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A memory-efficient MCP server with vectorized memory bank synchronization

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  • Why this server?

    Provides structured memory management across chat sessions, allowing Claude to maintain context and build a knowledge base within project directories. This directly addresses the need for a memory bank.

    MCP Memory Server

    ebailey78
    -
    security
    F
    license
    -
    quality
    A Model Context Protocol server for Claude Desktop that provides structured memory management across chat sessions, allowing Claude to maintain context and build a knowledge base within project directories.
    TypeScript

  • Why this server?

    Enables AI assistants to enhance their responses with relevant documentation through a semantic vector search, offering tools for managing and processing documentation efficiently. Addresses the need for pulling from a knowledge base.

    RAG Documentation MCP Server

    rahulretnan
    -
    security
    F
    license
    -
    quality
    Enables AI assistants to enhance their responses with relevant documentation through a semantic vector search, offering tools for managing and processing documentation efficiently.
    62
    13
    TypeScript

  • 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. It directly relates to the memory bank functionality requested.

    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?

    A basic implementation of persistent memory using a local knowledge graph. This lets Claude remember information about the user across chats, providing the memory aspect requested.

    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

  • Why this server?

    Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources

    cognee-mcp

    topoteretes
    A
    security
    A
    license
    A
    quality
    Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
    4
    1,977
    Apache 2.0
    • Apple

  • Why this server?

    Provides a centralized MCP-based system for managing and accessing multi-project memory banks remotely, with features like project isolation, file structure validation, and type-safe operations.

    Memory Bank MCP Server

    alioshr
    Verified
    A
    security
    A
    license
    A
    quality
    Provides a centralized MCP-based system for managing and accessing multi-project memory banks remotely, with features like project isolation, file structure validation, and type-safe operations.
    5
    396
    111
    TypeScript
    MIT License

  • 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.

    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?

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

    Memory MCP Server

    evangstav
    -
    security
    A
    license
    -
    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 high-performance MCP server utilizing libSQL for persistent memory and vector search capabilities, enabling efficient entity management and semantic knowledge storage.

    mcp-memory-libsql

    spences10
    Verified
    A
    security
    A
    license
    A
    quality
    A high-performance MCP server utilizing libSQL for persistent memory and vector search capabilities, enabling efficient entity management and semantic knowledge storage.
    6
    71
    44
    TypeScript
    MIT License

  • Why this server?

    A Model Context Protocol server that enables semantic search and retrieval of documentation using a vector database (Qdrant).

    MCP-Ragdocs

    qpd-v
    -
    security
    A
    license
    -
    quality
    A Model Context Protocol (MCP) server that enables semantic search and retrieval of documentation using a vector database (Qdrant). This server allows you to add documentation from URLs or local files and then search through them using natural language queries.
    14
    74
    JavaScript
    Apache 2.0
    • Apple