Video Frame Reader

Extract keyframes from video, present token cost, then analyze.

Requirements

• ffmpeg (for frame extraction)
• Python 3 + Pillow + numpy

Workflow

1. Capture User Intent

Clearly understand why the user wants the video analyzed:

• Example: "The screen transition behavior looks wrong"
• Example: "I want to check the response after button click"
• Example: "Help me identify performance issues"

This intent becomes important context for the analysis.