Beamtrace
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TDQS
Scored across 5 tools
Each tool targets a distinct aspect: overall visibility, topic rollups, prompt-level details, competitor leaderboard, and improvement recommendations. The boundaries are clear and unlikely to cause confusion.
Names follow a clear verb_noun pattern, mostly using list_ for collection-style tools. get_visibility is the only get_ exception, but it is still consistent and readable.
Five tools is well-scoped for an analytics-focused server, covering the primary data views without unnecessary bloat or missing core functionality.
The tool set covers the full read-only analytics journey: high-level snapshot, topic rollups, prompt details, competitor comparison, and actionable improvements. Setup guidance is handled via returned messages, so no obvious gaps remain.