Transformation Builder Skill

IMPORTANT: Read This BEFORE Calling the Tool

This skill MUST be invoked and read before you call transformation_builder. It contains critical instructions for identifying the right capability, crafting precise queries, and ordering multi-step transformations that determine whether the tool produces correct results.

Workflow:

1. Agent reads this skill (you are here)
2. Agent identifies the correct capability using the Intent → Capability Mapping below
3. Agent crafts a precise query using the Query Crafting Guide
4. Agent calls transformation_builder with the prepared query
5. Agent handles results or failures following the rules below

When to use (triggers this skill)

• User requests resize, crop, or focus on specific areas
• User wants filters, overlays, or visual effects
• User describes multi-step transformation chains
• User needs background removal (especially with upscaling)
• User wants AI-powered image editing of any kind