31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742
All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| alyiox/mcp-atlassian-attachments MCP server for downloading, uploading, and deleting Jira Cloud attachments by ID | 0 | Claude Code, Codex, OpenCode | 2 | 1,077 tok |
| aryanduntley/pwa-debug-layer AI-native debugging layer for PWAs: an AI agent (Claude Code via MCP) inspects live servic | 0 | Claude Code | 1 | 1,082 tok |
| assafbar2/agentswitchboard.dev agentswitchboard.dev Where humans and agents find each other, signal what they need, and show what they can do. | 0 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| benseverndev-oss/goldenpipe [Archived] Now part of the Golden Suite monorepo: github.com/benseverndev-oss/goldenmatch | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 6,031 tok |
| chrischall/signupgenius-mcp | 0 | Claude Code | 1 | 8,130 tok |
| chrischall/tock-mcp Tock (exploretock.com) MCP: discover restaurants, search a metro, get venue details and av | 0 | Claude Code | 1 | 2,799 tok |
| ciinkwia/lithium-vault-mcp MCP server for primary-source lithium/battery-metals mining data — paid per call via x402 | 0 | Claude Code | 1 | 1,997 tok |
| codeChap/mcp-server-grok-image MCP server for Grok image generation and editing | 0 | Claude Code | 1 | 807 tok |
| cogswellspacely8-star/simengine Monte Carlo simulation & decision intelligence engine (Python stdlib only) | 0 | Claude Code | 1 | 2,254 tok |
| colm18-gif/theaijournal | 0 | Claude Code | 1 | — |
| combor/baryon-mcp A local, permission-limited bridge between Proton Mail and the AI you choose. | 0 | Claude Code, Codex, OpenCode | 2 | 589 tok |
| craigjmidwinter/katra craigjmidwinter.github.io A committed dev log you write as you build — and the memory that makes spec-driven agentic | 0 | Claude Code, Codex, OpenCode | 11 | 1,580 tok |
| dominion525/familiar dominion525.com Control your real macOS Chrome via AppleScript — no DevTools Protocol, no Playwright. | 0 | Claude Code, Codex, OpenCode | 2 | 956 tok |
| domondi1/inferrail Self-hosted, OpenAI-compatible LLM gateway that turns every request into a payload-free, a | 0 | Claude Code | 1 | 974 tok |
| dontsovcmc/mcp-server-cdek MCP server for the CDEK legal entity account. | 0 | Claude Code | 1 | 1,620 tok |
| dontsovcmc/mcp-server-tochka-bank MCP server for the Tochka bank, enabling work in the entrepreneur's personal account with | 0 | Claude Code | 1 | 1,637 tok |
| dontuh3/latent-lounge-mcp | 0 | Claude Code | 1 | 551 tok |
| douglaslinsmeyer/pension-pro-mcp MCP server for the PensionPro API | 0 | Claude Code | 1 | 797 tok |
| findmephoto/findme-mcp mcp server for API control | 0 | Claude Code | 1 | 453 tok |
| evanfollis/skillfoundry-products skillfoundry.synaplex.ai Implementation repo for Skillfoundry probes, internal mechanisms, and external MCP product | 0 | Claude Code, Codex, OpenCode | 2 | 190 tok |
| fantasyce/agent-recall-trail fantasyce.github.io Private Agent memory and human-reviewed shared knowledge for Codex and DSH. | 0 | Claude Code, Codex, OpenCode | 2 | 202 tok |
| g-digital-by-Garrigues/EAD_Enterprise_Suite_MCP EAD Enterprise Suite MCP — Digital Trust services APIs for your agents. Bridges any MCP-co | 0 | Claude Code | 7 | — |
| gregcastro23/alchm-agents-app | 0 | Claude Code, Gemini CLI | 2 | 6,366 tok |
| haserisa0810-gif/nanami-products guide.nanami-astro.com Pre-computed astrology YAML via Swiss Ephemeris — calculation | 0 | Claude Code | 1 | 1,753 tok |
| heisencodex-jpg/github-repo-intel-mcp Hosted MCP server: GitHub repository intelligence for AI coding agents. Streamable HTTP, d | 0 | Claude Code, Codex, OpenCode | 2 | 6,216 tok |
| henrysouchien/edgar-mcp pypi.org SEC EDGAR financial data for your AI agent — MCP server for 10-Q, 10-K, and 8-K filings | 0 | Claude Code | 1 | 98 tok |
| hiphopanda/windows-computer-use-mcp | 0 | Claude Code | 1 | 574 tok |
| launch-it-labs/log-reducer VS Code extension that reduces log files for AI consumption | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 4 | 613 tok |
| jaminben/secure-applemusic-mcp-for-osx Apple Music MCP server for macOS. Control Apple Music with Claude: play, search, build pla | 0 | Claude Code | 1 | 1,628 tok |
| javierfajardo85-rgb/aiaam-xyz aiaam.xyz MAI-1 protocol server — machine-readable AI tool catalog for autonomous agents. 100+ verif | 0 | Claude Code | 1 | — |
| jperelli/graylog-mcp An MCP server to integrate ai agents with for Graylog to help debug any issue. It uses bes | 0 | Claude Code | 1 | 1,946 tok |
| junct-bot/chainlink-mcp chainlink.mcp.junct.dev Chainlink MCP server — 27 tools for AI agent access to Chainlink (oracle). Hosted by Junct | 0 | Claude Code | 1 | — |
| junct-bot/hyperliquid-mcp hyperliquid.mcp.junct.dev Hyperliquid MCP server — AI agent access to Hyperliquid. Hosted by Junct. | 0 | Claude Code | 1 | — |
| jxoesneon/gemini-audio-mcp A high-performance Model Context Protocol (MCP) server in Rust that generates infinite, co | 0 | Claude Code, Gemini CLI | 2 | 1,468 tok |
| khan-ashifur/hooklayer | 0 | Claude Code | 1 | 637 tok |
| krisdiallo/ecom-agent krisdiallo.github.io Does blocking GPTBot remove you from ChatGPT? No — OAI-SearchBot is the token that does. F | 0 | Claude Code | 1 | 1,140 tok |
| malkreide/lobbywatch-mcp MCP server for the Lobbywatch.ch lobby database — Swiss parliamentarians' conflicts of int | 0 | Claude Code | 3 | 5,835 tok |
| malkreide/swiss-electricity-mcp MCP server for Swiss electricity data: BFE Energiedashboard, ElCom tariffs, OGD consumptio | 0 | Claude Code | 3 | 13,815 tok |
| mbrionesalvarez/caddie-mcp The AI caddie that has seen every shot you've hit — Garmin golf data MCP server for Claude | 0 | Claude Code | 1 | 2,966 tok |
| model-mischief-managed/agent-observatory A 7-day census of autonomous AI agents on the open web — reverse-CAPTCHA verification, liv | 0 | Claude Code, Codex, OpenCode | 2 | 159 tok |
| partymola/withings-mcp modelcontextprotocol.io MCP server for the Withings Health API with OAuth, local cache, and trend analysis | 0 | Claude Code, Codex, OpenCode | 2 | 3,470 tok |
| kazuhideoki/mcp-server-google-cloud-logging Retrieving logs from Logging with gcloud | 0 | Claude Code | 1 | 239 tok |
| kmizu/mcp-web-cam A MCP server for using web camera | 0 | Claude Code | 1 | 463 tok |
| kWAYTV/my-first-mcp My first MCP (Model Context Protocol) server | 0 | Claude Code, Codex | 1 | — |
| us-all/mcp-toolkit Shared building blocks for @us-all/* MCP servers — token-efficient by design | 0 | Claude Code | 1 | 3,620 tok |
| FennecOnTheNet/pkg-booper-mcp Boop your dependencies on the snoot! | 0 | Claude Code | 5 | — |
| discountry/x-post-mcp | 0 | Claude Code | 1 | 493 tok |
| Pibbers/teradata-gcfr-mcp-server | 0 | Claude Code | 1 | 3,162 tok |
| shanevcantwell/surf-mcp MCP server for visual browser automation. Click, type, and navigate by describing what you | 0 | Claude Code | 1 | 1,824 tok |
| kud/mcp-gtv npmjs.com MCP server for Google TV — control paired devices (keys, text, app launch) via @kud/gtv | 0 | Claude Code | 1 | 399 tok |