magic-data-validation

Natural Language Triggers

Activate this skill when the user says things like:

• "validate this data" / "check the schema"
• "verify data quality" / "run sanity checks"
• "check constraints" / "enforce the schema"
• "are there any data issues left?"
• "check for pitfalls" / "detect sentinels" / "verify schema" / "is this data ready for modeling" / "content quality check"

These produce the SAME behavior as the validation workflow.

When to Use

• After data cleaning, verify data quality
• Need to infer or enforce a schema
• Need cross-column constraint checking
• Need to detect statistical pitfalls (join explosion, Simpson's paradox, etc.)

When NOT to Use: Use magic-data-cleaning to fix issues; use magic-data-profiling for exploration.