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

  • 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
    10
    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

  • 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

  • M3 Memory

    skynetcmd
    A
    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

  • Memory MCP

    dannymaaz
    A
    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

  • agent-memory

    khaled1174
    A
    license
    -
    quality
    D
    maintenance
    MCP server providing persistent memory management for AI agents using SQLite and FTS5, enabling storage, full-text search, and recall of memories with namespace isolation.
    1
    MIT

  • Memory-Plus

    Yuchen20
    A
    license
    -
    quality
    D
    maintenance
    A lightweight, local RAG memory store for MCP agents that enables recording, retrieval, updating, and visualization of persistent memories across runs.
    56
    Apache 2.0