Data Science & ML MCP Servers

Arxiv Search

Enables LLMs to search and retrieve academic papers from arXiv, providing cleaned titles, abstracts, and content.

Gemini AI Protocol

Establishes a Model Control Protocol server with integrated Google Gemini LLM capabilities for AI application development.

Sample

Develops a chatbot application leveraging Aspire, Semantic Kernel, and Ollama for conversational AI and local LLM support.

Elastic ADK

Integrates Elastic Cloud Serverless with the GCP Agent Development Kit via an experimental MCP server for AI agent interaction.

Vibe PM Agent

Transforms feature ideas into executive-ready business cases by providing consulting-grade strategic business analysis and real-time market intelligence.

Superprecio

Empowers AI assistants with real-time price comparison, deals, and product availability information for supermarkets in Argentina.

Yachtsy

Provides AI-powered yacht and boat marketplace intelligence, integrating with the Yachtsy Agent API to offer comprehensive listings and expert sailing advice within MCP clients.

Fuck It

Enables large language models to write and execute code directly on your local machine.

Postgres

Provides secure, read-only access to PostgreSQL databases for AI assistants and MCP clients, enabling schema inspection and safe query execution.

File Metadata

Provides file content and metadata to large language models for enhanced understanding.

Atlas

Transforms modern IDEs into intelligent development environments with a comprehensive suite of AI/ML-powered tools for code analysis, prediction, migration, and generation.

Spring Boot AI

Provides a production-ready Model Context Protocol server built with Spring Boot, featuring reactive architecture, JWT authentication, and Docker containerization.

Model ID Cheatsheet

Prevents AI coding agents from hallucinating outdated model names by providing instant access to accurate API model IDs, pricing, and specifications for over 46 models across 7 providers.

Sky Culture

Transforms ancient cultural sky observations into precise modern astronomical coordinates for archaeoastronomy research.

NetFlow Analyzer

Collects NetFlow v9 data from Meraki MX devices, enriches it with GeoIP, and provides natural language network traffic analysis via Claude.ai.

Teamfight Tactics

Integrates AI assistants with Teamfight Tactics game data for comprehensive analysis and personalized coaching.

League of Legends

Connects AI assistants to League of Legends data, offering AI-powered coaching and game analysis through 25 tools across 16 regions.

Snow

Provides AI agents with a persistent, contextual "brain" by bridging stateless AI reasoning with local filesystem persistence.

Codex Memory

Indexes local Codex session history into SQLite to make past interactions searchable without a hosted vector store.

Monsthera

Empower AI coding agents to collaborate effectively by providing a shared knowledge base, coordination mechanisms, and a collective backlog.