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"A memory-efficient MCP server with vectorized memory bank synchronization" matching MCP servers:

  • Memory Bank MCP

    movibe
    A
    license
    Not graded
    quality
    F
    maintenance
    Memory Bank Server provides a set of tools and resources for AI assistants to interact with Memory Banks. Memory Banks are structured repositories of information that help maintain context and track progress across multiple sessions.
    32
    46
    MIT

  • Memory Bank MCP Server

    t3ta
    A
    license
    Not graded
    quality
    F
    maintenance
    A server for managing project documentation and context across Claude AI sessions through global and branch-specific memory banks, enabling consistent knowledge management with structured JSON document storage.
    28
    11
    MIT
  • substrate-memory by Substrate-memory

    substrate-memoryofficial

    Substrate-memory
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides Claude Co-work with MCP tools to search and record organizational memory, including search, read, query, ingest, remember, sync, and status operations.
    MIT

  • xmszm-memory

    xmszm
    A
    license
    A
    quality
    B
    maintenance
    Multi-user, file-backed MCP memory server enabling isolated namespaces and persistent memory across sessions and AI clients.
    9
    23
    MIT

  • agent-memory

    bakebakebakebake
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for zero-config, traceable long-term memory using SQLite, enabling agents to store, search, trace, and monitor memory with tools like memory_store, memory_search, and memory_health.
    MIT

  • Memory MCP Server

    zuohang20100323
    A
    license
    Not graded
    quality
    C
    maintenance
    A general-purpose MCP memory server that gives AI clients long-term memory with semantic search, memory classification, priority management, and progressive injection, supporting local JSON or cloud PostgreSQL storage.
    AGPL 3.0

  • Memory MCP

    kassol
    A
    license
    Not graded
    quality
    D
    maintenance
    Personal memory service using semantic vector retrieval and knowledge graphs to persist long-term context, supporting memory evolution and conflict labeling for the same entity.
    MIT

  • MCP Memory

    lukcy6799
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP Memory is a MCP Server that gives MCP Clients the ability to remember information about users across conversations using vector search.
    11
    MIT

  • memory-mcp

    brianchilders
    A
    license
    Not graded
    quality
    C
    maintenance
    Multi-tier memory system for AI assistants, integrating semantic, episodic, time-series, and spatial memory with pattern detection and MCP tools.
    3
    MIT

  • Memory-MCP

    wb200
    A
    license
    A
    quality
    D
    maintenance
    Provides persistent memory for AI agents using hybrid search (vector embeddings + BM25) with neural reranking, enabling storage and retrieval of insights, debugging solutions, and patterns across coding sessions.
    8
    MIT

  • anneal-memory

    phillipclapham
    A
    license
    A
    quality
    B
    maintenance
    Two-layer memory for AI agents. Episodes compress into identity. The only MCP memory server with an immune system. Patterns earn permanence through evidence, false knowledge gets caught and demoted, and stale information fades — so your agent's memory gets smarter over time, not just bigger. Zero dependencies. 5 tools. Works with any MCP client.
    16
    10
    MIT

  • memory-mcp

    lakehouse-42
    A
    license
    A
    quality
    D
    maintenance
    Provides persistent memory for AI assistants via MCP, enabling them to store and recall facts, preferences, and tasks across conversations using either local file storage or a cloud backend with semantic search.
    5
    14
    MIT

  • celiums-memory

    terrizoaguimor
    A
    license
    A
    quality
    A
    maintenance
    Cognitive memory engine for AI agents with 5,100+ knowledge modules, circadian rhythm awareness, emotional state tracking (PAD model), and hybrid semantic search. Supports persistent per-user memory, project-scoped contexts, and multi-protocol access.
    26
    22
    Apache 2.0