MCP Servers tagged "Vector Database"

A curated collection of the 7 best MCP servers tagged "Vector Database". Each listing includes usage guidelines and links to the MCP server.

A favicon of Elasticsearch MCP Server

Elasticsearch MCP Server

Connect to your Elasticsearch data seamlessly. Interact with your indices and execute queries using natural language, making data retrieval intuitive and efficient.
  • Stars


    140
  • Forks


    16
  • Last commit


    2 days ago
A favicon of Cognee

Cognee

Memory for AI Agents in 5 lines of code
Memory for AI Agents in 5 lines of code
  • Stars


    2,043
  • Forks


    182
  • Last commit


    2 days ago

Memory Service

MCP server providing semantic memory and persistent storage capabilities for Claude using ChromaDB and sentence transformers.
MCP server providing semantic memory and persistent storage capabilities for Claude using ChromaDB and sentence transformers.
  • Stars


    215
  • Forks


    35
  • Last commit


    2 days ago
A favicon of Memento

Memento

Memento MCP: A Knowledge Graph Memory System for LLMs
Memento MCP: A Knowledge Graph Memory System for LLMs
  • Stars


    48
  • Forks


    8
  • Last commit


    6 days ago
A favicon of TxtAI Assistant

TxtAI Assistant

Model Context Protocol (MCP) server implementation for semantic vector search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memories with semantic vector database search capabilities. You can use Claude and Cline AI as well.
Model Context Protocol (MCP) server implementation for semantic vector search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memories with semantic vector database search capabilities. You can use Claude and Cline AI as well.
  • Stars


    4
  • Forks


    1
  • Last commit


    5 days ago
A favicon of RAG Documentation

RAG Documentation

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.
An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.
  • Stars


    155
  • Forks


    18
  • Last commit


    4 months ago

YouTube MCP Server

YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube videos, retrieve detailed transcripts, and perform semantic searches over video content—all without relying on the official API. By integrating with a vector database, this server streamlines content discovery.
YouTube MCP Server is an AI-powered solution designed to revolutionize your YouTube experience. It empowers users to search for YouTube videos, retrieve detailed transcripts, and perform semantic searches over video content—all without relying on the official API. By integrating with a vector database, this server streamlines content discovery.
  • Stars


    1
  • Forks


    0
  • Last commit


    1 month ago