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Information on Rag and Memory

View all MCP Servers

  • Why this server?

    Based on the Knowledge Graph Memory Server, it retains core functionality related to memory management.

    MemoryMesh

    CheMiguel23
    -
    security
    A
    license
    -
    quality
    This project is based on the Knowledge Graph Memory Server from the MCP servers repository and retains its core functionality.
    44
    107
    TypeScript
    MIT License
    • Apple

  • Why this server?

    Provides a vector store to automatically index markdown, html, and text files in a directory, enhancing context through vector embeddings.

    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?

    Enables semantic search and RAG over Apple Notes, allowing AI assistants to search and reference notes during conversations.

    MCP Apple Notes

    Tom-Semple
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server that enables semantic search and RAG over your Apple Notes, allowing AI assistants like Claude to search and reference your notes during conversations.
    6
    TypeScript
    • Apple

  • Why this server?

    Reduces token consumption by efficiently caching data between language model interactions.

    Memory Cache MCP Server

    ibproduct
    A
    security
    F
    license
    A
    quality
    A Model Context Protocol server that reduces token consumption by efficiently caching data between language model interactions, automatically storing and retrieving information to minimize redundant token usage.
    4
    3
    JavaScript

  • Why this server?

    A Claude-compatible MCP server that enables storing and summarizing notes through a simple note storage system with custom URI scheme.

    ClickUp Operator

    noah-vh
    -
    security
    F
    license
    -
    quality
    A Claude-compatible MCP server that enables storing and summarizing notes through a simple note storage system with custom URI scheme.
    3
    Python

  • 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

  • Why this server?

    Allows you to build a persistent semantic graph from conversations with AI assistants. Integrates directly with Obsidan.md

    basic-memory

    basicmachines-co
    A
    security
    A
    license
    A
    quality
    Basic Memory is a knowledge management system that allows you to build a persistent semantic graph from conversations with AI assistants. All knowledge is stored in standard Markdown files on your computer, giving you full control and ownership of your data. Integrates directly with Obsidan.md
    9
    527
    Python
    AGPL 3.0
    • Apple

  • Why this server?

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

    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?

    Enhances AI model capabilities with structured, retrieval-augmented thinking processes.

    Retrieval-Augmented Thinking MCP Server

    stat-guy
    A
    security
    A
    license
    A
    quality
    Enhances AI model capabilities with structured, retrieval-augmented thinking processes that enable dynamic thought chains, parallel exploration paths, and recursive refinement cycles for improved reasoning.
    1
    4
    JavaScript
    MIT License

  • Why this server?

    A basic implementation of persistent memory using a local knowledge graph.

    Knowledge Graph Memory Server

    modelcontextprotocol
    -
    security
    A
    license
    -
    quality
    A basic implementation of persistent memory using a local knowledge graph. This lets Claude remember information about the user across chats.
    9
    9,068
    37,968
    JavaScript
    MIT License