What it does

This skill guides an agent through defining MetricFlow metrics from plain-English business requests. It analyzes existing metrics, inspects table structure or reference SQL, proposes core metric candidates, and produces validated metric YAML plus dry-run SQL. The workflow enforces user confirmations before generating models, ensures semantic models exist, and validates generated metrics so they can be synced to the knowledge base.

When to use it

Use this when you need to convert product/business questions ("total revenue", "conversion rate", "orders per day") into production-ready MetricFlow metrics, or when you must analyze multiple SQL examples and deduplicate aggregation patterns. Ideal for teams onboarding metrics or migrating ad-hoc SQL into an explicit semantic layer.

What's included

Scripts: none included in the skill directory (has_scripts=false)
References: no reference docs bundled
Instructions: step-by-step phases for discovery, intent confirmation, semantic model creation, metric YAML generation, validation, and user review. The skill mandates ask_user checkpoints before writing metrics.