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Repurpose Videos into Reels

Automatic reel extractor with smart framing, subtitles & speaker focus

Visit Websitewaqarniyazi/reels-repurpose
Repurpose Videos into Reels

From a long‑form YouTube video to tightly edited, portrait‑ready reels – fully automated.

Pipeline:

  1. URL ingestion → transcript + temporal semantic clustering (Llama 3.1).
  2. Local (browser / edge) download via ytdl-core + FFmpeg segment handling.
  3. WhisperX forced alignment refines speech boundaries → high precision candidate segments.
  4. Meta SAM v2 performs frame object segmentation & adaptive cropping so speaker stays centered in portrait.
  5. Subtitle enhancement layer adds pacing, emphasis punctuation & selective emojis.
  6. Final burn‑in & aspect conversion via FFmpeg.

Result: share‑ready vertical clips with minimal manual editing.