ClickTrail MCP
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TDQS
Scored across 20 tools
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.
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.
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.
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.