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Ansys Research Runner MCP

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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

    B3.3/5.0

    Scored across 10 tools

    Disambiguation5/5

    Each tool maps to a distinct stage of the research-run lifecycle: environment check, geometry inspection, region resolution, validation, planning, execution, status, cancellation, summary, and artifact listing. Even adjacent tools like validate_run and plan_run are separated by validation versus immutable CAE-IR compilation.

    Naming Consistency4/5

    Tool names overwhelmingly follow a clear imperative snake_case verb_noun pattern (inspect_model, start_run, cancel_run, list_run_artifacts). The lone exception is doctor, a single-word diagnostic command that is conventional but breaks the pattern.

    Tool Count5/5

    Ten tools is well-scoped for the pipeline: four pre-execution/setup tools, three run-control tools, and three result/artifact tools. No tool feels redundant or out of place.

    Completeness5/5

    The set covers the full lifecycle from environment/model inspection through recipe validation and planning, run execution/status/cancellation, and post-run summary/artifact discovery. It deliberately avoids field-array transfer and recipe editing, which are likely outside the runner's scope.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

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