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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.
      23 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.
      472 npm
      69
      MIT
    • A
      license
      A
      quality
      C
      maintenance
      Embedded memory and retrieval engine for AI agents, providing local-first memory with MCP support for multi-agent access control.
      3
      51 PyPI
      2
      MIT

    TDQS

    A3.7/5.0

    Scored across 14 tools

    Disambiguation4/5

    The core write/read pairs are clearly separated: memory_store vs memory_store_many (one claim vs batch), memory_search vs memory_recent (relevance vs recency), and memory_link vs memory_store (graph edge vs prose). The only mild overlap is memory_status vs memory_selftest, both of which report vault health from different angles, and memory_relations vs memory_search, which target different data stores but could be confused by a hurried agent.

    Naming Consistency4/5

    Every tool uses the memory_ prefix with snake_case, giving a predictable family. Most are verb-based (store, search, link, get, forget, lock, unlock), but a few are noun/adjective forms (memory_relations, memory_status, memory_selftest, memory_recent), a minor deviation from a strict verb_noun pattern.

    Tool Count5/5

    Fourteen tools is well within a reasonable range for a memory vault that includes CRUD, a relation graph, namespace listing, admin/status, and lock controls. Each tool covers a distinct operation and none appear redundant or padded.

    Completeness4/5

    The surface covers memory lifecycle (store, store_many, search, get, forget with supersedes for corrections), full relation graph CRUD (link, relations, unlink), and admin controls (status, selftest, lock, unlock, list_namespaces). Minor gaps exist: no direct update of tags/importance/expiry on an existing record without re-storing via supersedes, and no namespace create/delete beyond listing.

    Maintenance

    ActivityActive
    ResponsivenessLimited data