Install any skill in seconds. Free to start, no credit card required.
Get Started Free →qdrant/qdrant-monitoring
Guides Qdrant monitoring and observability setup.
Passed 16 of 21 test cases with the skill, and 4 of 21 without it.
and 13 more in the full report
13 fixed4 passed either way6 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
Our DevOps team is configuring Alertmanager rules for Qdrant cluster node outages and high CPU usage. Which file contains guidance for setting up alerting?
| Checked | Without skill | With skill |
|---|---|---|
| Routes to setup/SKILL.md for setting up Qdrant alerting. | Missed | Passed |
The instructions your model reads when the skill loads.
Route first, then answer. Match the user's symptom in the table, Read that file, and answer from it.
Do not answer from this page alone: it contains routing only, not the guidance. If two rows match, read both.
| The user says | Read |
|---|---|
| Want to set up Prometheus, Grafana, or health checks | setup/SKILL.md |
| Need to know which metrics to track | setup/SKILL.md |
| Setting up alerting, log centralization, or Hybrid Cloud metrics | setup/SKILL.md |
| Optimizer stuck or running forever | debugging/SKILL.md |
| Memory keeps growing in production | debugging/SKILL.md |
| Requests are slow and I need to find out why | debugging/SKILL.md |
| Is Qdrant healthy right now | debugging/SKILL.md |
Qdrant monitoring tracks performance and health, and catches issues before they become outages. See the metric reference before tuning anything: Monitoring docs
test cases passed, vs 4 / 21 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.