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

  • codex-substrate-memory by Substrate-memory

    codex-substrate-memoryofficial

    Substrate-memory
    A
    license
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    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

  • repository-memory

    LeslieWylie
    A
    license
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    quality
    B
    maintenance
    MCP server that provides a citation-first memory layer for AI agents, enabling verified search across Git-backed repositories and optional conversation memory. It exposes tools for doctor, sync, search, get, init, and ingest, returning JSON results with verified citations or abstain status.
    MIT

  • pce-memory

    CAPHTECH
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    license
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    quality
    C
    maintenance
    MCP server for context-aware memory and retrieval with hybrid search, dual-phase memory, and boundary-first security.
    3
    MIT

  • Memory MCP

    kassol
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    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

  • Nexus Memory

    Neboy72
    A
    license
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    quality
    A
    maintenance
    Nexus Memory gives every MCP-compatible agent one persistent, self-hosted shared memory with hybrid retrieval, drift detection, and anti-poisoning features.
    2
    MIT

  • memory-mcp

    brianchilders
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    license
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    quality
    C
    maintenance
    Multi-tier memory system for AI assistants, integrating semantic, episodic, time-series, and spatial memory with pattern detection and MCP tools.
    3
    MIT

  • lean-memory

    Wuesteon
    A
    license
    A
    quality
    A
    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

  • Graph-Memory

    stevepridemore
    A
    license
    A
    quality
    C
    maintenance
    Self-hosted personal knowledge graph for Claude that persists across sessions, devices, and tools. Built on Neo4j with local semantic embeddings; OAuth 2.1 lets Claude Code, Claude Desktop, and claude.ai web all hit the same graph.
    23
    41
    2
    MIT
  • Ragionex Memory MCP by ragionex

    Ragionex Memory MCPofficial

    ragionex
    A
    license
    A
    quality
    B
    maintenance
    Dynamic semantic memory for AI assistants that persists across sessions and clients, enabling natural language recall and project-scoped isolation.
    10
    23
    1
    MIT

  • 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

  • fuga-memory

    densuke
    A
    license
    A
    quality
    D
    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

  • tdai-memory-mcp

    tinhien11
    A
    license
    A
    quality
    F
    maintenance
    Local-first MCP memory server that gives AI coding agents long-term memory via SQLite and sqlite-vec, with optional LLM-powered layering. No gateway or API key required.
    7
    0
    4
    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

  • Memory-Facade

    morozsm
    F
    license
    A
    quality
    A
    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