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mcp-automem

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    • Long-Term Memory

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    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    A4.4/5.0

    Scored across 6 tools

    Disambiguation5/5

    Each tool targets a clearly distinct operation: store, recall, associate, update, delete, and health-check. Even though recall_memory has multiple modes, the mode selection is explicit and non-overlapping with other tools.

    Naming Consistency4/5

    The core tools follow a consistent verb_noun pattern: store_memory, recall_memory, update_memory, delete_memory. Minor deviations are associate_memories (plural) and check_database_health (different object noun), but the convention remains predictable and readable.

    Tool Count5/5

    Six tools is well-scoped for a memory server: basic CRUD, relationship management, and health checking. Each tool serves a distinct purpose and none feel redundant or excessive.

    Completeness5/5

    The tool surface covers the full memory lifecycle: store, recall, update, delete, and graph association. Recalled enumeration and bulk delete modes also cover maintenance/audit workflows, leaving no obvious dead ends.

    Maintenance

    ActivityMaintained
    ResponsivenessWithin a week

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