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    Related Servers

    • A
      license
      Not graded
      quality
      D
      maintenance
      Engram MCP provides persistent, cross-session memory for AI agents by automatically encoding errors, decisions, and discoveries during development sessions. It enables local, intelligent recall and automated context management to help AI learn from experience and avoid recurring mistakes.
      6 npm
      Business Source 1.1
    • A
      license
      Not graded
      quality
      B
      maintenance
      Zero-knowledge, self-hostable MCP server providing encrypted durable memory for AI agents, with tools to save, recall, search, list, and delete memories.
      58
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    • A
      license
      A
      quality
      A
      maintenance
      Embedded memory and retrieval engine for AI agents, providing local-first memory with MCP support for multi-agent access control.
      3
      22 PyPI
      2
      MIT

    TDQS

    A4.1/5.0

    Scored across 14 tools

    Disambiguation4/5

    Most tools are clearly distinct (status, selftest, lock, unlock, get, store, search, recent, namespaces, link, relations, unlink), but memory_store and memory_store_many overlap in purpose (single vs. batch), and memory_forget vs. memory_unlink could be confused by name alone (deleting a memory vs. removing a relation).

    Naming Consistency4/5

    The memory_* prefix is consistent and most tools follow verb_noun (memory_get, memory_store, memory_search, memory_forget, memory_unlock, memory_link, memory_unlink). Minor deviations: memory_status, memory_selftest, memory_recent, memory_list_namespaces are noun/adjective-first rather than verb-first, but the pattern is still readable.

    Tool Count5/5

    14 tools is well within the ideal range for a memory vault server. Each tool covers a distinct operation: lifecycle (store/get/forget), search/recent, graph (link/relations/unlink), vault management (lock/unlock/status/selftest), and namespaces. No tool feels redundant or extraneous.

    Completeness5/5

    The surface covers the full memory lifecycle: store (single and batch), retrieve by id, search, list recent, forget with shred, plus graph relations (create/query/delete), namespace management, and vault lock/unlock/status/selftest. The only minor gap is no explicit update tool, but supersedes in memory_store covers corrections, so no dead ends.

    Maintenance

    ActivityActive
    ResponsivenessWithin a week