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Tools and Techniques for Creating Knowledge Graphs and Storing Memories

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  • Why this server?

    This server provides a basic implementation of persistent memory using a local knowledge graph, allowing Claude to remember information about the user across chats.

    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
    7,903
    40,097
    JavaScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    This server provides persistent memory integration for chat applications by utilizing a local knowledge graph to remember user information across interactions.

    Knowledge Graph Memory Server

    yodakeisuke
    A
    security
    F
    license
    A
    quality
    This MCP server provides persistent memory integration for chat applications by utilizing a local knowledge graph to remember user information across interactions.
    9
    7,903
    1
    JavaScript

  • Why this server?

    Enhances user interaction through a persistent memory system that remembers information across chats and learns from past errors by utilizing a local knowledge graph and lesson management.

    Knowledge Graph Memory Server

    T1nker-1220
    Verified
    A
    security
    A
    license
    A
    quality
    Enhances user interaction through a persistent memory system that remembers information across chats and learns from past errors by utilizing a local knowledge graph and lesson management.
    13
    7,903
    34
    JavaScript
    MIT License

  • Why this server?

    Provides knowledge graph functionality for managing entities, relations, and observations in memory with strict validation rules to maintain data consistency.

    Memory MCP Server

    evangstav
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    security
    A
    license
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    quality
    Provides knowledge graph functionality for managing entities, relations, and observations in memory with strict validation rules to maintain data consistency.
    6
    Python
    MIT License

  • Why this server?

    A custom Memory MCP Server that acts as a cache for Infrastructure-as-Code information, allowing users to store, summarize, and manage notes with a custom URI scheme and simple resource handling.

    IAC Memory MCP Server

    AgentWong
    A
    security
    A
    license
    A
    quality
    A custom Memory MCP Server that acts as a cache for Infrastructure-as-Code information, allowing users to store, summarize, and manage notes with a custom URI scheme and simple resource handling.
    23
    1
    Python
    MIT License
    • Apple

  • Why this server?

    This project is intended as a both MCP server connecting to Qdrant, a vector search engine, enabling memory creation using vector embeddings.

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

    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?

    Model Context Protocol 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
    Verified
    -
    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?

    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, which is like building a memory.

    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?

    Facilitates semantic analysis of chat conversations through vector embeddings and knowledge graphs, offering tools for semantic search, concept extraction, and conversation pattern analysis, helpful for creating context for memories.

    MCP Chat Analysis Server

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