Data Science & ML MCP Servers

JWeather

Enables large language models to query real-time weather forecasts for cities and regions across China.

MongoDB by CData

Exposes MongoDB data to LLMs like Claude Desktop through a read-only Model Context Protocol (MCP) server, leveraging CData JDBC Drivers.

ManaMurah

Provides an interface to query Malaysian consumer goods prices from KPDN Pricecatcher data using natural language.

RAG Server

Provides a Model Context Protocol (MCP) server for managing organizational content, enabling listing, searching, deleting, and uploading files and URLs via a content service API.

Collaborative RAG

Provides a multi-tenant Retrieval-Augmented Generation (RAG) server for querying isolated document collections.

Beeper

Provides read-only access to local Beeper chat conversations on macOS for Model Context Protocol (MCP) clients.

Learn AI by Building

Explores Artificial Intelligence concepts through hands-on project creation using Laravel, Vue, and modern AI tools.

Binal Digital Twin

Connects Binal's professional knowledge base to Claude Desktop, enabling RAG-powered semantic search via the Model Context Protocol.

Hevy

Connects AI assistants to your Hevy workout data for natural language interactions.

Qwen

Provides a cloud-hosted Model Context Protocol (MCP) server for Alibaba's Qwen models, optimized for Chinese language and coding AI inference on the Apify platform.

Tool Compass

Discover relevant tools by intent through semantic search, optimizing token usage in MCP environments.

Zen

Provides a lightweight CLI to manage and track Python environments, simplifying development across multiple projects.

Eurostat Statistics

Provides AI agents with direct access to Eurostat's comprehensive official EU statistics for 37 European countries.

FHIRfly

Connects Claude Desktop to FHIRfly's comprehensive healthcare reference data APIs, enabling real-time information lookups.

ArkComposer

Compose and edit music scores with AI assistance, leveraging conversational prompts through an integrated MCP server.

Last.fm

Provides LLM agents with access to a wide array of music data from the Last.fm API, including user profiles, listening history, charts, and metadata.

Geometric Brain

Monitors and diagnoses the spectral health and quality of language model behavior, flagging drift and suggesting corrections.

Agent Directory

Enables local discovery, registration, and management of AI agents and services through a JavaScript-based MCP server.

ScholarFetch

Aggregates academic paper metadata, abstracts, and reading links from multiple scholarly APIs through a command-line interface and MCP server for enhanced research workflows.

Spectrawl

Unifies web search, browsing, crawling, and data extraction for AI agents into a single self-hosted package, featuring Gemini Grounded Search integration.