VTL Image Analysis

Use this skill whenever a user asks to analyze, diagnose, or improve a generated image's composition. Also invoke it proactively after image generation if the user has requested better compositional quality.

When to Use

• User says "analyze this image", "why does this look generic/flat/boring"
• User asks to improve a generated image's composition
• After generating an image with openai-image-gen or similar skills
• User asks why their prompts aren't producing interesting layouts

Step 1 — Measure

Run the probe script on the image: