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YT Engagement Verdict

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YT Engagement Verdict

yt-engagement-verdict

Analyzes YouTube video engagement (views, likes, dislikes, comments) and renders a statistically-grounded authenticity verdict below the view count.

Homepage
Firefox Add-ons
Version
1.2.9
Version published
Created

Tired of not knowing if a video is genuinely popular or just gamed? YT Engagement Verdict scores every YouTube video you watch and renders a verdict right below the view count.

The four verdicts:

  • 🤖 View Botted — engagement is suspiciously low for the view count
  • 💩 Hot Garbage — people watched but didn't engage or actively disliked it
  • 👍 Solid Video — healthy engagement consistent with genuine viewership
  • 🔥 Legit on Fire — exceptional across all signals

Scoring uses log-normalized engagement decay tiers based on published academic research. A flat percentage threshold doesn't work because engagement naturally drops as view counts grow — this extension accounts for that.

Selectors auto-update from GitHub (same pattern as uBlock Origin's filter lists), so when YouTube changes its DOM the extension stays working without a reinstall.

No accounts required. No data collected by default. Optional anonymous engagement data sharing available to help improve scoring accuracy — you choose in the extension popup.

Categories

privacy-security
photos-music-videos

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Package last updated on 25 Aug 2026

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