create-dashboard
Create observability dashboards from OTEL metrics, logs, and traces using Kopai. Use when building metric visualizations, monitoring views, KPI panels, or when the user wants to see their telemetry data in a dashboard — even if they don't say "dashboard" explicitly. Also use when other skills or workflows need to present telemetry data visually (e.g. after root cause analysis).
otel-instrumentation
Instrument applications with OpenTelemetry SDK and validate telemetry using Kopai. Use when setting up observability, adding tracing/logging/metrics, testing instrumentation, debugging missing telemetry data, or when traces/logs/metrics aren't appearing after setup. Also use when users say things like "my traces aren't showing up", "I don't see any data", or "how do I add observability to my app".
root-cause-analysis
Analyze telemetry data for root cause analysis using Kopai CLI. Use when debugging errors, investigating latency issues, tracing request flows across services, or correlating logs with traces. Also use when users report production issues like "why is my API slow", "getting 500 errors", "service is down", "requests are timing out", or any symptom that needs telemetry-based investigation — even if they don't mention traces or observability explicitly.