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"Understanding Memory or Memory-Related Topics" matching MCP servers:

  • lean-memory

    Wuesteon
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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
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    quality
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    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

  • repo-memory

    yubinkim444
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    quality
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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
    5
    1
    MIT

  • memory-mcp

    jmars
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    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

  • memory-bridge

    LewenW
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    quality
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    Cross-project memory sharing for Claude Code and Cowork. Stop teaching Claude the same thing twice.
    6
    6
    MIT

  • fuga-memory

    densuke
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    license
    A
    quality
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    maintenance
    An MCP server providing long-term memory for LLMs via hybrid search (FTS5 + vector) stored in SQLite, with time-decay scoring and support for multiple AI assistants.
    4
    2
    MIT

  • marm-memory

    Lyellr88
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    maintenance
    MARM MCP provides persistent memory and structured session context beneath any AI tool, so your agents learn, remember, and collaborate across all your workflows.
    14
    334
    Apache 2.0

  • server-memory

    MK-986123
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    license
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    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.
    20
    1
    MIT

  • Memory-Facade

    morozsm
    F
    license
    A
    quality
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    maintenance
    A stateless MCP server that gives coding agents a curated entry point to shared memory, orchestrating Hindsight (facts) and LightRAG (corpora) for automatic routing, URL ingestion, and consistency tooling.
    6

  • 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

  • mcp-memory

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

  • mcp-memory

    Yarlan1503
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    license
    A
    quality
    F
    maintenance
    A drop-in replacement for Anthropic's memory server that utilizes SQLite to ensure data integrity and concurrent access. It enhances the original functionality with semantic search capabilities using vector embeddings and ONNX models.
    11
    1
    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

  • Codex Memory

    zhangtian-123
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    license
    B
    quality
    C
    maintenance
    Local Markdown-backed memory tools for Codex and other MCP-capable agents. Exposes durable agent knowledge via CLI and MCP server.
    5
    MIT

  • M3 Memory

    skynetcmd
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    license
    B
    quality
    C
    maintenance
    Local-first persistent memory layer for MCP agents with hybrid search, file ingestion, and GDPR compliance.
    20
    21
    Apache 2.0

  • universal-memory

    YanAmorelli
    A
    license
    C
    quality
    A
    maintenance
    A vendor-agnostic cognitive persistence layer for AI agents. Eliminate the "repetition tax" by transporting your context, preferences, and history across sessions. Features an auto-adaptation engine that syncs global instructions to ensure operational cohesion and optimize token usage across any LLM or multi-agent workflow.
    16
    37
    6
    Apache 2.0

  • Memory MCP

    dannymaaz
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    license
    C
    quality
    A
    maintenance
    Persistent project memory for AI models and coding agents. Memory MCP stores architecture, decisions, tasks, warnings, preferences, and session state in Supabase so OpenCode, Claude Code CLI, Qwen Code, Codex, or any MCP-compatible client can resume work without losing context.
    22
    1
    MIT

  • 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