YOUTUBE EVIDENCE ENGINE · PORTABLE
Find topics worth filming.
Recent competitor outliers in. Defensible topics out. A topic crosses the line only at 90/100.
Download one HTML file for your computer or Cloudflare Pages. Use Direct, a local companion, or a Cloudflare Worker that keeps the API key off the page.
2-MINUTE SETUP
- 1
In Google Cloud Console, create or select a project.
- 2
Enable YouTube Data API v3 under APIs & Services.
- 3
Create an API key and restrict it to YouTube Data API v3. Add your website domain as an HTTP-referrer restriction only for Direct mode; Worker mode stores the key as a server-side secret.
Default: 10,000 units. Change this if Google approved an extended daily quota. This portable counter lasts only while the tab stays open.
Five signals. One visible equation.
Recent views ÷ the channel’s recent median. Cross-channel repetition and Low/Mid breakout channels add bounded evidence bonuses.
Views per day normalized by subscriber count, then compared with the scanned niche baseline.
Likes plus comments divided by views, scored against the niche median.
Recent views/day on matching videos across independent channels, normalized against the scanned niche baseline.
Rewards title clusters covered by fewer scanned competitors.