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fayazhussain2821

AI Race Engineer

by fayazhussain2821
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Python
Remote

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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

    B3.4/5.0

    Scored across 4 tools

    Disambiguation4/5

    The tools are largely distinct: session loading, stint data, degradation modeling, and multi-driver comparison. The only potential overlap is between get_degradation and compare_drivers, but the single-vs-multi-driver distinction is clear from descriptions.

    Naming Consistency4/5

    Three tools follow the 'get_' verb-noun pattern, while compare_drivers uses a different verb without 'get'. This is a minor deviation, but the names remain predictable and readable overall.

    Tool Count4/5

    With 4 tools, the server is well-scoped for its tyre-focused purpose. It covers the essential workflow without bloat, though it is on the smaller side, leaving room for additional specialized tools.

    Completeness4/5

    The server covers the full tyre degradation analysis lifecycle: session loading, stint retrieval, degradation fitting, and cross-driver comparison. Minor gaps like raw lap times or session context tools exist, but they are not critical for the stated purpose.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources