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JSON File Upload, Data Vectorization, and LLM Similarity Search

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  • Why this server?

    This server is designed for advanced retrieval using vectorization, enabling similarity searches based on uploaded data. It also supports file extraction and text chunking, which are useful for handling JSON data.

    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.
    3
    15
    17
    JavaScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    This server can watch directories, index files (including JSON), and store them in a vector store. This facilitates similarity searches based on file content.

    Simple Files Vector Store Server

    lishenxydlgzs
    Verified
    -
    security
    A
    license
    -
    quality
    A very simple vector store that provides capability to watch a list of directories, and automatically index all the markdown, html and text files in the directory to a vector store to enhance context.
    123
    16
    TypeScript
    MIT License

  • Why this server?

    This server enables efficient vector database operations, allowing for the storage of embeddings from uploaded JSON data and subsequent similarity searching.

    LanceDB MCP Server

    RyanLisse
    -
    security
    F
    license
    -
    quality
    Enables efficient vector database operations for embedding storage and similarity search through a Model Context Protocol interface.
    3
    Python

  • Why this server?

    Enables AI assistants to interact directly the documents that they have on-disk through agentic RAG and hybrid search in LanceDB.

    mcp-lancedb

    adiom-data
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol (MCP) server that enables LLMs to interact directly the documents that they have on-disk through agentic RAG and hybrid search in LanceDB. Ask LLMs questions about the dataset as a whole or about specific documents.
    12
    31
    TypeScript
    MIT License
    • Apple

  • Why this server?

    Convex lets you introspect tables, call functions, and read/write data seamlessly. Agents can generate one-off queries safely—thanks to Convex’s sandboxed queries, ensuring data integrity.

    Convex MCP serverofficial

    get-convex
    -
    security
    F
    license
    -
    quality
    Convex’s MCP server lets you introspect tables, call functions, and read/write data seamlessly. Agents can generate one-off queries safely—thanks to Convex’s sandboxed queries, ensuring data integrity. Perfect for AI automation, real-time apps, and dynamic data access.
    3,764
    Rust
    • Linux
    • Apple

  • Why this server?

    Enables graph database interactions with Neo4j, allowing users to access and manipulate graph data through natural language commands.

    Neo4j MCP Server

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

  • Why this server?

    Enables LLMs to interact directly with MongoDB databases, allowing users to query collections, inspect schemas, and manage data through natural language.

    MongoDB MCP Server for LLMs

    nickiiitu
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol server that enables LLMs to interact directly with MongoDB databases, allowing users to query collections, inspect schemas, and manage data through natural language.
    340
    TypeScript
    MIT License
    • Apple

  • Why this server?

    Provides seamless access to multiple storage services including S3, Azure Blob Storage, and Google Cloud Storage through Apache OpenDAL™.

    MCP Server for Apache OpenDAL™

    Xuanwo
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that provides seamless access to multiple storage services including S3, Azure Blob Storage, and Google Cloud Storage through Apache OpenDAL™.
    3
    27
    Python
    Apache 2.0

  • 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?

    Provides tools for listing and retrieving content from different knowledge bases using semantic search capabilities.

    Knowledge Base MCP Server

    jeanibarz
    A
    security
    A
    license
    A
    quality
    Provides tools for listing and retrieving content from different knowledge bases using semantic search capabilities.
    2
    6
    TypeScript
    The Unlicense
    • Linux
    • Apple