Video Analyst · Demo video

Watch a video, emit a reusable TEMPLATE — not a summary. Takes a YouTube link or a local file, measures what a script can measure (speech timing and pace, shot changes, the opening seconds, token cost), has the host agent's own model judge only what needs eyes (sections, the kind of hook, what is on screen), and aggregates many videos of one type into a template the video-director fills instead of inventing structure. Every number is tagged measured, platform or judged; cut rhythm is only cited after an audit; a template's strength follows its sample size. Five gates print PASS/FAIL with numbers. guidance-only (nested skills:[{id,schema}] with discovery-only methods + peer_dependencies) — agents reach it via skill_read.