Honest Metrics Audit (Claude Code)

A Claude Code skill that traces each displayed figure back to the query behind it. Nobody sets out to publish a false number: someone counts items, someone else labels it people, and both lines are individually reasonable. Together they tell every visitor there are fifteen verified sellers when there is one, and no test fails because no test knows what the label says. Catches counts of the wrong entity, missing distinct, populations that include your own test accounts, wrong time windows, flattering denominators, and hardcoded traction that arrived as design placeholder text. Also checks what renders when the real value is zero or the query fails, because a stat that falls back to a plausible default is asserting something nothing supports.