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 |
|---|---|---|---|---|
| saitoomituru/PSYCHO-Py800MCP MCP bridge for oscilloscope, logic analyzer, and microscope automation. AI-driven waveform | 1 | Claude Code, Codex, OpenCode | 2 | 2,774 tok |
| schlemperdev/shantycrawl-mcp A lean MCP server for Firecrawl with lazy-loading tool architecture to drastically reduce | 1 | Codex, OpenCode | 1 | 1,820 tok |
| mjkid221/MCPal npmjs.com Friendly Companion MCP. Get notified when your task is finished! | 1 | Claude Code, Codex, OpenCode | 2 | 2,223 tok |
| coroniumio/coronium-proxy-mcp | 1 | Codex, OpenCode | 1 | 1,326 tok |
| gong8/sentinel-oss Self-hosted governance layer for MCP servers: policy engine, audit log, and multi-transpor | 1 | Claude Code, Codex, OpenCode | 5 | 1,765 tok |
| muhammadyusuf-kurbonov/utel-mcp | 1 | Claude Code, Codex, OpenCode | 2 | 514 tok |
| mlauf-labs/saga-core SAGA - a self-organizing, AI-native document archive (core backend: ingestion, LLM enrichm | 1 | Claude Code, Codex, OpenCode | 2 | 1,666 tok |
| biocontext-ai/nucleotide_archive_mcp European Nucleotide Archive dataset search MCP server for agentic RNA-sequencing data disc | 1 | Claude Code, Codex, OpenCode | 2 | 492 tok |
| AlgoChains/algochains-mcp-server AlgoChains MCP Server — Universal broker connectors, MCPT strategy validation, and AI mark | 1 | Codex, OpenCode | 1 | 9,231 tok |
| Malaccamaxgit/whatsapp-mcp-docker WhatsApp MCP server for Docker Desktop MCP Toolkit — 30+ tools for messaging, groups, cont | 1 | Codex, OpenCode | 1 | 3,001 tok |
| tako0614/takos-office Unified self-hostable docs/slide/sheet worker (agent-native via MCP) | 1 | Claude Code, Codex, OpenCode | 2 | 1,037 tok |
| SnowLightPath/extended-mind Personal Context Protocol — shared context across AI platforms via MCP | 1 | Codex, OpenCode | 1 | 1,258 tok |
| hi-jin/obsidian-pdf-evidence Expose PDF evidence and vault context for MCP clients | 1 | Codex, OpenCode | 1 | 1,314 tok |
| limehawk/google-maps-reviews-mcp MCP server for scraping Google Maps reviews using Playwright | 1 | Claude Code, Codex, OpenCode | 2 | 283 tok |
| vincentspereira/RNR-Enhanced-Cognee vincentspereira.github.io Enterprise-grade AI memory infrastructure - Enhanced fork of Cognee with PostgreSQL, Qdran | 1 | Codex, OpenCode | 1 | 1,774 tok |
| ex-nihilo-labs/agent-auth Zero-knowledge credential injection for AI agents. MCP server — agents authenticate withou | 1 | Codex, OpenCode | 1 | 784 tok |
| jegriffi91/mobile-automator-mcp | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 6 | 3,356 tok |
| onigetoc/mcp-context-master Automatically add Context and Docs to your project | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 14,527 tok |
| yamayued/j-platpat-mcp cocorobi.co.jp MCP server scaffold for the official JPO patent information acquisition API | 1 | Codex, OpenCode | 1 | 619 tok |
| jpvarbed/focus-timer-tools CLI + MCP server + Claude skill for the focus.jasonv.dev timer | 1 | Claude Code, Codex, OpenCode | 2 | 484 tok |
| NuerSir/mcp-server-worker | 1 | Codex, OpenCode | 1 | 927 tok |
| zvieli/TechJobMCP | 1 | Codex, OpenCode | 1 | 413 tok |
| kctw-dev/talk-to-figma-mcp Fork of cursor-talk-to-figma-mcp with extended Figma Plugin API support (prototype links, | 1 | Claude Code, Codex, OpenCode | 2 | 1,699 tok |
| jamesjfoong/github-pr-review-mcp Github PR review MCP Server | 1 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode | 12 | 985 tok |
| hlebtkachenko/admtools-mcp MCP server for www.adm.tools (ukraine.com.ua / hosting.xyz) — domains, DNS, email, billing | 1 | Codex, OpenCode | 1 | 255 tok |
| valderan/vvk-charts-mcp Modern Python MCP server for rendering charts and diagrams (line, bar, pie, scatter, area) | 1 | Codex, OpenCode | 1 | 1,384 tok |
| SandboxServers/Memory-Alpha-MCP | 1 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 3,474 tok |
| 0xlicy/antigravity-brain-bridge 🧠 Multi-conversation collaboration for Antigravity — MCP Server + VS Code Extension for c | 1 | Claude Code, Codex | 1 | — |
| mikulovesuki/mimo-vision-mcp opencode.ai MCP server that gives text-only LLMs vision capability via vision models (e.g. Xiaomi MiMo | 1 | Codex, OpenCode | 1 | 345 tok |
| hotic/protools An extensible everyday development MCP toolkit. | 1 | Codex, OpenCode | 1 | 671 tok |
| sontanon/docx-mcp Legal document redlining engine with MCP server for AI-powered .docx tracked changes | 1 | Codex, OpenCode | 1 | 1,570 tok |
| yuraist/appstoreconnect-mcp MCP server for App Store Connect API — manage apps, IAPs, subscriptions, TestFlight, and A | 1 | Claude Code, Codex, OpenCode | 2 | 724 tok |
| h-mergel/bru-mcp MCP server that exposes Bruno CLI (bru) as tools for AI agents | 1 | Codex, OpenCode | 1 | 1,452 tok |
| dna-seq/just-prs-mcp Just-PRS MCP server | 1 | Claude Code, Codex, OpenCode | 4 | 3,963 tok |
| yangzhaoji-dot/AgentBridge Bridge local coding agents with user-authorized web AI through browser extensions and MCP. | 1 | Codex, OpenCode | 1 | 558 tok |
| bubroz/zget Agentic local media capture: yt-dlp library, CLI, and MCP path handoff for agents and pipe | 1 | Codex, OpenCode | 1 | 521 tok |
| Killian-Filippov/CodeGB MCP server that provides structured repository context for AI coding agents. | 1 | Codex, OpenCode | 1 | 1,841 tok |
| drohi-r/mikrotik-routeros-mcp ecube-entertainment.com MCP server for MikroTik RouterOS with 24 tools for multi-device management, transport fall | 1 | Codex, OpenCode | 1 | 238 tok |
| kingsword09/ptywright npmjs.com Terminal/TUI automation driver over PTY + xterm, exposed as MCP tools | 1 | Codex, OpenCode | 1 | 1,254 tok |
| DrewCyber/astro-mcp | 1 | Codex, OpenCode | 1 | 1,104 tok |
| 0xAndoroid/poker-bankroll-tracker-mcp Poker Bankroll Tracker (PBT) MCP server | 1 | Codex, OpenCode | 1 | 62 tok |
| browserkit-dev/browserkit Framework for building site-specific MCP servers over authenticated browser sessions | 1 | Claude Code, Codex, OpenCode | 10 | 5,853 tok |
| chrisjohntapp/suse-mcp MCP server to interact with SUSE Linux ecosystem | 1 | Claude Code, Codex, OpenCode | 2 | 103 tok |
| zombat/scrub-mcp raymondrizzo.com A 22-tool MCP server and CI-ready CLI that cuts cloud LLM token usage on code quality task | 1 | Codex, OpenCode | 1 | 1,716 tok |
| Foxhunt/gitlab-mcp-server | 1 | Claude Code, Codex | 1 | — |
| upamune/chrono-mcp | 1 | Codex, OpenCode | 1 | 531 tok |
| ergunsh/ask-user-mcp-app ask-user-mcp-app.vercel.app An MCP App that enables AI agents to ask users multiple questions with tab-based navigatio | 1 | Claude Code, Codex, OpenCode | 2 | 4,575 tok |
| emanuelmartin/mcp-parse-server | 1 | Claude Code, Codex, OpenCode | 2 | 311 tok |
| dr-code/tessera Persistent codebase memory for Claude Code — open source MCP server | 1 | Claude Code, Codex, OpenCode | 14 | 3,241 tok |
| artur282/skills-mcp | 1 | Claude Code, Codex | 3 | — |