From qdrant
Guides Qdrant monitoring setup with Prometheus, Grafana, health checks; debugs issues like optimizer stuck, memory growth, slow requests via metrics.
npx claudepluginhub qdrant/skills --plugin qdrantThis skill is limited to using the following tools:
Qdrant monitoring allows tracking performance and health of your deployment, and identifying issues before they become outages. First determine whether you need to set up monitoring or diagnose an active issue.
Optimizes Qdrant performance via search speed (latency/throughput), indexing, memory usage, and hardware strategies. Use to improve vector search deployment speed and efficiency.
Sets up ClickHouse monitoring with system table queries for query performance/merge health/resource usage, Prometheus metrics, Grafana dashboards, and alerting.
Guides debugging of Kubernetes applications and alerts using VictoriaMetrics metrics, VictoriaLogs, VictoriaTraces via 4-phase protocol with subagents.
Share bugs, ideas, or general feedback.
Qdrant monitoring allows tracking performance and health of your deployment, and identifying issues before they become outages. First determine whether you need to set up monitoring or diagnose an active issue.
Prometheus scraping, health probes, Hybrid Cloud specifics, alerting, and log centralization. Monitoring Setup
Optimizer stuck, memory growth, slow requests. Using metrics to diagnose active production issues. Debugging with Metrics