | 7 | 1,552 tok |
| anthonywang-sg/Personal-Travel-Agent Autonomous Travel Planning Assistant with Two-Tier Tree of Thought reasoning, 156-destinat | 0 | Claude Code, Codex | 1 | — |
| developerz-ai/universal-lsp One fast, low-memory C++ language server for many languages via declarative Lua plugins — | 0 | Claude Code, Codex, OpenCode | 15 | 3,487 tok |
| ShamanicArts/CozyVTT-Agent MCP transport extension for CozyVTT campaign capabilities | 0 | Codex, OpenCode | 1 | 110 tok |