Skill UI

Enables Claude to apply anomaly-detection-system workflows for spotting outliers, fraud, or unusual patterns across datasets, selecting tailored algorithms like Isolation Forest and summarizing deviations for any data monitoring or security use case.

This skill guides the construction of actionable monitoring dashboards for platforms like Grafana and SigNoz. Instead of simply displaying metrics, the focus is on structuring the dashboard to answer critical operational questions: Is the system healthy? Where are the bottlenecks? What action is required? It emphasizes defining core operating questions and curating minimal, high-impact panels.

Reviews Python + BigQuery pipelines to flag runaway costs, missing dry-run safeguards, unsafe backfills, write idempotency issues, and monitoring gaps, returning a structured report with exact function/line references for minimal fixes.

OpenSearch is a distributed search and analytics engine integrated into KubeSphere's WizTelemetry Observability Platform. It is designed to efficiently store, index, and analyze vast amounts of observability data, including Kubernetes logs, auditing events, system metrics, and application notifications. Used for building comprehensive monitoring dashboards and deep operational insights.