yt-viral
1st-party AIQ Labs seed library · Research & Analysis
Analyzes YouTube video data to identify top-performing content and strategies within a niche.
Lift—not yet benchmarked
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LicenseAIQ-Labs-Seedmetadata + link-out
What it does
Find what is actually working in the user's niche on YouTube and rank it by how far each video beat its own channel, then name the formula. Use for "what's working right now", "find viral videos in my niche", "why did this blow up", competitor research, or a swipe file.
#youtube analytics#video performance#data ranking#competitor research#trend analysis
Quality judgment
The core methodology (median-multiple ranking) is well-motivated and clearly explained, with good guardrails on data collection and ethics. However, it lacks worked examples of output, details on the 21 formulas reference, error handling, and fuller usage documentation, leaving gaps an agent would have to fill in.
Files (2)
SKILL.md · 1.7 KBswipe.py · 3.5 KB