Skill: Analyze Video

Add visual descriptions to audio transcripts by extracting JPG frames with ffmpeg and analyzing them. Never read video files directly - extract frames first.

Prerequisites

Videos must have audio transcripts. Run transcribe-audio skill first if needed.

Workflow

1. Copy & Clean Audio Transcript

Don't read the audio transcript, just copy it and then prepare it by using the prepare_visual_script.rb file. This removes word-level timing data and prettifies the JSON for easier editing:

cp libraries/[library]/transcripts/video.json libraries/[library]/transcripts/visual_video.json ruby .claude/skills/analyze-video/prepare_visual_script.rb libraries/[library]/transcripts/visual_video.json

2. Extract Frames (Binary Search)

Create frame directory: mkdir -p tmp/frames/[video_name]

Videos ≤30s: Extract one frame at 2s Videos >30s: Extract start (2s), middle (duration/2), end (duration-2s)

ffmpeg -ss 00:00:02 -i video.mov -vframes 1 -vf "scale=1280:-1" tmp/frames/[video_name]/start.jpg

Subdivide when: Footage start, middle and end have different subjects, setting or angle changes Stop when: The footage no longer seems to be changing or only has minor changes Never sample more frequently than once per 30 seconds

3. Add Visual Descriptions

Read the visual video json file that you created earlier.

Read the JPG frames from tmp/frames/[video_name]/ using Read tool, then Edit visual_video.json :

Do these incrementally. You don't need to create a program or script to do this, just incrementally edit the json whenever you read new frames.

Dialogue segments - add visual field:

{ "start": 2.917, "end": 7.586, "text": "Hey, good afternoon everybody.", "visual": "Man in red shirt speaking to camera in medium shot. Home office with bookshelf. Natural lighting.", "words": [...] }

B-roll segments - insert new entries:

{ "start": 35.474, "end": 56.162, "text": "", "visual": "Green bicycle parked in front of building. Urban street with trees.", "b_roll": true, "words": [] }

Guidelines:

• Descriptions should be 3 sentences max.

• First segment: detailed (subject, setting, shot type, lighting, camera style)

• Continuing shots: brief if similar, otherwise can be up to 3 sentences if drastically different.

4. Cleanup & Return

rm -rf tmp/frames/[video_name]

Return structured response:

✓ [video_filename.mov] analyzed successfully Visual transcript: libraries/[library]/transcripts/visual_video.json Video path: /full/path/to/video_filename.mov

DO NOT update library.yaml - parent agent handles this to avoid race conditions in parallel execution.