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Vehicle Intelligence MCP Server

by sovorn-c
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Python
Hybrid

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    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

    A3.7/5.0

    Scored across 6 tools

    Disambiguation4/5

    Each tool has a distinct role: browsing, current lookup, revision history, exact revision, raw observation, and field explanation. The closest pair is lookup_vehicle and get_vehicle_revision, but their current-vs-immutable distinction is clear from descriptions.

    Naming Consistency4/5

    Names follow a mostly consistent verb_noun snake_case pattern with list_* for collections and get_* for individual records. lookup_vehicle breaks the get_* convention slightly, but it is still readable and predictable.

    Tool Count5/5

    Six tools is well within the ideal range and each tool addresses a distinct part of vehicle intelligence. The set feels neither thin nor bloated.

    Completeness4/5

    The read-only workflow is well covered: discover vehicles, retrieve current and historical canonical states, fetch raw evidence, and explain field outcomes. A minor gap is the lack of a way to enumerate source observations for a vehicle directly rather than by known observation ID.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources