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"Understanding how memory is stored or memory storage methods" matching MCP servers:

  • repo-memory

    yubinkim444
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    license
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    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
    Last updated
    5
    1
    MIT

  • verifiable-memory

    Mars-proj
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    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.
    Last updated
    13
    1
    MIT

  • AgentKits Memory

    aitytech
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    license
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    quality
    C
    maintenance
    A local, persistent memory system for AI coding assistants that stores decisions, patterns, and session context via MCP tools. It enables cross-session memory management using SQLite and optional vector search without external dependencies or cloud storage.
    Last updated
    59
    64
    MIT

  • Flux Memory

    harsh5i
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    license
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    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.
    Last updated
    4
    MIT

  • thrift-memory

    YohadH
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    Provides MCP tools for cost-optimized memory management in AI agent teams, enabling cheap memory storage, token-budgeted recall with savings receipts, and a local dashboard for monitoring savings.
    Last updated
    72
    4
    Apache 2.0

  • Agent Memory

    tverney
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    MCP server that exposes agent-memory-daemon to any MCP-compatible client — Kiro (CLI & IDE), Claude Desktop, Cursor, and others. The daemon does the thinking (consolidation + extraction); this server is a thin filesystem bridge so agents can read, append, and search memory through the Model Context Protocol.
    Last updated
    4
    34
    4
    MIT

  • server-memory

    MK-986123
    F
    license
    A
    quality
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    maintenance
    A local-first MCP server for durable agent memory using SQLite and FTS5, enabling knowledge graph storage, search, and recall for AI agents.
    Last updated
    20
    1
  • SAE4U Memory by Simple4uhq

    SAE4U Memoryofficial

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

  • lean-memory

    Wuesteon
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    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.
    Last updated
    16
    3
    47
    Apache 2.0

  • mcp-memory

    oneKn8
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    license
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    quality
    D
    maintenance
    Provides persistent memory with semantic search for MCP-based AI agents, enabling them to store and recall information across sessions using vector embeddings.
    Last updated
    4
    1
    MIT