youtube-analytics

Use when the user wants the closed-loop performance of an OpusClip clip batch across all the platforms it was posted to — "clip results", "how did the clips do", "cross-platform clip performance", "closed loop on the clips", "did the clips work". Pulls per-platform metrics natively (no API exists) and renders one consolidated report.

Use when the user wants to A/B test a YouTube video's title or thumbnail using YouTube Studio's native Test and Compare feature. Generates 3 candidate titles from the transcript and drives Studio via Claude-in-Chrome to set up the test. Triggers on "ab test", "a/b test", "test titles", "test thumbnail", "test and compare", "split test", "best title for this".

Use when user asks about YouTube analytics, revenue, subscribers, watch time, retention, video performance, title/tag analysis, duplicate detection, data-quality checks, or wants to fetch/view/export channel data. Also triggers on cohort grouping/tagging, hypothesis tracking, weekly/closed-loop reviews, and per-cohort performance. Triggers on "check analytics", "fetch latest", "youtube stats", "how are my videos doing", "best titles", "recent performance", "compare to last run", "since last fetch", "weekly review", "closed loop", "how is the X cohort doing", "what did we predict last week", "grade hypotheses", "cohort report", "insights pending".

Use when the user wants to set up monitoring for a freshly published YouTube video on the Enterprise Vibe Code channel. Tags the video into a cohort, writes a launch hypothesis to the insights ledger, and installs the daily launch-watch LaunchAgent. Triggers on "launch", "track this video", "monitor this drop", "watch the new one", "kick off launch monitoring".

Use when user wants a Discord invite (or other lead-magnet) URL with UTM parameters auto-filled from the latest live stream — "discord link", "discord invite", "give me the stream link", "UTM link for stream", "newsletter link for this stream".