45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980
All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| megaacheyounes/ohos-mcp-unofficial This is an unofficial MCP server providing documentation search for OpenHarmony/HarmonyOS | 4 | Codex, Gemini CLI, OpenCode | 2 | 890 tok |
| MageGojo/conch R-Shell: a Rust command-line SSH workspace — saved connections, remote exec, interactive s | 4 | Claude Code, Codex, GitHub Copilot, Cursor, OpenCode | 4 | 1,654 tok |
| seasonedcc/discord-manager Self-hosted Discord bookmarks, catch-up digests, and triage for your AI assistant, over MC | 4 | Claude Code | 20 | 4,201 tok |
| antoniolg/gemini-image-mcp-server MCP Server for generating images with Google Gemini AI | 4 | Codex, OpenCode | 1 | 612 tok |
| merakimiles/mcp-server Meraki MCP Sever | 4 | Codex, OpenCode | 1 | 767 tok |
| mizchi/lighthouse-mcp | 4 | Claude Code | 2 | 2,170 tok |
| SanthaKumar-K-2004/linkedin-mcp-zero | 4 | Claude Code, Codex | 1 | — |
| harnyk/mcp-telegram-notifier A Model Context Protocol (MCP) server that enables AI agents to send messages, photos, doc | 4 | Claude Code | 1 | 480 tok |
| taylorleese/claude-toolz Claude Code plugins for LLM second opinions, security triage, documentation upkeep, and pr | 4 | Claude Code | 1 | 1,321 tok |
| JasonBates/rescuetime-mcp | 4 | Claude Code, Codex, OpenCode | 2 | 187 tok |
| TAgents/agent-planner-mcp | 4 | Claude Code | 1 | 1,417 tok |
| VoCoufi/second-brain-mcp An MCP (Model Context Protocol) server that helps you create structured markdown notes fro | 4 | Claude Code | 1 | 1,193 tok |
| tokenscompany/pocketbase-mcp pocketbase.tokenscompany.co | 4 | Claude Code | 1 | 352 tok |
| jerrelblankenship/jb-kibana-mcp Model Context Protocol (MCP) server for Kibana integration - enables AI assistants to inte | 4 | Claude Code | 1 | 1,138 tok |
| vrppaul/semantic-code-mcp pypi.org Semantic code search MCP server for Claude Code — find code by meaning, not just text matc | 4 | Claude Code, Codex, OpenCode | 4 | 1,529 tok |
| aoprisan/mcp-md-mmd-pdf | 4 | Claude Code | 1 | 953 tok |
| sixees/mcp-curl Simple MCP server to execute cURL commands - ideal for Desktop AI Clients (Claude / ChatGP | 4 | Claude Code, GitHub Copilot | 2 | 1,966 tok |
| mkmeral/containerized-strands-agents This is an MCP server that hosts strands agents. The goal is to create containerized stran | 4 | Codex, OpenCode | 1 | 3,526 tok |
| den-tanui/kitty-mcp MCP Server for interacting with kitty terminal | 4 | Claude Code | 15 | — |
| Platano78/faulkner-db Temporal Knowledge Graph System for Architectural Memory - Track decisions, patterns, and | 4 | Codex, OpenCode | 1 | 1,249 tok |
| alisoroushmd/zotero-mcp MCP server for Zotero — search, add papers, write Word docs with live citations | 4 | Codex, Gemini CLI, OpenCode | 2 | 5,357 tok |
| u9401066/pharmacy-mcp Pharmacy MCP Server - Drug information, dosage calculators, and interaction checkers via M | 4 | Claude Code, Codex, GitHub Copilot, OpenCode | 43 | 2,916 tok |
| mrkhachaturov/ya-reviews-mcp | 4 | Claude Code | 1 | 1,332 tok |
| PaulTheSecond/knowledgebase-mcp A high-precision local knowledge base server (RAG) that implements the Model Context Proto | 4 | Claude Code, Codex | 55 | — |
| AmiyaBot/Amiya-Bot-mcp-server AmiyaBot MCP Server | 4 | Claude Code, Codex, GitHub Copilot | 5 | 195 tok |
| jaredthivener/fastapi-docs-mcp MCP server for real-time FastAPI documentation access | 4 | Claude Code, Codex, GitHub Copilot, OpenCode | 8 | 4,383 tok |
| magnus919/mcp-shlink | 4 | Codex, OpenCode | 1 | 1,320 tok |
| guzus/grok-mcp pypi.org MCP server for searching X.com using xAI's Grok API with Live Search | 4 | Claude Code | 2 | 79 tok |
| softagram/sgraph-mcp-server SGraph MCP Server | 4 | Claude Code | 1 | 1,045 tok |
| thekie/read-no-evil-mcp A secure email gateway MCP server that protects AI agents from prompt injection attacks hi | 4 | Claude Code, Codex, Gemini CLI, OpenCode | 3 | 1,233 tok |
| metanmai/libredesk-mcp | 4 | Codex, OpenCode | 1 | 2,306 tok |
| Sage-Bionetworks/synapse-mcp synapse.org A Model Context Protocol (MCP) server that enables AI agent access to Synapse. Deployed in | 4 | Claude Code | 1 | 1,344 tok |
| procpalee/OpenDART-MCP-Server open-dart-mcp-server.vercel.app A web MCP server for South Korea's Electronic Disclosure System (DART) | 4 | Claude Code | 1 | 1,364 tok |
| gagahkharismanuary/tradingview-mcp-codex TradingView MCP Bridge for Codex | 4 | Codex, OpenCode | 1 | 191 tok |
| WagoAlex/wago-plc-mcp-server wagoalex.github.io | 4 | Codex, OpenCode | 1 | 3,128 tok |
| thepapermen/django-mcp-sql Read-only PostgreSQL surface for an LLM agent over MCP with security in mind | 4 | Claude Code | 1 | 757 tok |
| Juanmidev1/synapse-code-mcp Model Context Protocol server for code intelligence. Lets AI assistants explore your codeb | 4 | Claude Code | 1 | 1,213 tok |
| greenhouselabs/cuescope-mcp greenhouselabs.io CueScope: read-first production intelligence for workflows compatible with vMix | 4 | Claude Code, Codex, OpenCode | 2 | 1,635 tok |
| gablabelle/mcp-kanban A Kanban board for AI agents powered by the Model Context Protocol (MCP) | 4 | Claude Code | 4 | 599 tok |
| CrispyW0nton/Unreal-MCP-Ghost | 4 | Codex, OpenCode | 1 | 195 tok |
| huckncatch/mailmate-mcp MCP Server for MailMate | 4 | Claude Code | 1 | 1,399 tok |
| tternquist/marklogic-mcp | 4 | Claude Code | 15 | 4,056 tok |
| labjp-mcp/cncf-tech-advisor-mcp MCP Server for CNCF Technology Advisor - AI-powered cloud native guidance | 4 | Claude Code | 1 | 1,730 tok |
| smaramwbc/statewave-connectors statewave.ai Connector ecosystem for Statewave — feed real-world events into agent memory | 4 | Codex, GitHub Copilot, OpenCode | 2 | 1,061 tok |
| geleynse/gantry MCP proxy and live dashboard for Space Molt AI fleets. Compound tools, guardrails, multi-a | 4 | Claude Code, Codex, OpenCode | 18 | 1,768 tok |
| JasonLinjc/mcp-ssh-remote | 4 | Claude Code | 1 | 1,025 tok |
| ogprotege/amex-anaylsis-mcp Amex-Analysis-MCP is a sophisticated financial analysis tool that transforms your American | 4 | Codex, OpenCode | 1 | 405 tok |
| datatorag/mcp-gateway Open-source MCP gateway and marketplace — pay-per-use tools for AI agents | 4 | Claude Code | 3 | 733 tok |
| internet-court/mcp internet-court-mcp-git-main-gen-layer-foundation.vercel.app Internet Court MCP — remote MCP server and install endpoint for the Internet Court skill ( | 4 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| UmutKDev/enabiz-mcp | 4 | Claude Code | 11 | 2,383 tok |