magic-data-lifecycle

Natural Language Triggers

This skill provides routing knowledge — read it when you need to decide which magic-data-* skills to use and in what order. Useful when:

• "which skill handles this?" / "what order should I process data?"
• "how to approach this data pipeline" / "coordinate multiple steps"
• The task spans multiple data processing steps (load + clean + validate)
• You need to decide which skill handles a specific operation
• The user's request is vague and you need a framework for breaking it down

For the full interactive pipeline workflow with phases, tiers, PAUSE gates, and workspace tracking, see the /magic:lifecycle command instead.

When to Use

• Task involves multiple data processing steps that need coordination
• You need to decide which magic-data-* skill handles a specific operation
• The user's request is vague and spans multiple potential skills
• You want pipeline ordering guidance (what comes after loading? when to validate?)