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Scored across 8 tools
Each tool targets a distinct stage or resource: channel polling, transcript retrieval, judging guidance, verdict persistence, daily digest, and idea-board CRUD. Although judge_video includes transcript context, its purpose is clearly separated from get_transcript by the judging rules and output format.
Most tools follow a predictable verb_noun or verb_object pattern: check_channels, get_transcript, judge_video, save_verdict, list_ideas, add_idea, kill_idea. todays_digest is the main deviation, but the set remains easy to read and understand.
Eight tools is well scoped for a YouTube monitoring, judging, and idea-tracking workflow. Each tool covers a meaningful operation without apparent redundancy.
The surface covers the core lifecycle: discover videos, fetch transcripts, judge, save verdicts, review digests, and manage ideas. Minor gaps exist around channel configuration or verdict revision, but agents can likely work around them through the file-backed channels.txt and repeated saves.