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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

    A4/5.0

    Scored across 4 tools

    Disambiguation4/5

    Each tool has a fairly distinct purpose: single-site audit, multi-site comparison, llms.txt validation, and local content gates. However, compare_sites is essentially a multi-site extension of audit_site, and check_llms_txt overlaps with the AEO/GEO portion of audit_site, so an agent could occasionally waver between them despite the clarifying descriptions.

    Naming Consistency5/5

    All four tools follow a clean verb_noun snake_case pattern: compare_sites, audit_site, check_llms_txt, run_gates. The convention is predictable throughout with no style mixing.

    Tool Count4/5

    Four tools is a reasonable, well-scoped count for a site-measurement server, and each earns its place. It leans slightly thin, since there is no tool for remediation or reporting beyond the core diagnostics.

    Completeness4/5

    The surface covers the core diagnostic lifecycle: single-site audit, competitor comparison, a specific llms.txt check, and local corpus gates. Minor gaps remain—no historical tracking, export/reporting, or standalone robots/schema checks—but agents can work around these for the stated purpose.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources