Skip to main content
Glama
Sign In

Search for:

Understanding Vector Search

View all MCP Servers

  • Why this server?

    Enables semantic search, image search, and cross-modal search functionalities through integration with Jina AI's neural search capabilities.

    Jina AI MCP Server

    Sheshiyer
    -
    security
    A
    license
    -
    quality
    Enables semantic search, image search, and cross-modal search functionalities through integration with Jina AI's neural search capabilities.
    1
    JavaScript
    MIT License

  • Why this server?

    An MCP server that enables AI models to retrieve information from Ragie's knowledge base through a simple 'retrieve' tool, implying RAG capabilities which depend on a vector database.

    Ragie Model Context Protocol Serverofficial

    ragieai
    A
    security
    A
    license
    A
    quality
    An MCP server that enables AI models to retrieve information from Ragie's knowledge base through a simple 'retrieve' tool.
    1
    50
    4
    JavaScript
    MIT License
    • Apple

  • Why this server?

    A Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.

    Chroma MCP Server

    privetin
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.
    17
    Python
    MIT License
    • Apple
    • Linux

  • Why this server?

    Aims to be portable, local, easy, and convenient to support semantic/graph-based retrieval of txtai "all in one" embeddings database, supporting vector search.

    kb-mcp-server

    Geeksfino
    -
    security
    F
    license
    -
    quality
    An MCP server aimed to be portable, local, easy and convenient to support semantic/graph based retrieval of txtai "all in one" embeddings database. Any txtai embeddings db in tar.gz form can be loaded
    18
    Python
    • Linux
    • Apple

  • Why this server?

    Enables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes, a form of vector retrieval.

    mcp-apple-notes

    RafalWilinski
    -
    security
    F
    license
    -
    quality
    Enables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes.
    158
    TypeScript
    • Apple

  • Why this server?

    A Model Context Protocol server that enables semantic search and retrieval of Apple Notes content, allowing AI assistants to access, search, and create notes using on-device embeddings.

    MCP Apple Notes

    Dingzeefs
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that enables semantic search and retrieval of Apple Notes content, allowing AI assistants to access, search, and create notes using on-device embeddings.
    TypeScript
    • Apple

  • Why this server?

    A Python server that enables AI assistants to perform hybrid search queries against Apache Solr indexes through the Model Context Protocol, combining keyword precision with vector-based semantic understanding.

    Solr MCP

    allenday
    Verified
    -
    security
    A
    license
    -
    quality
    A Python server that enables AI assistants to perform hybrid search queries against Apache Solr indexes through the Model Context Protocol, combining keyword precision with vector-based semantic understanding.
    1
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Model Context Protocol (MCP) server implementation for semantic search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memories with semantic search capabilities.

    TxtAi Memory Vector Server

    rmtech1
    -
    security
    F
    license
    -
    quality
    Model Context Protocol (MCP) server implementation for semantic search and memory management using TxtAI. This server provides a robust API for storing, retrieving, and managing text-based memories with semantic search capabilities. You can use Claude and Cline AI Also
    4
    Python
    • Apple

  • Why this server?

    This project is intended as an example of how to create a MCP server for Qdrant, a vector search engine.

    mcp-server-qdrantofficial

    qdrant
    A
    security
    A
    license
    A
    quality
    This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
    2
    448
    Python
    Apache 2.0

  • Why this server?

    A Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.

    MCP Server for Qdrant

    Jimmy974
    -
    security
    F
    license
    -
    quality
    A Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.
    • Linux
    • Apple