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jaimenbell

vllm-ops-mcp

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    TDQS

    A4.4/5.0

    Scored across 6 tools

    Disambiguation4/5

    Tools target distinct resources (health, models, GPU, service, config) and actions. The only potential overlap is between check_health(deep=true) and test_completion, but their purposes are clearly differentiated as health probe vs. user-driven test.

    Naming Consistency5/5

    All tool names follow a consistent snake_case verb_noun pattern: check_health, list_models, test_completion, get_gpu_status, get_service_status, get_serve_config. No mixed conventions or vague verbs.

    Tool Count5/5

    Six tools is well-scoped for a vLLM operations server. Each tool covers a distinct operational need without redundancy or bloat, fitting comfortably in the ideal 3-15 range.

    Completeness4/5

    The tool set covers core read-only monitoring (health, models, GPU, service, config) and testing. Minor gaps include lack of service control (start/stop/restart) and log retrieval, but these are likely intentional given the read-only nature of the service status tool.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues