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Understanding Document Embeddings, Knowledge Graphs, and Vector Representations

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  • Why this server?

    This server allows interaction with Neo4j graph databases, which aligns directly with the 'graph' and 'knowledge' terms in the query.

    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?

    This server allows LLMs to programmatically interact with Logseq knowledge graphs, aligning with the 'graph' and 'knowledge' terms in the query.

    Logseq MCP Server

    dailydaniel
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    security
    A
    license
    A
    quality
    A server that enables LLMs to programmatically interact with Logseq knowledge graphs, allowing creation and management of pages and blocks.
    Last updated -
    10
    17
    Python
    MIT License

  • Why this server?

    This server is relevant because it provides a knowledge graph implementation using DuckDB, aligning with the 'graph' and 'knowledge' terms.

    MCP DuckDB Knowledge Graph Memory Server

    IzumiSy
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    security
    A
    license
    A
    quality
    A memory server for Claude that stores and retrieves knowledge graph data in DuckDB, enhancing performance and query capabilities for conversations with persistent user information.
    Last updated -
    8
    36
    31
    TypeScript
    MIT License
    • Apple

  • Why this server?

    This server allows retrieving content from different knowledge bases using semantic search, matching the 'knowledge' part of the request.

    Knowledge Base MCP Server

    jeanibarz
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    security
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    license
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    quality
    Provides tools for listing and retrieving content from different knowledge bases using semantic search capabilities.
    Last updated -
    2
    10
    TypeScript
    The Unlicense
    • Linux
    • Apple

  • Why this server?

    Facilitates knowledge graph representation and uses vector embeddings for semantic similarity, aligning with 'graph', 'knowledge', and 'vector' terms.

    MCP Memory Server with Qdrant Persistence

    delorenj
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    security
    F
    license
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    quality
    Facilitates knowledge graph representation with semantic search using Qdrant, supporting OpenAI embeddings for semantic similarity and robust HTTPS integration with file-based graph persistence.
    Last updated -
    33
    4
    TypeScript
    • Linux
    • Apple

  • Why this server?

    This server is relevant due to its 'vector' related capabilities along with general document processing features.

    Vectorizeofficial

    vectorize-io
    A
    security
    A
    license
    A
    quality
    Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
    Last updated -
    3
    15
    17
    JavaScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    The description mentions integration with Weaviate, which is a vector search engine.

    MCP Server Weaviateofficial

    weaviate
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    security
    A
    license
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    quality
    The MCP Server for Weaviate facilitates integration with Weaviate using a customizable Python-based server, enabling interaction with Weaviate databases and OpenAI APIs via configurable URL and API keys.
    Last updated -
    44
    Python
    GPL 3.0
    • Apple

  • Why this server?

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

    Jina AI MCP Server

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

  • Why this server?

    Facilitates semantic analysis of chat conversations through vector embeddings and knowledge graphs, covering 'vector' and 'knowledge' aspects.

    MCP Chat Analysis Server

    rebots-online
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    security
    A
    license
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    quality
    Facilitates semantic analysis of chat conversations through vector embeddings and knowledge graphs, offering tools for semantic search, concept extraction, and conversation pattern analysis.
    Last updated -
    8
    Python
    MIT License

  • Why this server?

    This server's description mentions managing markdown documents and metadata handling capabilities aligns with search terms doc and knowledge

    MCP Documentation Service

    alekspetrov
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    security
    A
    license
    A
    quality
    A Model Context Protocol implementation that enables AI assistants to interact with markdown documentation files, providing capabilities for document management, metadata handling, search, and documentation health analysis.
    Last updated -
    14
    346
    11
    TypeScript
    MIT License
    • Apple
    • Linux