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map-audit - Audit metrics and dashboards for validity

Audit metrics, dashboards, and AI reports to verify they measure reality rather than generate misleading data

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Updated: 2026-03-20

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Read metric definitions
  • Analyze data sources
  • Validate measurement logic
  • Identify incentive structures
  • Detect gaming patterns
  • Map blind spots
  • Assess trust levels

Inputs

  • Metric or dashboard name
  • Measurement claims
  • Data source definitions
  • System documentation
  • Historical data
  • Process descriptions

Outputs

  • Validity assessment report
  • Gaming potential analysis
  • Blind spot inventory
  • Trust recommendation
  • Fix suggestions

Requirements

  • File system access
  • Data reading capability
  • Metric or dashboard to audit

Source

  • Spec: SKILL.md

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metrics
dashboard audit
KPIs
data quality
measurement validity
AI reports
Read metric definitions
Analyze data sources
Validate measurement logic
Identify incentive structures
Metric or dashboard name
Measurement claims
Data source definitions
Validity assessment report
Gaming potential analysis
Blind spot inventory