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

  • memory-bank-mcp

    axrbarsic
    A
    license
    B
    quality
    B
    maintenance
    Provides a read-only MCP interface to query and retrieve verifiable evidence from a local memory bank, supporting search, dossier, chronology, source, and evidence tools.
    6
    BSD Zero Clause

  • Memory Bank MCP

    spideynolove
    A
    license
    C
    quality
    D
    maintenance
    An MCP server that enables persistent memory, structured thinking sessions, and project-based knowledge management for Claude. It includes specialized coding tools for package discovery and reinvention prevention by validating code against existing libraries and APIs.
    17
    3
  • 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
  • codex-substrate-memory by Substrate-memory

    codex-substrate-memoryofficial

    Substrate-memory
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server providing durable Substrate organizational memory tools, including search, read, query, ingest, remember, and sync. It integrates with Codex to automatically capture completed turns and session boundaries for persistent memory.
    MIT

  • memory-mcp

    jmars
    A
    license
    A
    quality
    B
    maintenance
    Persistent knowledge graph MCP server with SQLite backend, offering graph traversal, fuzzy search, and temporal queries for entities and relations. It serves as a drop-in replacement for the npm mcp-server-memory with enhanced capabilities.
    12
    MIT

  • server-memory

    MK-986123
    A
    license
    A
    quality
    B
    maintenance
    A local-first MCP server for durable agent memory using SQLite and FTS5, enabling knowledge graph storage, search, and recall for AI agents.
    20
    1
    MIT

  • memory-mcp

    chenxiaofie
    A
    license
    A
    quality
    B
    maintenance
    A persistent memory MCP server for Claude Code that automatically saves conversations and retrieves relevant history across sessions to provide context.
    17
    11
    MIT

  • memory-mcp

    credp
    A
    license
    B
    quality
    A
    maintenance
    A local MCP server that provides agents with tools to list, read, search, inspect history and diffs, and capture unstructured text in a user-owned Git repository of durable memory.
    5
    MIT

  • claude-memory

    NathanNorman
    A
    license
    Not graded
    quality
    D
    maintenance
    A persistent memory MCP server for Claude Code that enables long-term recall across sessions via hybrid search, code intelligence, and tools for reading/writing memory.
    23
    1
    MIT

  • Flux Memory

    harsh5i
    A
    license
    Not graded
    quality
    A
    maintenance
    Flux Memory is an MCP server that provides a self-organizing weighted graph memory for AI agents, enabling persistent knowledge storage, retrieval, and feedback-based learning.
    4
    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

    User75621
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that stores project memory in Supabase, allowing AI tools to persist context, notes, and decisions across sessions. Enables Claude Code, Codex, and similar assistants to maintain long-term project continuity through persistent memory storage.
    2

  • 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

    bobmatnyc
    A
    license
    Not graded
    quality
    D
    maintenance
    A standalone memory service that provides persistent storage for AI assistants via the Model Context Protocol.
    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

    burgessadrien
    F
    license
    Not graded
    quality
    D
    maintenance
    Provides persistent AI agent memory using a local vector database for long-term semantic storage and short-term session scratchpads. It enables low-latency memory operations including search, storage, and bulk management without external cloud dependencies.