foreman
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TDQS
Scored across 7 tools
Each tool has a clear, non-overlapping purpose: listing videos, listing alerts, summarizing shifts, listing rejected detections, semantic search, explaining alert evidence, and exposing the taxonomy. There is no ambiguity about which tool to use for a given task.
Most tools follow a verb_noun pattern (list_processed_videos, list_alerts, list_rejected_detections, search_timeline, explain_alert), but shift_summary and hazard_taxonomy break the pattern by leading with a noun. The deviation is minor and the naming remains readable.
Seven tools is well-scoped for a video safety analysis and auditing system. Each tool covers a distinct query or audit function without redundancy, and the count is neither too thin nor too heavy.
The surface covers the core workflows: enumerating videos, querying alerts, auditing rejections, searching footage, and understanding alerts. A minor gap is the lack of a dedicated get_video detail tool, but list_processed_videos provides sufficient access for most use cases.