---

name: karaoke-captions description: > Generate TikTok/Shorts-style karaoke captions using MLX Whisper, ASS subtitles, and FFmpeg libass. Use when burning word-level highlight captions into a video, matching caption style from a screenshot, rendering ASS karaoke subtitles, or when the user runs /karaoke-captions. user_invocable: true

Karaoke Captions Skill

Generate dynamic, TikTok/Shorts-style karaoke captions with word-level highlight sweeps using ASS subtitles and FFmpeg libass. Supports style matching from a reference screenshot.

Scripts, presets, and references live next to this skill. Run the commands from the skill directory (or pass absolute paths).

Requirements

• macOS with Apple Silicon (MLX Whisper)
• Python 3.10+
• FFmpeg with libass (brew install ffmpeg)

python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt

reference.png --------(match_style_from_image.py)--------> style.json --+
                                                                   +--(gen_ass.py)--> captions.ass --(render.sh)--> output.mp4
input.mp4 ---------------------------------->(extract_words.py)--> words.json --+

---

File Architecture

| File | Purpose | Role | |---|---|---| | input.mp4 | Source video | Input | | reference.png | Style reference image (optional) | Visual Prompt | | words.json | Word-level timestamps [{"word": ..., "start": ..., "end": ...}] | Persistent Raw Data | | style.json | Font, size, highlight color, outline, soft shadow, margin, words per line | Style Config | | captions.ass | ASS subtitle script with two-layer blurred drop shadow and inline color overrides | Generated Intermediate | | output.mp4 | Final video with burned-in subtitles | Output Deliverable |

---

Standard Workflow

Step 1. Extract Word Timestamps

python scripts/extract_words.py \
  input.mp4 words.json \
  --model mlx-community/whisper-large-v3-turbo

(For Chinese videos, add --language zh).

Step 2. Select Style or Auto-match from Reference Image

• From Reference Image:

  python scripts/match_style_from_image.py \
    reference.png style.json --video input.mp4
  

• From Presets:
  • presets/style.json: Default neon green highlight (#00FF00), Arial Black, all-caps, 4 words/line.
  • presets/yellow.json: Yellow highlight (#FFFF00), Arial Black, all-caps.

To adjust appearance manually, see Style Guide.

Step 3. Generate ASS Subtitles

python scripts/gen_ass.py \
  words.json style.json captions.ass --video input.mp4

Step 4. Render Preview & Visual Check

# Preview segment:
scripts/render.sh input.mp4 captions.ass preview.mp4 3 8

# Frame snapshot:
scripts/render.sh frame input.mp4 captions.ass preview_frame.png 4.5

Step 5. Render Final Video

scripts/render.sh input.mp4 captions.ass output.mp4

---

References & Presets

• Style Guide
• Presets:
  • presets/style.json
  • presets/yellow.json
• Scripts:
  • scripts/extract_words.py
  • scripts/match_style_from_image.py
  • scripts/gen_ass.py
  • scripts/render.sh