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AI
CreatorLens AI (Video Analiz)
A zero-API-cost content-intelligence and production studio for YouTube Shorts/Instagram Reels, scoring virality, neuro-marketing hooks and pacing using yt-dlp plus Gemini's free tier.
Problem
Helps creators predict which video format will perform well and generates a shot-by-shot production script from the analysis.
Highlights
- Multi-dimensional scoring: virality index, hook strength, WPM pacing, emotional arc, loop-ability
- STEPPS neuro-marketing framework applied to transcripts
- Generates a 3-column shooting script (timecode / b-roll / voiceover / on-screen text)
- Dark-themed interactive dashboard with retention and category charts
Architecture and notes
Content is fetched with yt-dlp and analysed with Gemini's free tier, so no paid API key is needed. Each video is scored on several dimensions, its transcript is read through the STEPPS framework, and the result is turned into a three-column shooting script. Data is kept in SQLite, charts are drawn with Chart.js, and the app runs in Docker.