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Understanding Integrated Knowledge Graphs

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  • Why this server?

    Provides a basic implementation of persistent memory using a local knowledge graph, allowing Claude to remember information across chats.

    Knowledge Graph Memory Server

    modelcontextprotocol
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    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.
    Last updated -
    9
    14,698
    44,650
    JavaScript
    MIT License
    • Apple
    • Linux

  • Why this server?

    This MCP 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.
    Last updated -
    9
    14,698
    1
    JavaScript

  • 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.
    Last updated -
    6
    Python
    MIT License

  • Why this server?

    A server component of the Model Context Protocol that provides intelligent analysis of codebases using vector search and machine learning to understand code patterns, architectural decisions, and documentation.

    MCP Codebase Insight

    tosin2013
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    security
    F
    license
    -
    quality
    A server component of the Model Context Protocol that provides intelligent analysis of codebases using vector search and machine learning to understand code patterns, architectural decisions, and documentation.
    Last updated -
    4
    Python

  • 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.

    MCP Chat Analysis Server

    rebots-online
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    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.
    Last updated -
    8
    Python
    MIT License

  • Why this server?

    A versatile memory system for AI applications that can be used as an MCP server or a direct library integration, enabling autonomous memory management without explicit commands, suggesting it might use a knowledge graph.

    mem0 Memory System

    pinkpixel-dev
    A
    security
    A
    license
    A
    quality
    A flexible memory system for AI applications that supports multiple LLM providers and can be used either as an MCP server or as a direct library integration, enabling autonomous memory management without explicit commands.
    Last updated -
    3
    131
    36
    JavaScript
    MIT License

  • 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
    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.
    Last updated -
    13
    14,698
    34
    JavaScript
    MIT License

  • Why this server?

    Facilitates knowledge graph representation with semantic search using Qdrant, supporting OpenAI embeddings for semantic similarity and robust HTTPS integration with file-based graph persistence.

    MCP Memory Server with Qdrant Persistence

    delorenj
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    security
    F
    license
    -
    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?

    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.

    MCP DuckDB Knowledge Graph Memory Server

    IzumiSy
    A
    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?

    A Model Context Protocol server implementation that enables LLMs to interact with NebulaGraph database for graph exploration, supporting schema understanding, queries, and graph algorithms.

    NebulaGraph MCP Server

    nebula-contrib
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    security
    A
    license
    -
    quality
    A Model Context Protocol server implementation that enables LLMs to interact with NebulaGraph database for graph exploration, supporting schema understanding, queries, and graph algorithms.
    Last updated -
    16
    Python
    Apache 2.0