43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751
All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| fvanevski/gh_mcp | 0 | Codex, OpenCode | 1 | 3,350 tok |
| v0o0v/assetcache-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 4,848 tok |
| GuilhermeTavares13/cli_project MCP studies | 0 | Claude Code | 1 | 702 tok |
| MrMebelMan/golemio-mcp-server An MCP server that exposes Prague's Golemio open data API to AI assistants. Query public t | 0 | Claude Code | 2 | 612 tok |
| kwrkb/worklog-mcp Work log MCP server for AI assistants — saved and searchable in Markdown | 0 | Claude Code | 1 | 1,076 tok |
| rushikeshmore/admin-agent agentkarma.dev AI-powered Shopify Admin via Claude + MCP. 21 tools: products, collections, ShopifyQL anal | 0 | Claude Code | 1 | 681 tok |
| MolCrafts/molmcp MCP Infrastructure for MolCrafts | 0 | Claude Code, Codex, OpenCode | 2 | 2,963 tok |
| tamojit-123/project-context-map-mcp npmjs.com Turn a repository into structured project memory for MCP clients like Claude Code, so they | 0 | Claude Code | 1 | — |
| nikondrat/cctx-mcp MCP server for AI agents: code structure instead of a wall of text. smart_read, find_symbo | 0 | Claude Code, Codex, Cursor, OpenCode | 13 | 1,561 tok |
| thesma-dev/thesma-mcp | 0 | Claude Code | 1 | 1,021 tok |
| BumpyClock/file-tools-mcp MCP server providing file tools for LLMs and coding agents to quickly get project context | 0 | Claude Code | 1 | 996 tok |
| major/ldap-mcp | 0 | Codex, OpenCode | 1 | 982 tok |
| Yuchenhui/mcp-redis redis.io The official Redis MCP Server is a natural language interface designed for agentic applica | 0 | Claude Code, Gemini CLI | 2 | 3,580 tok |
| AiAgentKarl/space-mcp-server MCP server for NASA space data — Astronomy, Mars Rovers, Asteroids, Earth imagery, Exoplan | 0 | Claude Code | 1 | 312 tok |
| sinnhirl/cdt-smart-snapshot Token-efficient snapshot MCP server for Chrome DevTools Protocol: smart_snapshot, snapshot | 0 | Codex, Cursor, OpenCode | 2 | 618 tok |
| klx1204/SiliconFlow-Vision-MCP | 0 | Codex | 1 | — |
| azgem102-max/obsidian-excalidraw-universal-mcp Let Claude and Codex write and draw inside Obsidian, with support for popular Excalidraw s | 0 | Claude Code, Codex, OpenCode | 2 | 4,228 tok |
| Oryntai/AgentLink Encrypted peer-to-peer conversation bridge for local Codex and Claude agents — no model AP | 0 | Codex, OpenCode | 1 | 1,278 tok |
| ChingEnLin/SQMCPaL Read-only MCP server for Azure Database for PostgreSQL Flexible Server — passwordless via | 0 | Claude Code | 1 | 1,018 tok |
| ExaDev/document-mcp MCP server exposing documents.js's document conversion, editing, and .odb functionality as | 0 | Claude Code, Codex, OpenCode | 2 | 4 tok |
| diloper/codebase-memory-mcp referenc from https://github.com/DeusData/codebase-memory-mcp | 0 | GitHub Copilot | 1 | 723 tok |
| jurislm/hetzner-mcp jurislm.github.io MCP server for managing Hetzner Cloud infrastructure from Claude Code | 0 | Claude Code, GitHub Copilot | 2 | 2,791 tok |
| vnikhilbuddhavarapu/postgresql-mcp PostgreSQL MCP Server | 0 | Codex, OpenCode | 1 | 441 tok |
| jessica-writes-code/speechwire-mcp MCP server that gives AI assistants authenticated access to speech-and-debate competition | 0 | GitHub Copilot | 1 | 1,483 tok |
| hope4b/mcp MCP server for working with Onto | 0 | Codex, OpenCode | 1 | 708 tok |
| iMayuuR/contexthub | 0 | Claude Code, Codex, OpenCode | 2 | 3,988 tok |
| Substrate-memory/codex-substrate-memory Substrate organizational memory for OpenAI Codex: MCP tools plus notify-hook capture. | 0 | Codex, OpenCode | 1 | 83 tok |
| zierocode/pir2-academy-sheets-reader-mcp Read-only local Google Sheets MCP Bundle built for PiR2 Academy Advanced Claude Cowork | 0 | Codex, OpenCode | 1 | 181 tok |
| fv-forgevision/fv-backlog-mcp-server Backlog MCP Server (project-specific edition) | 0 | Claude Code | 1 | — |
| Saeid1992/mcp-ticket-server | 0 | Claude Code | 1 | 564 tok |
| zsc140217/learning-system Learning system built with skills based on refactored MCP and ECC | 0 | Claude Code | 2 | 347 tok |
| cyberbird2048/gbrainmcp-clean Privacy-cleaned GBrain MCP - Personal knowledge brain with hybrid RAG search | 0 | Codex, OpenCode | 1 | 1,416 tok |
| dhanushkacc/sharepoint-excel-mcp | 0 | Claude Code | 1 | 1,260 tok |
| clikader/bitbucket-python-mcp BitBucket MCP server implemented in Python for managing repos, PRs and more | 0 | Claude Code | 1 | 1,198 tok |
| subtype-space/subspace-trmnl subtype.space (Formally known as subspace-api) - subspace-trmnl is the service that runs all subspace's | 0 | Claude Code | 1 | 1,437 tok |
| pepperonas/pigeon 🐦 Forward browser console errors to Claude Code via MCP — Chrome MV3 extension → WebSocke | 0 | Claude Code | 1 | 3,045 tok |
| mholzinger/ghe-mcp-gateway MCP server, Claude skill, and GitHub Actions workflows for administering GHE access review | 0 | Claude Code | 1 | — |
| stoyantsiparov/Office-MCP-Server | 0 | Claude Code | 1 | — |
| RobotDisco/qualys-pci-mcp MCP for Qualys PCI Mechant ASV API | 0 | Claude Code | 1 | 1,456 tok |
| estebandavila-amrize/TEMPLATE_WORKSPACE template workspace for MCP to connect to ERP systems using Kiro/ADT | 0 | Kiro | 3 | 934 tok |
| justguy/hoplon Deterministic repository boundaries for AI coding agents and the humans who direct them. | 0 | Codex, OpenCode | 1 | 512 tok |
| scorellis/secretsminter Value-blind secrets-minter that stands up self-maintaining secret rotation, exposed to AI | 0 | Codex, OpenCode | 1 | 1,169 tok |
| ALLezSung/MCP-Control | 0 | Claude Code, Codex, OpenCode | 2 | 3,331 tok |
| nv-minh/UI-perfect Design-fidelity verification that tells an agent what to fix. Measures the DOM against the | 0 | Claude Code | 2 | 1,139 tok |
| tw-haiven/haiven-mcp-server Local MCP Server that exposes 2 tools, get-prompt and get-prompt-text | 0 | Cursor | 1 | 395 tok |
| Galb-collab/rekordbox-mcp-main rekordbox-mcp-main | 0 | Claude Code | 1 | 866 tok |
| langadventurellc/trellis-mcp | 0 | Claude Code | 1 | 1,407 tok |
| SuppleAardvark/jira-mcp-server An MCP (Model Context Protocol) server that provides Claude with tools to interact with JI | 0 | Claude Code | 1 | 495 tok |
| Dwsy/mcp-feedback-enhanced Enhanced MCP server for interactive user feedback and command execution in AI-assisted dev | 0 | Claude Code | 1 | 1,210 tok |
| bemade/odoo-mcp | 0 | Claude Code | 1 | 864 tok |