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ClickTrail 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

    C2.7/5.0

    Scored across 20 tools

    Disambiguation2/5

    Multiple tools overlap in diagnostic and validation purposes: validate_attribution_pipeline, diagnose_missing_click_ids, calculate_click_id_coverage, detect_attribution_gaps, and attribution_health all assess attribution health from slightly different angles, making selection ambiguous. The three send_* tools also differ only by payload type, adding further confusion.

    Naming Consistency4/5

    Nearly all tools follow a consistent verb_noun snake_case pattern (capture_, generate_, send_, verify_, etc.), which aids predictability. The lone exception is 'attribution_health', which breaks the pattern with a noun_noun construction, causing a minor inconsistency.

    Tool Count3/5

    With 20 tools, the server sits in the heavy range (16-25). The domain is broad, but many diagnostic and sending tools could be merged into fewer general-purpose tools without losing capability, making the count feel somewhat excessive.

    Completeness4/5

    The tool set covers the core attribution lifecycle: schema, integration generation, capture verification, conversion payload construction, delivery verification, diagnosis, and reconciliation. Minor gaps like a generic integration generator or direct conversion mutation exist but are workable for most agent workflows.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources