Data Science & ML MCP Servers

Tavily

Enables AI systems to access and interact with real-time web information through search, extraction, mapping, and crawling tools.

Weather

Provides current weather information for a given location via a standardized Model Context Protocol (MCP) interface.

Reputation Checker

Validates URLs and checks their reputation to help identify AI hallucinations and verify web page authenticity.

Augmented Nature UniProt

Provides advanced access to the UniProt protein database via a Model Context Protocol (MCP) server.

GenaiX

Provides a robust foundational structure for developing generative AI applications.

VistAAI

Integrates a self-hosted Ollama AI with VistA model context for querying patient information.

KAFRMA Backend

Generates interactive city tours with puzzles using RAG, LLM, and MCP, based on provided text files.

Sage 50 UK

Provides read-only access to Sage 50 UK data, enabling connections from AI clients like Claude Desktop via CData JDBC Drivers.

AI Tool Platform

Facilitates the creation and deployment of AI-powered tools and agent-based chat systems through a modular, open-source framework.

Ephor Youtube

Integrates YouTube functionality into Large Language Models (LLMs) via the Model Context Protocol (MCP).

Keeper Secrets Manager

Securely manages Keeper Secrets Manager (KSM) secrets for AI agents through the Model Context Protocol (MCP).

Weather

Provides weather data using the OpenWeatherMap API via a Model Context Protocol (MCP) server.

Llm Wrapper

Enables MCP-capable LLM agents to communicate and delegate tasks to other LLMs available through the OpenRouter.ai API.

Research

Enables AI assistants to search and retrieve research papers through a standardized interface.

Spotify Claude Integration

Integrates Claude AI with the Spotify API to enable natural language music interaction.

Spring AI Examples

Provides example implementations for Spring AI's Model Context Protocol, demonstrating interaction with various databases.

AI Music Recommender

Generates personalized music playlists and recommendations by analyzing user listening patterns with AI-powered insights.

Calculator

Provides arithmetic calculation capabilities to Large Language Models via the Model Context Protocol.

Retail Supply Chain Analysis

Analyzes retail supply chain data to provide actionable insights for inventory optimization, vendor management, and sales forecasting.

Gemini

Enables interaction with Google's Gemini AI models via a Model Context Protocol (MCP) server.