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Mechanism
Breaks down how the skill works and what it produces, so you can quickly judge whether it fits your scenario and value.
When building or improving KPI dashboards: executive SaaS metrics (MRR/churn/LTV-CAC), ops centers with live health, cohort retention views, or debugging contradictory metrics.
A governed KPI dashboard spec: selected metrics, visualization rules, real-time patterns, and verified calculation logic that drives correct decisions.
Use Cases
A SaaS founder needs an executive dashboard tracking MRR, churn, and LTV/CAC. Using this skill, they select strategic KPIs, define consistent calculation formulas (e.g., prorating annual plans), and layout a one-page summary with trend indicators. The dashboard aligns finance and product views, preventing contradictory numbers and enabling board-ready reporting.
An ops team's real-time dashboard overloads the production DB with 10s refreshes. The skill guides them to pre-aggregate metrics into a summary table via scheduled Python jobs and use dynamic alert thresholds (2σ from rolling mean). Result: live service health without DB degradation, and fewer false alerts.
Skill Relationships
Dependency relationships read as "the upper tier points to the lower tier." The current Skill sits in the middle tier — above are Skills that depend on it, below are Skills it depends on.
Tier 1 · These Skills Use Me
Tier 2 · Current Skill
Tier 3 · I Use These Skills
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Skill File
