Data Science & ML MCP Servers

Qdrant

Stores and retrieves information from a Qdrant vector database using the Machine Control Protocol.

Neo4j

Enables natural language interaction with a Neo4j graph database through Claude Desktop.

Bilingual AI

Enables real-time voice translation between languages, powered by lightning-fast AI inference.

Zerion

Provides a Model Context Protocol (MCP) server for seamless access to the Zerion API.

MedX

Enables AI agents to access medical AI capabilities via a RESTful API, facilitating advanced diagnostic support and personalized healthcare.

Reviewer

Integrates AI code review capabilities for GitHub and GitLab pull and merge requests.

Ant Design

Extracts and structures Ant Design v4 component documentation into JSON for AI agent analysis.

Shopping Assistant

Integrates a LangGraph agent with ChatGPT Enterprise via a standardized Model Context Protocol server.

Loop for Unity

Empowers AI agents to perform any action within the Unity Editor using its comprehensive API.

Memory

Provides a SQLite-backed server for persistent memory storage, full-text retrieval, and relationship graph traversal for AI assistants.

Postgres SSH

Enables AI tools to securely query and introspect PostgreSQL databases, offering optional SSH tunnel connectivity.

Blockscout

Provides agent-ready API access to Blockscout analytics data via the Model Context Protocol (MCP).

NotebookLM

Integrate Claude with Google NotebookLM to generate podcasts, videos, quizzes, and other content through natural language prompts.

Edinet

Integrate with the EDINET API to access and process financial disclosure data directly from MCP clients.

Hugh

Enables AI agents on the same computer to communicate securely via a shared local file.

Rustchain

Connect AI agents to the RustChain blockchain and BoTTube video platform through a Model Context Protocol server.

Parallect

Empower AI assistants with deep research capabilities across multiple providers, enabling query submission, progress tracking, and retrieval of synthesized reports with cross-referenced citations.

Kitsune

Dynamically loads and switches between thousands of Model Context Protocol (MCP) servers and their tools at runtime from a single entry point, optimizing AI agent efficiency and development workflows.

Care Membrane

Evaluates AI safety and ethical alignment for LLM applications using a care-centered framework.

Helmdeck

Provides a self-hosted, containerized platform designed to enable AI agents, particularly 7B–30B-class open-weight models, to reliably perform complex tasks through schema-validated Capability Packs and native Model Context Protocol (MCP) integration.