24,842 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971
All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| sandraschi/rtorrent-mcp rTorrent MCP server: torrent management, multi-source search, post-processing, and Austria | 1 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf | 6 | 2,855 tok |
| epi13/gimp-local-mcp Local-first MCP server providing structured natural-language control of GIMP 3 while keepi | 1 | Codex, OpenCode | 1 | 472 tok |
| Vivswan/chromium-bridge vivswan.github.io Authenticated MCP bridge to your real Chromium browsers (Brave, Chrome): Rust native-messa | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 1,446 tok |
| nabheet/google-services-mcp Gmail MCP server for AI agents — Google Workspace MCP with 100+ tools: Calendar, Drive, Gm | 1 | Codex, OpenCode | 1 | 2,197 tok |
| toyro396133/freebuff-bridge Programmatic bridge between tools/scripts and Freebuff Desktop sessions: REST API, MCP ser | 1 | Codex, OpenCode | 1 | 259 tok |
| oshriagronov/braude-mcp braude-mcp.oshri-mcp.workers.dev Remote MCP server for Ort Braude College deployed on Cloudflare Workers | 1 | Codex, OpenCode | 1 | 3,053 tok |
| LatinumLabs/QBO-Multicompany-MCP | 1 | Codex, OpenCode | 1 | 672 tok |
| randomparity/hmc-mcp Experimental MCP Server for IBM PowerVM HMC Control | 1 | Claude Code, Codex, OpenCode | 2 | 6,263 tok |
| daodaobing/codex-project-context Portable Codex Project Context MCP Server and project-context skill | 1 | Codex, OpenCode | 1 | 116 tok |
| perfsage/perfsage-jmeter-mcp perfsage.com Self-healing JMeter MCP for LLM agents — heal runtimes, auto-correlate scripts, discover c | 1 | Codex | 1 | — |
| Hakurei-git/minecraft-codex-companion Local-first Minecraft Forge 1.20.1 AI NPC companion with T-chat, crafting, building, deep | 1 | Codex | 1 | — |
| celados/wbot wbot-web-test.celados.com Agent-first read-only CLI and MCP for authorized WeChat conversations | 1 | Codex, OpenCode | 1 | 495 tok |
| harnios/harnios-mcp harnios.com Self-hosted, MCP-based storage system — one shared knowledge base, skills, projects, and r | 1 | Claude Code, Codex, OpenCode | 14 | 104 tok |
| Nolane-x/Nolane-habitat Semantic project intelligence and governed workflows for agents | 1 | Codex, OpenCode | 1 | 384 tok |
| regaing/devbelt-mcp devbelt-mcp packages 53 everyday online utilities (with 164 granular capabilities) into in | 1 | Codex, OpenCode | 1 | 470 tok |
| techkwon/comci-agent comci-agent-timetable-20260807.techkwon.chatgpt.site Unofficial local-first Python CLI, REST API, and MCP server for Korean Comci school timeta | 1 | Codex, GitHub Copilot, OpenCode | 2 | 1,609 tok |
| yuyi-clip/ssh-mcp-server A structured SSH MCP service for Codex | 1 | Codex, OpenCode | 1 | 584 tok |
| gugu9999gu/PC-CONTROL-MCP | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 9 | 2,466 tok |
| kizz-tech/vault-mcp-bridge Self-hosted, read-only Obsidian vault bridge for ChatGPT over Secure MCP Tunnel | 1 | Codex, OpenCode | 1 | 343 tok |
| moonslayers/whatsapp-cdp-mcp MCP server that controls WhatsApp Desktop via the Chrome DevTools Protocol (CDP) using you | 1 | Codex, OpenCode | 2 | 1,196 tok |
| techiebod/system-explorer Read-only infrastructure observation: host agent, envelope API, MCP aggregator, operator U | 1 | Codex, OpenCode | 1 | 3,620 tok |
| BitDG/TableRAG Project-agnostic semantic table indexing and read-only MCP logic | 1 | Codex, OpenCode | 1 | 529 tok |
| JustineDevs/CRUX cruxbeta.vercel.app CRUX MCP - implying your system resolves the core problem of AI design slop. that targets | 1 | Claude Code, Codex, Cursor, OpenCode | 13 | 793 tok |
| anotb/x-signal Self-hosted X (Twitter) research for ChatGPT, Codex, and MCP — live search, feeds, threads | 1 | Codex, OpenCode | 1 | 491 tok |
| SiamAlSobari/ai-web-tester 🌐 The Autonomous Eyes & Hands for AI Coding Agents. Browser testing, QA matrices, error t | 1 | Claude Code, Codex | 2 | — |
| starSumi/Sumi-Docs-MCP starsumi.github.io Read-only MCP server and Astro documentation system for local and remote documentation cor | 1 | Claude Code, Codex, OpenCode | 5 | 785 tok |
| jinxlzc/grok-codex-plugin Grok Build plugin: command the local Codex CLI to review code and do work | 1 | Codex, OpenCode | 1 | 98 tok |
| MarwanDevSpace/mcp-arabic-ms-word High-precision Arabic Microsoft Word MCP server for docx creation, inspection, RTL styling | 1 | Codex, OpenCode | 1 | 2,438 tok |
| yangjh0127/openapi-docs-mcp npmjs.com Helps coding Agents safely and accurately search and understand OpenAPI / Swagger document | 1 | Claude Code, Codex, OpenCode | 8 | 1,490 tok |
| hecateq/mcp-coolify npmjs.com Production-grade Coolify MCP Server — secure, policy-controlled Coolify management for AI | 1 | Codex, GitHub Copilot, OpenCode | 2 | 4,332 tok |
| secure-ssid/hpe-networking-mcp secure-ssid.github.io Low-token HPE Networking MCP router for Aruba Central, GreenLake, migrations, optional pro | 1 | Claude Code, Codex, OpenCode | 14 | 7,533 tok |
| SolNine-Git/agentless-mcp | 1 | Codex, OpenCode | 1 | 1,524 tok |
| Kaifazad/Style-DNA-Ghostwriter Learn a codebase's unwritten conventions (Python, React, Next.js, TypeScript, Tailwind) an | 1 | Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf | 6 | 3,102 tok |
| AntaresQAQ/VoxMesh Platform-independent, voice-first AI agent gateway with pluggable LLM, STT, and TTS provid | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 1,572 tok |
| youssefvdel/docsGround Real-time documentation grounding & search engine for AI agents (SQLite FTS5 + BGE embeddi | 1 | Claude Code, Codex, OpenCode | 8 | 2,172 tok |
| TrungLee003/figma-agent-mcp Local-first AI Design Agent for Figma via Model Context Protocol (MCP), WebSocket Bridge, | 1 | Codex, Gemini CLI, OpenCode | 2 | 1,282 tok |
| KaiUweHella/figma-bridge-mcp Local MCP server for inspecting and editing Figma Desktop through an authenticated localho | 1 | Codex, OpenCode | 1 | 534 tok |
| ANAMIZED/Proto-OS Proto OS is an "Autonomous Protocols Operating System". Policy-governed protocols (MCP, A2 | 1 | Codex, OpenCode | 1 | 732 tok |
| thomastraum/clarity-api-mcp Bun MCP server for the Clarity AI upscaler API | 1 | Claude Code, Codex, OpenCode | 2 | 682 tok |
| danveil/mcp-security-inspector Explainable static security analysis for MCP tool metadata, including tool-poisoning indic | 1 | Codex, OpenCode | 1 | 560 tok |
| Finn-Aigc/ai-ops-mcp Local SSH credential broker and MCP server | 1 | Codex, OpenCode | 1 | 594 tok |
| nicolaerusan/agent-draw Agent-first executable technical canvas built with React, TypeScript, and tldraw | 1 | Claude Code, Codex, OpenCode | 2 | 293 tok |
| SwaggyMike/controld-mcp | 1 | Codex, OpenCode | 1 | 179 tok |
| freeeverett/deribit-mcp | 1 | Codex, OpenCode | 1 | 1,457 tok |
| jakub-lapinski/google-calendar-mcp-serviceaccount Minimal Google Calendar MCP server authenticated via a service account — no OAuth consent | 1 | Codex, OpenCode | 1 | 1,179 tok |
| jiangkoumo/agenttape Turn failed Codex runs into redacted .tape evidence and offline regression tests. | 1 | Codex, OpenCode | 1 | 793 tok |
| cesar-carlos/plug_mcp | 1 | Codex, OpenCode | 1 | 5,469 tok |
| simonives/reed simonives.github.io A self-hosted, open-source RSS reader with a graph-native data model, public REST API, and | 1 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 8,792 tok |
| tuweihuasheng/host-console HostConsole — let AI operate SSH while keeping your keys in your own hands. A fully Chines | 1 | Codex, OpenCode | 1 | 787 tok |
| StandarterDF/TelegramMCP | 1 | Codex, OpenCode | 1 | 1,787 tok |