2,355 projects whose own agent configuration covers data and ai. These are not mods to install — they are how the maintainers of these repositories tell an agent what to do, and what to avoid.
All projects Building agents8,442Claude Code6,875Git and workflow3,574Backend and APIs3,550Languages3,468Planning3,315Code review2,876Testing2,653DevOps and cloud2,462Writing and docs2,461Memory and context2,373Research2,315
Any agent Claude CodeCodexOpenCodeGitHub CopilotGemini CLICursorWindsurfKiro
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| hakimjonas/lambe ardaproject.org Total, multi-format query language for structured data (JSON, YAML, TOML, HCL, CSV, XML, M | 1 | Claude Code, Codex, OpenCode | 2 | 2,900 tok |
| hoornet/agentdocs-mcp agentdocs.eu MCP server for AgentDocs (agentdocs.eu) — give any AI agent native tools to read, search, | 1 | Claude Code | 1 | 968 tok |
| haomingkoo/japan-seasons-mcp seasons.kooexperience.com MCP server, REST API and live map for Japan seasonal travel: cherry blossom and autumn lea | 1 | Claude Code | 1 | 480 tok |
| atriumn/tokencost-dev tokencost.dev LLM Pricing Oracle — MCP server with real pricing data from LiteLLM | 1 | Claude Code | 1 | 288 tok |
| johnanleitner1-Coder/lastminutedeals-api smithery.ai FOR SALE $8K — Production AI travel booking engine. 47 live suppliers, 18 countries, MCP s | 1 | Claude Code, Codex, OpenCode | 2 | 4,265 tok |
| joesaby/doctree-mcp | 1 | Claude Code | 4 | 1,650 tok |
| visus-mcp/visus-mcp Security-first MCP tool. Sanitizes web content before it reaches your LLM. | 1 | Claude Code | 1 | 715 tok |
| lu-zhengda/mcp-python-exec-sandbox pypi.org MCP server for sandboxed Python execution — bubblewrap on Linux, Docker on macOS. PEP 723 | 1 | Claude Code | 1 | 588 tok |
| malkreide/eth-library-mcp MCP Server for ETH Library Zurich – Access 30M+ resources (books, maps, images, archives) | 1 | Claude Code | 3 | 5,294 tok |
| malkreide/swiss-culture-mcp MCP Server for Swiss Cultural Heritage Data (BAK) — ISOS, Living Traditions, Cultural Priz | 1 | Claude Code | 3 | 6,176 tok |
| matematicsolutions/mcp-krs matematicsolutions.com MCP server for Polish KRS (Krajowy Rejestr Sadowy) via official, free Ministry of Justice | 1 | Claude Code, Codex, OpenCode | 3 | 1,246 tok |
| malkreide/swiss-environment-mcp MCP server for Swiss environmental data – air quality (NABEL), hydrology, natural hazards | 1 | Claude Code | 3 | 7,548 tok |
| malkreide/swiss-road-mobility-mcp MCP Server for Swiss road mobility: shared vehicles, EV charging, DATEX II traffic & road | 1 | Claude Code | 3 | 6,116 tok |
| martinfrasch/researchtwin researchtwin.net Federated platform for inter-agentic research discovery. Digital twins of researchers with | 1 | Claude Code | 1 | 590 tok |
| pijusz/mcp-sanity-images MCP server for uploading local images to Sanity CMS | 1 | Claude Code, Codex, OpenCode | 2 | 1,044 tok |
| richardofortune/cadloop A closed loop from parametric OpenSCAD source to G-code: two MCP servers plus the verifica | 1 | Claude Code | 1 | 327 tok |
| seomarlboro/digmyname digmyname.com The fastest domain availability MCP server & free API — or the second, dispute it. Check a | 1 | Claude Code | 1 | 1,211 tok |
| theYahia/kaiten-mcp npmjs.com MCP server for Kaiten — kanban boards, cards, project management (Russia). Part of WWmcp — | 1 | Claude Code | 1 | — |
| topness-msft/callwright An MCP server that places real phone calls — reservations, appointments, inquiries — on yo | 1 | Claude Code, GitHub Copilot | 2 | 1,472 tok |
| us-all/mlflow-mcp-server MLflow MCP server — experiments, runs, registered models, model versions, logged models (v | 1 | Claude Code | 1 | 3,898 tok |
| vinsonconsulting/limner MCP image generation agent. Foundation of the Limner family. | 1 | Claude Code | 1 | 175 tok |
| andyliszewski/grounding-ai pypi.org Local-first document corpus pipeline for grounded AI agents | 1 | Claude Code | 1 | 11,569 tok |
| hydroCoderClaud/mcp-hydrocoder-vision mcp-hydrocoder-vision | 1 | Claude Code | 1 | 413 tok |
| floriangrousset/opnsense-mcp-server A Model Context Protocol (MCP) server implementation for managing OPNsense firewalls. This | 1 | Claude Code | 1 | 2,976 tok |
| sergiobayona/file_system_mcp Ruby server implementing Model Context Protocol (MCP) for filesystem operations using the | 1 | Claude Code | 1 | 834 tok |
| sbdk-dev/local-ai-analyst sbdk.dev A reference implementation of a local-first AI-powered analytics assistant, demonstrating | 1 | Claude Code | 1 | 2,076 tok |
| envigoinnovations/subscriby-mcp docs.subscriby.net Subscriby MCP Server Package for Model Context Protocol repository and registry. | 1 | Claude Code | 1 | 901 tok |
| tellmefrankie/news-engine dev.to Autonomous AI news engine — RSS + Naver collection, Claude API analysis, Telegram briefing | 1 | Claude Code | 1 | 3,538 tok |
| gwizards/meshy-mcp-server MCP server for Meshy.ai 3D model generation API | 1 | Claude Code | 1 | 729 tok |
| fernandogarzaaa/chimeralang-mcp ChimeraLang MCP Server — probabilistic types, consensus gates, and hallucination detection | 1 | Claude Code, Codex, OpenCode | 9 | 3,193 tok |
| rayapatiranjithai/prompt-analyzer Live prompt-quality coaching for Claude Code — scores your prompts against documented prom | 1 | Claude Code | 1 | 1,249 tok |
| CalvinTTooS/prompt-optimizer Optimize prompts for Claude & Gemini with local, privacy-first PII anonymization: a Window | 1 | Claude Code, Codex, OpenCode | 2 | 3,417 tok |
| MusesCraft/awesome-claude-designCN Traditional Chinese translation of awesome-claude-design — design system templates and pro | 1 | Claude Code | 1 | 3,979 tok |
| Statutecontempt951/obsidian-llm-wiki Convert your Obsidian markdown vault into a six-persona MCP team for local LLM tools to pr | 1 | Claude Code | 1 | 702 tok |
| Alexmacapple/mcp-playbook-dsfr systeme-de-design.gouv.fr Serveur MCP pour le Design System de l'État français (DSFR v1.14) - Génération de composan | 1 | Claude Code | 1 | 2,795 tok |
| armandojaleo/hipercampo Living, local-first memory for Claude built on hypervectors (VSA) — surprise-gated writing | 1 | Claude Code, Codex, OpenCode | 4 | 407 tok |
| qduc/code-rag An MCP server that add semantic code search to your coding agent | 1 | Claude Code, Codex, OpenCode | 2 | 1,354 tok |
| xiaoquisme/macos-cliboard-mcp A simple utility that provides model context protocol (MCP) tools for interacting with the | 1 | Claude Code | 1 | 164 tok |
| tsilva/mcp-wandb 🔬 Query Weights & Biases experiments through MCP 📊 | 1 | Claude Code, Codex, OpenCode | 2 | 401 tok |
| EpleCheck/vibecheck eplecheck.github.io The CMS you talk to — a git-backed, schema-safe headless CMS you edit by chatting with an | 1 | Claude Code | 1 | 1,570 tok |
| mplogas/ltchiptool-mcp MCP server wrapping ltchiptool and bk7231tools for chip-level firmware extraction. Drives | 1 | Claude Code | 1 | 471 tok |
| yangsong7/LLM-Infra-Advisor-MCP | 1 | Claude Code | 1 | 1,366 tok |
| nocoo/mcp-make-sound 🔊 A Model Context Protocol (MCP) server that provides system sound playback capabilities | 1 | Claude Code | 1 | 448 tok |
| cskwork/keyword-rag-mcp MCP Knowledge Retrieval Server: An MCP server that searches Markdown documents using the B | 1 | Claude Code | 1 | 514 tok |
| eclipsevr-live/twitch-mcp A Model Context Protocol (MCP) server which allows MCP Clients (such as Claude) to connect | 1 | Claude Code | 1 | 1,355 tok |
| yigitkonur/example-mcp-stateful stateful MCP server with Redis sessions, event sourcing, and horizontal scaling | 1 | Claude Code | 1 | 542 tok |
| Limecooler/fda-mcp MCP server providing LLM-optimized access to FDA data via the OpenFDA API | 1 | Claude Code | 1 | 641 tok |
| yigitkonur/example-mcp-sse reference MCP server over SSE transport — calculator domain, teaching patterns | 1 | Claude Code | 1 | 640 tok |
| steveandroulakis/temporal-nexus-mcp-demo A comprehensive sample application demonstrating how to bridge Model Context Protocol (MCP | 1 | Claude Code | 1 | 2,324 tok |
| hnkatze/PrimeNG_MCP MCP server providing PrimeNG component documentation as tools for AI assistants — query pr | 1 | Claude Code | 1 | 3,180 tok |