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Get Started Free →qdrant/qdrant-monitoring-setup
Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization.
Passed 23 of 23 test cases with the skill, and 8 of 23 without it.
and 18 more in the full report
16 fixed9 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
A newer attempt on gemini-3.6-flash on 10/11/2026 did not produce a publishable comparison (not comparable). The snapshot above is the previously measured run.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
Our DevOps pipeline requires all Qdrant server container logs to be emitted in structured JSON format so Vector can ingest them into Elasticsearch. Which specific key in Qdrant's configuration file controls the log output format?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies setting the logger.format configuration key to json. | Missed | Passed |
The instructions your model reads when the skill loads.
Get Prometheus scraping working first, then health probes, then alerting. Do not skip monitoring setup before going to production.
Use when: setting up metric collection for the first time or adding a new deployment.
/metrics endpoint Monitoring docs/sys_metrics (Qdrant Cloud only)service.metrics_prefix config or QDRANT__SERVICE__METRICS_PREFIX env varUse when: running Qdrant Hybrid Cloud and need cluster-level visibility.
Do not just scrape Qdrant nodes. In Hybrid Cloud, you manage the Kubernetes data plane. You must also scrape the cluster-exporter and operator pods for full cluster visibility and operator state.
Use when: configuring Kubernetes health checks.
/healthz, /livez, /readyz for basic status, liveness, and readiness Kubernetes health endpointsUse when: setting up alerts for production or Hybrid Cloud deployments.
test cases passed, vs 8 / 23 without
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