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"A tool or software for modeling memory systems or memory management" matching MCP servers:

  • lean-memory

    Wuesteon
    A
    license
    A
    quality
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    maintenance
    Embedded, local-first agent memory: facts extracted into a per-namespace SQLite file (vec0 + FTS5) with hybrid retrieval and point-in-time (time-travel) queries. ADD-only history over stdio — no server process, no cloud dependency.
    16
    7
    47
    Apache 2.0

  • 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

  • Memory MCP

    gregpriday
    A
    license
    B
    quality
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    maintenance
    An MCP server that provides AI assistants with persistent, semantic memory using Turso for storage and OpenAI for vector search. It enables natural language operations to store, retrieve, and refine information with automatic duplicate detection and quality validation.
    5
    12
    MIT

  • memory-mcp

    MateoGuerreroE
    A
    license
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    quality
    B
    maintenance
    Local-first MCP server for long-term memory of dev sessions. It indexes session metadata with embeddings in Postgres/pgvector, enables semantic search over past sessions, and resolves only relevant session files for context.
    21
    MIT

  • MCP Memory

    tdyfy9
    A
    license
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    quality
    C
    maintenance
    MCP Memory is a MCP Server that gives clients like Cursor and Claude the ability to remember user preferences and behaviors across conversations using vector search.
    16
    MIT

  • MCP Memory

    thursday3
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    quality
    C
    maintenance
    MCP Memory is an MCP Server that gives MCP Clients the ability to remember information about users across conversations. It uses vector search technology to find relevant memories based on meaning, not just keywords.
    16
    MIT

  • MCP Memory

    julianorck
    A
    license
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    quality
    C
    maintenance
    Enables AI assistants to remember user information and preferences across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage.
    16
    MIT

  • Memory MCP

    tungvt93
    A
    license
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    quality
    D
    maintenance
    A local-first MCP server for persistent memory with vector search, metadata filtering, fact tracking, and graceful degradation when dependencies fail.
    21
    MIT

  • Memory MCP

    Calvin-Francis
    A
    license
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    quality
    D
    maintenance
    A Model Context Protocol server that provides AI assistants with persistent semantic memory and knowledge graph capabilities using PostgreSQL and vector embeddings. It enables cross-session storage, hybrid search, and complex relationship tracking for enhanced contextual awareness.
    16
    1
    MIT

  • Memory MCP Server

    zuohang20100323
    A
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    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
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    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

  • memory-forge

    cpretzinger
    A
    license
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    quality
    D
    maintenance
    A production-ready MCP server for persistent AI memory across LLMs like Claude and ChatGPT. Provides automatic conversation backup, multi-user support, and multi-storage (PostgreSQL, Redis, Qdrant).
    97
    13
    MIT

  • MCP Memory

    lukcy6799
    A
    license
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    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.
    16
    MIT

  • MCP Memory

    marcelacout0
    A
    license
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    quality
    C
    maintenance
    Enables AI assistants to remember user information across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage and retrieval.
    16
    MIT