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Connecting to a vector knowledge base

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  • Why this server?

    This server is a memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources, thus allowing connection to a vector knowledge base.

    cognee-mcp

    topoteretes
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    security
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    license
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    quality
    Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
    Last updated -
    4
    2,063
    Apache 2.0
    • Apple

  • Why this server?

    Enables fetching relevant content and embeddings from Supavec via the Model Context Protocol, allowing AI assistants like Claude to access vector search capabilities.

    Supavec MCP Serverofficial

    supavec
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    security
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    license
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    Enables fetching relevant content and embeddings from Supavec via the Model Context Protocol, allowing AI assistants like Claude to access vector search capabilities.
    Last updated -
    1
    3
    TypeScript
    MIT License
    • Apple

  • Why this server?

    Provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings, allowing users to add, search, list, and delete documentation with metadata support.

    RagDocs MCP Server

    heltonteixeira
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    security
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    quality
    Provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings, allowing users to add, search, list, and delete documentation with metadata support.
    Last updated -
    5
    4
    TypeScript
    Apache 2.0

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

  • Why this server?

    A Model Context Protocol (MCP) server that enables semantic search and retrieval of documentation using a vector database (Qdrant). This server allows you to add documentation from URLs or local files and then search through them using natural language queries.

    MCP-Ragdocs

    qpd-v
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    security
    A
    license
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    quality
    A Model Context Protocol (MCP) server that enables semantic search and retrieval of documentation using a vector database (Qdrant). This server allows you to add documentation from URLs or local files and then search through them using natural language queries.
    Last updated -
    14
    74
    JavaScript
    Apache 2.0
    • Apple

  • Why this server?

    A fork of the Neo4j Model Context Protocol server that enables interaction with Neo4j knowledge graphs through environment variable configuration and improved options for remote connections.

    Neo4j MCP Server

    rebots-online
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    security
    F
    license
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    quality
    A fork of the Neo4j Model Context Protocol server that enables interaction with Neo4j knowledge graphs through environment variable configuration and improved options for remote connections.
    Last updated -
    1
    TypeScript

  • Why this server?

    An MCP server that enables graph database interactions with Neo4j, allowing users to access and manipulate graph data through natural language commands.

    Neo4j MCP Server

    ujjalcal
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    security
    F
    license
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    quality
    An MCP server that enables graph database interactions with Neo4j, allowing users to access and manipulate graph data through natural language commands.
    Last updated -
    Python

  • Why this server?

    An MCP server implementation that enables AI models to discover, search, and analyze data stored in Typesense collections through tools for querying documents, retrieving specific items, and accessing collection statistics.

    Typesense MCP Server

    suhail-ak-s
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    security
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    license
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    An MCP server implementation that enables AI models to discover, search, and analyze data stored in Typesense collections through tools for querying documents, retrieving specific items, and accessing collection statistics.
    Last updated -
    21
    7
    TypeScript
    MIT License
    • Apple

  • Why this server?

    A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities through MCP tools. It would be interesting to have LLM analyze it. DuckDB is suitable for local analysis.

    mcp-server-duckdb

    ktanaka101
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    security
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    A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities through MCP tools. It would be interesting to have LLM analyze it. DuckDB is suitable for local analysis.
    Last updated -
    5
    71
    Python
    MIT License
    • Apple

  • Why this server?

    Enables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes.

    MCP Apple Notes

    Dingzeefs
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    security
    F
    license
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    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.
    Last updated -
    TypeScript
    • Apple