YouTube Channel Deep Analysis

Use this skill for strategic teardown of a user's channel or a competitor channel. The output should distinguish surface observations from repeatable patterns that can shape future videos.

Automation

Use automation to gather and normalize source material before the deep strategy pass:

python ..\_shared\scripts\youtube_growth_automation.py collect-videos --video "https://www.youtube.com/watch?v=VIDEO_ID" --out .\channel-sample.json
python ..\_shared\scripts\youtube_growth_automation.py dataset-summary --input .\channel-sample.json --out .\channel-summary.json

When YOUTUBE_API_KEY is available and the user provides a channel ID:

python ..\_shared\scripts\youtube_growth_automation.py channel-videos --channel-id UCxxxx --max-results 30 --out .\channel-recent.json