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"Understanding Memory or Memory-Related Topics" matching MCP servers:

  • Memory-Facade

    morozsm
    F
    license
    A
    quality
    A
    maintenance
    A stateless MCP server that gives coding agents a curated entry point to shared memory, orchestrating Hindsight (facts) and LightRAG (corpora) for automatic routing, URL ingestion, and consistency tooling.
    6

  • mcp-memory

    oneKn8
    A
    license
    A
    quality
    D
    maintenance
    Provides persistent memory with semantic search for MCP-based AI agents, enabling them to store and recall information across sessions using vector embeddings.
    4
    1
    MIT

  • universal-memory

    YanAmorelli
    A
    license
    C
    quality
    A
    maintenance
    A vendor-agnostic cognitive persistence layer for AI agents. Eliminate the "repetition tax" by transporting your context, preferences, and history across sessions. Features an auto-adaptation engine that syncs global instructions to ensure operational cohesion and optimize token usage across any LLM or multi-agent workflow.
    16
    37
    6
    Apache 2.0

  • Memory MCP Server

    michael-denyer
    A
    license
    B
    quality
    A
    maintenance
    Provides a persistent "second brain" for Claude featuring zero-latency hot caching, semantic cold storage, and automatic pattern mining from activity logs. It enables users to store, search, and automatically extract project facts and code patterns for enhanced contextual recall.
    56
    7
    MIT

  • Mnemonic

    bacharyehya
    A
    license
    A
    quality
    D
    maintenance
    Persistent memory management for AI assistants like Claude, enabling creation, search, and retrieval of memories with tagging and triggers.
    10
    MIT
  • afair by afairai

    afairofficial

    afairai
    A
    license
    A
    quality
    A
    maintenance
    The open-source, self-organizing memory for all your AI tools. Persistent memory over MCP (remember, recall, observe): background agents extract entities, resolve conflicts, and keep cited syntheses current in an append-only, encrypted, single-tenant vault.
    3
    6
    AGPL 3.0

  • Astria-Index

    PL-ODIN
    A
    license
    A
    quality
    C
    maintenance
    AI memory that works like yours. Neural pathway architecture gives your AI persistent recall, contextual awareness, and cross-session continuity the way human memory actually works. 14 MCP tools. Works with Claude Code, Cursor, Windsurf, and any MCP client. $50/mo unlimited.
    15
    MIT

  • pubmed-mcp-server

    cyanheads
    A
    license
    A
    quality
    A
    maintenance
    A bridge connecting AI agents to NCBI's PubMed database through the Model Context Protocol, enabling seamless searching, retrieval, and analysis of biomedical literature and data.
    11
    3,327
    134
    Apache 2.0

  • longmem

    marerem
    A
    license
    A
    quality
    D
    maintenance
    Hybrid semantic + keyword memory across all your projects. Works with Cursor, Claude Code, and your team.
    11
    MIT
  • UltraMemory by LogicLabsAI

    UltraMemoryofficial

    LogicLabsAI
    A
    license
    A
    quality
    A
    maintenance
    Cross-tool memory for AI that enables deterministic recall-first memory across multiple tools (Claude Code, Desktop, ChatGPT, etc.) with honest abstention when it doesn't know.
    9
    1
    Apache 2.0

  • hypernmnesia-mcp-viz

    cdeust
    A
    license
    A
    quality
    A
    maintenance
    A read-only, cross-platform visualization layer for Cortex that renders memory, sessions, and code into six live reading angles (graph galaxy, 3D anatomical brain, execution trace, consolidation board, knowledge browser, and wiki) without ever writing a memory.
    2
    4
    MIT