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MCP Clients with Resource Entries in Their Schema for Memory and Knowledge Servers

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  • Why this server?

    This server implements persistent memory using a local knowledge graph, allowing Claude to remember information across chats, which aligns with the priority of memory and knowledge type servers.

    mcp-knowledge-graph

    shaneholloman
    Verified
    A
    security
    A
    license
    A
    quality
    An improved implementation of persistent memory using a local knowledge graph with a customizable --memory-path. This lets Claude remember information about the user across chats.
    9
    161
    91
    JavaScript
    MIT License

  • Why this server?

    This server provides basic persistent memory using a local knowledge graph, which helps Claude remember information across chats. It aligns with the priority for memory and knowledge servers.

    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?

    This server optimizes token usage by caching data during language model interactions, which is a type of memory function.

    Memory Cache Server

    tosin2013
    A
    security
    F
    license
    A
    quality
    A Model Context Protocol (MCP) server that optimizes token usage by caching data during language model interactions, compatible with any language model and MCP client.
    4
    JavaScript

  • Why this server?

    This server acts as a guardian of development knowledge, providing AI assistants with curated access to documentation and best practices, fitting the description of a knowledge type server.

    mcp-codex-keeper

    aindreyway
    -
    security
    A
    license
    -
    quality
    Serves as a guardian of development knowledge, providing AI assistants with curated access to latest documentation and best practices.
    4
    87
    52
    TypeScript
    MIT License

  • Why this server?

    This server 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.It is a good fit since it indexes local files and provides memory.

    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

  • Why this server?

    This server provides semantic memory and persistent storage for Claude, leveraging ChromaDB and sentence transformers for enhanced search and retrieval capabilities.

    MCP Memory Service

    doobidoo
    Verified
    -
    security
    A
    license
    -
    quality
    Provides semantic memory and persistent storage for Claude, leveraging ChromaDB and sentence transformers for enhanced search and retrieval capabilities.
    3
    167
    Python
    MIT License
    • Linux

  • Why this server?

    This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

    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?

    This server provides 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?

    This server enables LLMs to interact directly with 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, fitting the need to access resource entries in their schema.

    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?

    Provides comprehensive access to Roam Research's API functionality. This server enables AI assistants like Claude to interact with your Roam Research graph through a standardized interface, this involves accessing Roam's data structures, which fit the description of having `resource` entries.

    Roam Research

    2b3pro
    A
    security
    A
    license
    A
    quality
    Provides comprehensive access to Roam Research's API functionality. This server enables AI assistants like Claude to interact with your Roam Research graph through a standardized interface.
    18
    11
    30
    TypeScript
    MIT License