Video Scene Analyzer

Video Scene Analyzer

Detect scene boundaries in video files and generate structured JSON with content summaries, production tags, and a visual asset library per scene.

Prerequisites

Requires ffmpeg and ffprobe. Verify:

ffmpeg -version && ffprobe -version

If missing, inform the user and stop.

This skill bundles its own videx script at scripts/videx (relative to SKILL.md). Resolve the full path:

VIDEX="$(dirname "$(realpath "<path-to-SKILL.md>")")/scripts/videx"

Workflow Overview

Two-pass process:

1. Pass 1 -- Overview: Extract low-res frames, read them all, identify scene boundaries
2. Pass 2 -- Deep-dive: Extract high-res frames per scene, generate detailed metadata
3. Output: Write analysis.json + conversation summary

Pass 1: Overview Scan

Step 1: Get video metadata

ffprobe -v error -show_entries format=duration,size -show_entries stream=codec_name,width,height,r_frame_rate -of default=noprint_wrappers=1 <video>

Record duration, resolution, fps for the output JSON.

Step 2: Extract overview frames

Choose interval based on duration:

Use triplet=0.5 (wider spread) to make transitions visible.

Step 3: Read all overview frames

Read every _b (center) frame chronologically using the Read tool. Read in batches of 20-30 if many frames.

For timestamps where the _b frame looks like a transition (blur, blend, fade), also read the _a and _c frames.

Step 4: Detect scene boundaries

Compare consecutive _b frames. A scene boundary exists when:

• Hard cut: Completely different content between consecutive frames
• Dissolve/fade: Frame shows blending or fade to/from black/white
• Major change: Same subject but clearly different setting, angle, or composition

Heuristic: when uncertain, prefer splitting. Users can merge; they cannot split what was missed.

Record for each boundary:

• Approximate timestamp (midpoint between the two sample points)
• Transition type (cut, dissolve, fade-to-black, fade-from-black, fade-to-white, fade-from-white, wipe)

The first frame always starts Scene 1. The last sample point ends the final scene (use video duration).

Step 5: Report scene list

Show the user a scene list before proceeding:

Scene 1: 0:00 - 0:04 (cut)
Scene 2: 0:04 - 0:07 (dissolve)
...

Ask if they want to adjust boundaries or proceed.

Pass 2: Scene Deep-Dive

Step 6: Extract scene frames

For each scene, extract at 1280px:

$VIDEX range <video> <start>-<end> --triplet=0.2

Short scenes (< 2s): add --fps=5 Long scenes (> 30s): default 2fps is fine.

Step 7: Analyze each scene

Read all extracted frames for the scene. Determine:

Content summary: 2-4 sentences. Subjects, actions, setting, props, visible text.

Production tags:

Text overlay:

• placement: none, lower-third, centered, top, full-screen, watermark
• content: actual text visible, or null

Transitions:

• in: how scene begins (none for first scene)
• out: how scene ends (none for last scene)

If a tag changes mid-scene, use the dominant value and note the change in notes.

Step 7b: Build asset library

While analyzing scenes, catalog every distinct visual asset across the entire video. For each asset, record:

Guidelines:

• Characters with costume changes get separate entries (e.g., student-summer, student-winter)
• Same icon in multiple scenes = one entry with all scene numbers
• Only list distinctive backgrounds (skip generic white/black)
• label should be concise but include enough detail to identify the asset (color, pose, size, distinguishing features)

See references/schema.md for the full type reference and examples.

Step 8: Write analysis.json

Assemble the complete JSON per the schema in references/schema.md.

Write to: ./videx-out/<video-name>/analysis.json

Step 9: Conversation summary

After writing JSON, provide:

1. Total scenes and video duration
2. One-line summary per scene with timestamps
3. Asset library summary (total count, type breakdown)
4. Notable production patterns across the video

Edge Cases

• < 10 seconds: Use 1-second interval. Single scene is valid.
• > 1 hour: Use 10-second intervals. Read overview frames in batches.
• Static content (slideshow/screencast): Slide changes = scene boundaries. Note camera_movement: static.
• Ambiguous boundaries: Prefer splitting over merging.

Output Location

./videx-out/<video-name>/
├── overview/          (Pass 1)
├── range_*/           (Pass 2)
└── analysis.json      (final output)