24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971
All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| Prometheus-agent/mcp-dataforge Multi-agent data engineering framework - MCP-native | 0 | Claude Code, Codex | 1 | — |
| boyzhong123/mcp22 111 | 0 | Claude Code, Codex, OpenCode | 2 | 208 tok |
| slettmayer/wunder-user-mcp MCP server for the Wunder Mobility v2 end-user (User) API — list vehicles (with distance), | 0 | Claude Code, Codex, OpenCode | 2 | 1,378 tok |
| kandotrun/x-mcp x.mcp.2-38.com Read-only MCP server for public X/Twitter search and retrieval via twitter.2-38.com | 0 | Codex, OpenCode | 1 | 313 tok |
| surajpanwar/advanced-calc-engine Secure, auditable Excel analytics and agentic workflow engine built with Python, MCP, and | 0 | Claude Code, Codex, OpenCode | 5 | 410 tok |
| YoshiaKefasu/mcp-local-files Local Files MCP server with safe text and binary file tools. | 0 | Codex, OpenCode | 1 | 2,059 tok |
| zyf0717/repo-context Local MCP server that exposes configurable context retrieval from a context-model endpoint | 0 | Codex, OpenCode | 1 | 1,442 tok |
| yb901104-wq/spine-mcp | 0 | Codex, OpenCode | 1 | 1,746 tok |
| Mehedad1948/tinify-mcp tinify-mcp.vercel.app | 0 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| maThiaslI152/opencode-ast-mcp | 0 | Codex, OpenCode | 1 | 2,846 tok |
| blessthis/llm-council Blind multi-model councils + direct seat chat as a local MCP server | 0 | Codex, OpenCode | 1 | 2,597 tok |
| PrimeUpYourLife/dynamic-discord-bot-api-mcp Dynamic MCP server for Discord Bot API with latest API methods. | 0 | Codex, OpenCode | 1 | 349 tok |
| abhaymettu/claude-desktop-to-code Route work from a Claude Desktop chat into Claude Code: headless, or handed off to a real | 0 | Codex, OpenCode | 1 | 1,180 tok |
| shahrukh-hack/vibe-memory shahrukh-hack.github.io Universal Long-Term Memory & Cross-Agent Handoff Protocol for AI Coding Agents | 0 | Claude Code, Codex, Cursor, OpenCode | 3 | 203 tok |
| cute-aaa/OmniParser-MCP MCP server for Microsoft OmniParser: turn screenshots into structured UI elements for GUI | 0 | Codex, OpenCode | 1 | 2,111 tok |
| Crino-999/ollama-mcp-workers A local hybrid layered MCP Worker suite based on Ollama: **Vision Worker** (qwen2.5vl:7b) | 0 | Codex, OpenCode | 1 | 182 tok |
| deveyus/qdrant-mcp-server Fork of mhalder/qdrant-mcp-server with time-based recency scoring in semantic and hybrid s | 0 | Codex, OpenCode | 1 | 945 tok |
| rileylsmith1997/sample-mcp-systemctl | 0 | Codex, OpenCode | 1 | 800 tok |
| AbiyuLingga/LTSpice-MCP | 0 | Claude Code, Codex, OpenCode | 2 | 4,454 tok |
| JNSlayer2/chatgpt-pro-mcp | 0 | Codex, OpenCode | 1 | 245 tok |
| Palanx/grimoire-beholder-mcp Turn your bookshelf into something Claude can read. A fully-local RAG grimoire: contextual | 0 | Codex, OpenCode | 1 | 1,528 tok |
| vaibuep/motion-mcp-server | 0 | Claude Code, Codex, OpenCode | 2 | 1,949 tok |
| yyu0310/lark-mcp MCP server connecting Claude Desktop App to your Lark workspace — built on lark-cli | 0 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 392 tok |
| zcharako81/iiq-mcp MCP server for SailPoint IdentityIQ 8.5 | 0 | Codex, OpenCode | 1 | 1,423 tok |
| Knuckles-Team/freshrss-agent knuckles-team.github.io FreshRSS API + MCP Server + A2A Server — curated, relevance-gated RSS world-model intake f | 0 | Claude Code, Codex, OpenCode | 2 | 3,778 tok |
| berntpopp/orphanet-link genefoundry.org MCP server for Orphanet (Orphadata): rare-disease nomenclature, gene–disease associations, | 0 | Claude Code, Codex, OpenCode | 10 | 6,542 tok |
| goosefly99/profile-project-claude-plugin Claude Code plugin: a fixed-DAG MCP server that profiles a project (codebase, docs, transc | 0 | Codex, OpenCode | 1 | 1,492 tok |
| creative-int/saya-plugins Plug any agent into your team's Saya — query the team brain over MCP. | 0 | Claude Code, Codex, OpenCode | 2 | 699 tok |
| lionellau/leptin Personal, local-first memory infrastructure for your coding agent. No account, no subscrip | 0 | Codex, OpenCode | 1 | 713 tok |
| ton-to-ton/real-browser-mcp | 0 | Codex, OpenCode | 2 | 3,154 tok |
| sabari245/websearch-mcp docs.morphllm.com MCP server for web search, fetch, and AI-powered extraction — powered by crawl4ai and morp | 0 | Codex, OpenCode | 1 | 214 tok |
| Lil-Beast-666/wikijs-mcp-http Native HTTP/SSE MCP server for Wiki.js. Clean, production-ready replacement for supergatew | 0 | Codex, OpenCode | 1 | 2,856 tok |
| digimetalab/dml-bps-mcp MCP (Model Context Protocol) server for BPS (Badan Pusat Statistik) Indonesia statistical | 0 | Codex, OpenCode | 1 | 251 tok |
| hakatashi/slack-patron-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 1,307 tok |
| bankableco/mcp-google-sheets | 0 | Codex | 1 | — |
| l3wi/homekit-cli Local-first HomeKit CLI, MCP server, and signed macOS bridge | 0 | Codex, OpenCode | 1 | 123 tok |
| PigeonAI-Yang/pyaireader Local AI Evidence Reader MCP for AI agents | 0 | Codex, OpenCode | 1 | 579 tok |
| ThatDayneGuy/autotask-mcp | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 22,920 tok |
| geoffbelknap/limacharlie-mcp Geoff's LimaCharlie MCP server with Vault-first auth, focused profiles, review tools, and | 0 | Codex, OpenCode | 1 | 624 tok |
| Sayalab/agy_in_claude_mcp | 0 | Claude Code, Codex, Cursor, Gemini CLI, OpenCode | 7 | 1,420 tok |
| okrealai/kb-gateway HTTP MCP gateway: Pinecone + Neo4j + agentic router for Keyflo learning KB | 0 | Claude Code, Codex, OpenCode | 2 | 437 tok |
| mlger/nakama-mcp MCP server for Heroic Labs Nakama — drive the client (:7350) and console (:7351) APIs via | 0 | Claude Code, Codex, OpenCode | 2 | 3,859 tok |
| Perseus-Computing-LLC/slack-perseus-agent slackhack.devpost.com Perseus-powered Slack agent via MCP — live project context for developer teams. Built for | 0 | Codex, OpenCode | 1 | 474 tok |
| James-Server-Admin/kb-gateway Learning KB MCP gateway | 0 | Claude Code, Codex, OpenCode | 2 | 472 tok |
| rafaself/aws-mcp-gateway Self-hosted AWS MCP Gateway, for safe AWS visibility, diagnostics, and controlled operatio | 0 | Codex, OpenCode | 1 | 1,400 tok |
| tatemz/habitica-mcp Habitica Model Context Protocol server | 0 | Codex, OpenCode | 1 | 1,612 tok |
| amal-alexander/mcp | 0 | Claude Code, Codex | 1 | — |
| myaier/agxp-claude agxp.ai AGXP Claude Code channel plugin (MCP) | 0 | Claude Code, Codex, OpenCode | 3 | 1,019 tok |
| feng111222-113/mcp-memory | 0 | Claude Code, Codex, OpenCode | 2 | 2,781 tok |
| aniirude/xarticle-mcp MCP server that saves X Articles as Obsidian-friendly Markdown with local assets | 0 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 83 tok |