YT Engagement Verdict
Overview
Analyzes YouTube engagement (views, likes, dislikes, comments) and shows a data-driven authenticity verdict below the view count.
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.
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Details
- Version1.2.3
- UpdatedAugust 16, 2026
- Offered byShadowforge Heavy Industries
- Size31.17KiB
- LanguagesEnglish (United States)
- Developer
Email
denali42@proton.me - Non-traderThis developer has not identified itself as a trader. For consumers in the European Union, please note that consumer rights do not apply to contracts between you and this developer.
Privacy
This developer declares that your data is
- Not being sold to third parties, outside of the approved use cases
- Not being used or transferred for purposes that are unrelated to the item's core functionality
- Not being used or transferred to determine creditworthiness or for lending purposes
Support
For help with questions, suggestions, or problems, visit the developer's support site