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

  • llm-memory-tool

    menoxz
    A
    license
    -
    quality
    C
    maintenance
    MCP server that enables persistent, hybrid, local memory for LLM agents, with vector + BM25 search, knowledge graph, and policy-driven retention, providing token-budgeted context injection for AI assistants.
    MIT

  • Vektor Memory

    Vektor-Memory
    F
    license
    -
    quality
    B
    maintenance
    Slipstream - Built by Vektor Memory - a persistent multi-layered memory architecture. 4-layer associative graph memory (MAGMA) with autonomous REM cycle, CLI, DXT-MCP Cloak Tools.
    4
  • codex-substrate-memory by Substrate-memory

    codex-substrate-memoryofficial

    Substrate-memory
    A
    license
    -
    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

  • 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

  • repo-memory

    yubinkim444
    A
    license
    A
    quality
    C
    maintenance
    A different approach from typical persistent-memory MCPs. Instead of a local SQLite + embeddings store, the memory lives as plain files in a .ai-memory/ directory you commit to your repo (facts.jsonl, decisions/\*.md, gotchas.md). Git is the sync layer — what one Claude/Cursor/Cline learns about a repo, the next session (or a teammate's agent) picks up automatically. 5 MCP tools: get_rep
    5
    1
    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
    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
    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
  • SAE4U Memory by Simple4uhq

    SAE4U Memoryofficial

    Simple4uhq
    A
    license
    A
    quality
    D
    maintenance
    Provides persistent memory for Claude with hierarchical categorization, cross-corpus recall, session journals, and customizable persona, enabling memory continuity across sessions.
    7
    MIT

  • crbro-memory

    Octonove
    A
    license
    A
    quality
    B
    maintenance
    A local MCP server that gives AI assistants persistent long-term memory using a biological neural architecture with cortex, synapses, and hippocampus.
    15
    121
    MIT

  • failure-memory

    CongBao
    A
    license
    A
    quality
    A
    maintenance
    Failure Memory provides AI coding agents with a shared local memory of failures, enabling them to record, recall, and learn from mistakes across sessions.
    2
    MIT

  • verifiable-memory

    Mars-proj
    A
    license
    A
    quality
    B
    maintenance
    Memory for AI agents that can't hallucinate — answers only from stored facts with a citation, or honestly abstains. Provable forgetting (GDPR), valid-time, Merkle proofs, deterministic. MCP server, CPU-only, zero dependencies.
    13
    1
    MIT

  • Agentic Memory

    ArkaAiAdmin
    A
    license
    A
    quality
    B
    maintenance
    MCP server for persistent, cross-session, local-first memory for AI agents, storing memories as Markdown files with SQLite indexing for hybrid search.
    24
    Apache 2.0