video-explorer

Analyze video content through hierarchical frame extraction. Start wide, identify interesting regions, zoom in.

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Install skill "video-explorer" with this command: npx skills add cygnusfear/agent-skills/cygnusfear-agent-skills-video-explorer

Video Explorer

Analyze video content through hierarchical frame extraction. Start wide, identify interesting regions, zoom in.

Workflow

  1. Overview First

Extract quick thumbnails to see the video timeline:

./skills/video-explorer/scripts/videx overview <video>

This creates small frames (320px) at 10-second intervals in ./videx-out/<name>/overview/ .

Read all overview frames to understand video structure:

ls ./videx-out/<name>/overview/

Then use the Read tool on the jpg files to see them.

⚠️ Triplet Rule: Never Single-Frame Sample

A single snapshot tells you nothing about change. Overview automatically extracts 3 frames per sample point (t-δ, t, t+δ) so you see motion at each checkpoint. Default δ=0.1s (~3 frames at 30fps) — tight enough to show micro-motion against the long interval between samples.

Triplet files are suffixed _a , _b , _c . Always compare the triplet together.

Configure delta for your needs:

  • --triplet=0.1 (default) — subtle motion, UI transitions

  • --triplet=0.5 — broader change, scene transitions

  • --triplet=1.0 — wide spread, slow-moving content

  1. Identify Regions of Interest

After viewing overview frames, identify timestamps where:

  • Something interesting is happening

  • More detail is needed

  • Action is occurring that requires temporal resolution

  1. Zoom In

For a time range (more frames, higher resolution):

./skills/video-explorer/scripts/videx range <video> <start>-<end>

Example: videx range talk.mp4 5:30-6:00

For higher temporal resolution (catch fast action):

./skills/video-explorer/scripts/videx range <video> <start>-<end> --fps=10

For a single frame at full detail:

./skills/video-explorer/scripts/videx zoom <video> <time>

Example: videx zoom talk.mp4 5:45

  1. Iterate

Repeat zoom operations as needed until the question is answered.

Commands Reference

Command Purpose Output

videx overview <video>

Quick timeline scan 320px triplets @ 10s intervals (±0.1s)

videx overview <video> 5 480

Denser timeline 480px triplets @ 5s intervals

videx overview <video> 10 320 0.5

Wider triplet delta 320px triplets @ 10s, ±0.5s spread

videx range <video> <start>-<end>

Extract segment 1280px frames @ 2fps (no triplets)

videx range <video> <start>-<end> --fps=10

Fast action 1280px frames @ 10fps

videx range <video> <start>-<end> --triplet=0.1

Range with triplets 1280px triplets @ 2fps

videx zoom <video> <time>

Single frame detail 1920px single frame

videx zoom <video> <time> --hd

Maximum detail Full resolution frame

Time Formats

All commands accept these time formats:

  • 1:30 = 1 minute 30 seconds

  • 01:30:00 = 1 hour 30 minutes

  • 90 = 90 seconds

  • 1:30.5 = 1 minute 30.5 seconds

Output Structure

Frames are saved with timestamps in filenames for easy reference:

./videx-out/ └── video-name/ ├── overview/ │ ├── t_00-00-00.00.jpg │ ├── t_00-00-10.00.jpg │ └── ... ├── range_5-30_6-00/ │ ├── t_00-05-30.00.jpg │ └── ... └── zoom/ └── t_00-05-45.00.jpg

Example Session

User asks: "What happens in this lecture video around the 10 minute mark?"

  • Run overview to understand video structure

  • View overview frames, note that slides change around 9:30-11:00

  • Extract that range: videx range lecture.mp4 9:30-11:00

  • View range frames, find the specific slide transition at 10:15

  • Zoom for detail: videx zoom lecture.mp4 10:15

  • Report findings with specific timestamps

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