Video Full Process

---
name: video-full-process
description: Unified workflow combining video-clean and video-add-chapters with transcript reuse and chapter remapping
allowed-tools: [Read, Write, Bash, Glob]
license: MIT
---

# Video Full Process Skill

Combines **video-clean** and **video-add-chapters** into a single workflow that:
- Transcribes once (saving API costs)
- Removes pauses and filler words
- Detects and embeds chapters
- Remaps chapter timestamps to the cleaned video
- Generates YouTube chapter markers and documentation

## When to Use This Skill

- Processing raw video recordings end-to-end
- Creating polished videos with embedded chapters
- Generating YouTube-ready content with chapter markers
- When you need both pause removal AND chapter organization

## Quick Start

```bash
# Full processing with default settings
python process_video.py "video.mp4" --language ko

# Preview mode (see what will be changed)
python process_video.py "video.mp4" --preview

# Skip chapter embedding (only clean + generate docs)
python process_video.py "video.mp4" --no-embed-chapters
```

## Workflow Overview

```
Input: raw_video.mp4
           │
           ▼
┌─────────────────────────────────────┐
│ 1. Transcribe (once)                │
│    - Uses chunked transcription     │
│    - Handles long videos (15min+)   │
│    - Output: transcript.json        │
└─────────────────────────────────────┘
           │
     ┌─────┴─────┐
     ▼           ▼
┌─────────┐  ┌─────────────┐
│ 2a.     │  │ 2b. Detect  │  ← Parallel
│ Clean   │  │ Chapters    │
└─────────┘  └─────────────┘
     │           │
     ▼           ▼
┌─────────┐  ┌─────────────┐
│ cleaned │  │ chapters.   │
│ .mp4    │  │ json        │
│ + pauses│  │             │
│ .json   │  │             │
└─────────┘  └─────────────┘
           │
           ▼
┌─────────────────────────────────────┐
│ 3. Remap chapters to cleaned video  │
│    - Calculate removed time         │
│    - Adjust chapter timestamps      │
└─────────────────────────────────────┘
           │
           ▼
┌─────────────────────────────────────┐
│ 4. Embed chapters + Generate docs   │
│    - ffmpeg metadata embed          │
│    - YouTube chapters txt           │
│    - Chapter markdown files         │
└─────────────────────────────────────┘
           │
           ▼
Output: cleaned-chapters.mp4 + docs
```

## Output Files

| File | Description |
|------|-------------|
| `{video} - cleaned.mp4` | Video with pauses/fillers removed |
| `{video} - cleaned-chapters.mp4` | Cleaned video with embedded chapters |
| `{video} - pauses.json` | Removed pause data (for remapping) |
| `{video} - chapters.json` | Detected chapter boundaries |
| `{video} - chapters_remapped.json` | Chapters adjusted for cleaned video |
| `{video} - youtube_chapters.txt` | Copy-paste for YouTube description |
| `Chapter NN - Title.md` | Per-chapter documentation |

## Requirements

### System
- Python 3.7+
- FFmpeg (for video processing)

### Python Packages
```bash
pip install openai
```

### Environment Variables
- `OPENAI_API_KEY` - Required for Whisper API

## Detailed Usage

### Full Processing

```bash
python process_video.py "presentation.mp4" --language ko
```

This runs:
1. Transcription (if not exists)
2. Chapter detection
3. Pause removal
4. Chapter remapping
5. Chapter embedding
6. Documentation generation

### Partial Processing

```bash
# Skip transcription (reuse existing)
python process_video.py "video.mp4" --skip-transcribe

# Skip cleaning (only add chapters)
python process_video.py "video.mp4" --skip-clean

# Skip chapter embedding (only clean + generate docs)
python process_video.py "video.mp4" --no-embed-chapters
```

### Customization

```bash
# Adjust pause threshold
python process_video.py "video.mp4" --pause-threshold 0.8

# Custom output directory
python process_video.py "video.mp4" --output-dir "./output"
```

## Chapter Remapping Logic

When pauses are removed, chapter timestamps must be adjusted:

```
Original Video:
|--Ch1--|--pause--|--Ch2--|--pause--|--Ch3--|
0       30        40      60        70      90

Cleaned Video (pauses removed):
|--Ch1--|--Ch2--|--Ch3--|
0       30      50      70

Remapping:
- Ch1: 0 → 0 (no change)
- Ch2: 40 → 30 (10s pause removed before)
- Ch3: 70 → 50 (20s total pauses removed before)
```

The `remap_chapters.py` script handles this automatically using the pause data from video cleaning.

## Integration with Existing Skills

This skill orchestrates two existing skills:

### video-clean (.claude/skills/video-cleaning/)
- Provides: `transcribe_video.py`, `edit_video_remove_pauses.py`
- Modified: Added `--output-pauses` flag

### video-add-chapters (_Settings_/Skills/video-add-chapters/)
- Provides: `transcribe_video.py`, `suggest_chapters.py`, `generate_docs.py`
- Modified: Added `--skip-if-exists` flag

## Cost Estimate

- **Single transcription**: ~$0.006/min (vs $0.012/min if running separately)
- **1-hour video**: ~$0.36 (saves $0.36 by reusing transcript)

## Troubleshooting

### "Transcript not found" Error
Run transcription first or use `--force-transcribe`:
```bash
python process_video.py "video.mp4" --force-transcribe
```

### "Chapter timestamps don't match"
Regenerate remapped chapters:
```bash
python remap_chapters.py "video - chapters.json" --pauses "video - pauses.json"
```

### FFmpeg embed fails
Check that chapters.json format is correct:
```json
{
  "chapters": [
    {"start": 0, "title": "Intro", "description": "..."},
    {"start": 120, "title": "Main", "description": "..."}
  ]
}
```

## File Structure

```
video-full-process/
├── SKILL.md              # This documentation
├── process_video.py      # Main orchestrator script
└── remap_chapters.py     # Chapter timestamp remapping
```

## Version History

- **v1.0** (2026-01): Initial release
  - Unified workflow for video-clean + video-add-chapters
  - Transcript reuse (single API call)
  - Automatic chapter remapping
  - FFmpeg chapter embedding