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 |
|---|---|---|---|---|
| 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 |
| VRIL-LABS/anonsec-mcp-server vril.li 🥷 The AnonSec MCP Server enables anonymous email management via Firefox Relay with defens | 1 | Claude Code | 1 | — |
| mrmarufpro/shopify-mcp-oauth OAuth 2.1 authorization + resource server for a Shopify app's MCP endpoint, plus a scaffol | 1 | Claude Code | 1 | 2,704 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 |
| arr-mcps/qbittorrent-mcp Model Context Protocol for qbittorrent/qBittorrent | 1 | Codex, OpenCode | 1 | 1,464 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 |
| OrellBuehler/play-console-mcp | 1 | Claude Code | 1 | 1,929 tok |
| bob56621517/search-reader-mcp An MCP service integrating Bocha search and Jina crawling to provide LLMs with access to e | 1 | Claude Code | 1 | 240 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 |
| riemannulus/knowledge-base Hybrid-search knowledge base for teams — ingests docs, git logs, Slack, code, and PRs into | 1 | Claude Code | 2 | 3,335 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 |
| Waganawa-Megumin/togaf10_EAP_MCP waganawa-megumin.github.io An unofficial bilingual TOGAF-based EA consulting MCP server based on TOGAF 10 (EA Practit | 1 | Claude Code | 1 | 1,423 tok |
| thomijasir/gemini-image-mcp Optimized for google gemini image | 1 | Claude Code | 1 | 1,100 tok |
| Jpatching/mcp-outlook pypi.org Microsoft 365 Outlook Mail and Calendar MCP server for Claude and AI assistants with zero | 1 | Claude Code | 1 | 331 tok |
| ManiaSacha/gitlog-mcp pypi.org Give your AI coding agent superpowers over git history — changelogs, commit analysis, blam | 1 | Claude Code | 10 | — |
| 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 |
| tewfiq/genai-solutions-mcp MCP server exposing a curated index of 1,197 generative AI tools | 1 | Claude Code | 1 | 720 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 |
| Thebeardedambivert/shopify-ai-ops-agent Autonomous, human-governed ecommerce operations agent built with LangGraph v1, 5 Model Con | 1 | Claude Code, Codex, OpenCode | 14 | 916 tok |
| Finn-Aigc/ai-ops-mcp Local SSH credential broker and MCP server | 1 | Codex, OpenCode | 1 | 594 tok |
| NinjaEde/mcp-scalable-capital Unofficial MCP server for Scalable Capital broker data — overview, holdings, transactions, | 1 | Claude Code | 1 | 884 tok |
| jordi-murgo/cliptunnel-mcp Operate a locked-down remote machine through its clipboard — MCP server tunneled over clip | 1 | Claude Code, Codex | 2 | — |
| SwaggyMike/controld-mcp | 1 | Codex, OpenCode | 1 | 147 tok |
| freeeverett/deribit-mcp | 1 | Codex, OpenCode | 1 | 1,457 tok |
| David7ce/audio2score-mcp | 1 | Claude Code | 1 | 2,320 tok |
| JigeeshaJain/ReviewQueueMcp MCP server exposing one tool, get_review_queue: a ranked view of your GitHub pull request | 1 | Claude Code | 1 | 2,129 tok |
| eneelkant/google-ads-claude-plugin Claude Cowork MCP plugin for managing Google Ads campaigns, Search and Display ads, budget | 1 | Claude Code | 2 | 367 tok |
| hygef-v4/youtube-studio-mcp hygef-v4.github.io High-performance, zero-dependency MCP server connecting AI assistants (Claude, Cursor, Ant | 1 | Claude Code, Codex, OpenCode | 2 | 5,542 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 |
| AyushShanu/CodeBase-MCP-Server | 1 | Claude Code | 2 | 2,491 tok |
| zdrjson/thinking-prompts-skill zdrjson.github.io 12 thinking prompts in English & 中文 — ask, learn, solve, decide, know yourself. Web + MCP | 1 | Codex, OpenCode | 1 | 1,796 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 | 2,820 tok |
| notluquis/mcp-pjud-cl mcp-pjud.readthedocs.io Servidor MCP no oficial de solo lectura para la consulta pública de causas del Poder Judic | 1 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 7 | 3,172 tok |
| AlexStansfield/gtm-mcp-server An MCP server to manage GTM containers | 1 | Claude Code | 1 | 597 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 | 673 tok |