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

  • xmszm-memory

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

  • Memory-MCP

    wb200
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    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
    9
    MIT

  • memory-mcp

    lakehouse-42
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    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
    7
    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

  • tidbits-memory

    brkhrdt
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    license
    A
    quality
    C
    maintenance
    Enables AI agents to record and rank learnings, facts, and methods through a collaborative voting framework. It provides tools for agents to surface the most useful information across sessions using persistent memory storage.
    8
    MIT

  • basic-memory

    basicmachines-co
    A
    license
    B
    quality
    A
    maintenance
    Basic Memory is a knowledge management system that allows you to build a persistent semantic graph from conversations with AI assistants. All knowledge is stored in standard Markdown files on your computer, giving you full control and ownership of your data. Integrates directly with Obsidan.md
    17
    3,660
    AGPL 3.0

  • MCP Memory

    thursday3
    A
    license
    -
    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

  • ai-memory

    alphaonedev
    A
    license
    -
    quality
    A
    maintenance
    Persistent memory for any AI assistant. Zero token cost until recall. Stores memories in local SQLite, ranks by 6-factor scoring, returns results 79% smaller than JSON. Works with Claude, ChatGPT, Grok, Cursor, Windsurf, and any MCP client.
    41
    Apache 2.0

  • agentic-memory

    Verace-Pvt-Ltd
    A
    license
    -
    quality
    B
    maintenance
    A persistent, bitemporal, injection-safe memory MCP server for coding agents, offering unified retrieval across six memory layers, non-destructive belief revision, and multi-tenant namespace isolation.
    1
    MIT

  • Memory MCP Server

    Neige-Neige
    A
    license
    -
    quality
    C
    maintenance
    A generic MCP memory service that provides AI clients with long-term memory capabilities, including semantic search, categorization, and priority management. Supports both local JSON and cloud PostgreSQL storage.
    9
    AGPL 3.0

  • MCP Memory Server

    ebailey78
    A
    license
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    quality
    D
    maintenance
    A Model Context Protocol server for Claude Desktop that provides structured memory management across chat sessions, allowing Claude to maintain context and build a knowledge base within project directories.
    16
    6
    MIT

  • agent-memory

    bakebakebakebake
    A
    license
    -
    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