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YT Engagement Verdict

ExtensionPrivacy & Security
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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.

Details

  • Version
    1.2.3
  • Updated
    August 16, 2026
  • Offered by
    Shadowforge Heavy Industries
  • Size
    31.17KiB
  • Languages
    English (United States)
  • Developer
    Email
    denali42@proton.me
  • Non-trader
    This 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

Manage extensions and learn how they're being used in your organization
The developer has disclosed that it will not collect or use your data. To learn more, see the developer’s privacy policy.

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

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