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/qdrant-monitoring

Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', 'set up alerts', 'cluster health check', or needs to set up Prometheus,

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Install
$ npx -y skills add qdrant/skills --skill qdrant-monitoring --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/qdrant-monitoring

Context preview

The summary Claude sees to decide when to auto-load this skill.

Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', 'set up alerts', 'cluster health check', or needs to set up Prometheus,

SKILL.md

qdrant-monitoring.SKILL.md
name: qdrant-monitoring
description: "Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', 'set up alerts', 'cluster health check', or needs to set up Prometheus, Grafana, health checks, or log centralization. Also use when debugging production issues that require metric analysis."
allowed-tools:
  - Read
  - Grep
  - Glob

Qdrant Monitoring

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](https://skills.qdrant.tech/md/documentation/ops-monitoring/monitoring/)

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Ships withqdrant

Agent skills for building with Qdrant vector search Skills encode deep Qdrant knowledge so coding agents can make the engineering decisions that determine whether vector search works well: quantization, sharding, tenant isolation, hybrid search, model

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Repo: qdrant/skills

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