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ats serve

by LanGuo
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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

    A3.5/5.0

    Scored across 3 tools

    Disambiguation4/5

    recall and chunk_search both perform hybrid search over agent session history, but they target distinct granularities (extracted memories vs raw conversation chunks). graph_walk is clearly separate. The overlap is manageable given descriptions, but an agent could still confuse the two search tools without careful reading.

    Naming Consistency3/5

    All names are snake_case, but 'recall' is a bare verb while 'chunk_search' and 'graph_walk' follow a noun_verb pattern. This mixed verb style is readable but not fully consistent.

    Tool Count4/5

    Three tools is a focused set for a memory retrieval service, and each tool has a clear role. However, it sits at the lower boundary of typical well-scoped sets and could benefit from one or two more retrieval utilities.

    Completeness3/5

    The surface covers search over memories and chunks plus graph expansion, but lacks a direct get-by-ID operation (problematic since graph_walk needs a seed memory ID) and session/workspace listing. These are notable gaps for a memory service, though core search workflows are covered.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources