qdrant-monitoring

Monitor and debug Qdrant deployments using Prometheus and Grafana metrics.

220|26|Updated Jan 29, 2026
One-click install
npx skills add https://github.com/qdrant/skills --skill qdrant-monitoring-qdrant
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: qdrant-monitoring
Source: https://github.com/qdrant/skills/tree/main/skills/qdrant-monitoring
Command: npx skills add https://github.com/qdrant/skills --skill qdrant-monitoring-qdrant

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill addresses the challenge of monitoring Qdrant's performance and health, providing guidance on setting up monitoring, debugging issues, and understanding key metrics.

Core Features & Use Cases

  • Monitoring Setup: Offers detailed instructions for setting up Prometheus, Grafana, and health checks.
  • Debugging with Metrics: Diagnoses production issues using metrics and observability tools.
  • Use Case: When a user needs to troubleshoot a slow query or understand why their Qdrant deployment is not performing optimally.

Quick Start

Use the qdrant-monitoring skill to check the health of your Qdrant deployment.

Frequently Asked Questions about qdrant-monitoring

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I set up Prometheus and Grafana to monitor Qdrant performance?

To monitor Qdrant performance, you need to configure Prometheus to scrape Qdrant metrics and visualize them using Grafana dashboards. This Skill provides detailed setup instructions for connecting these tools to track deployment health.

What is the best way to troubleshoot a slow query in Qdrant?

Troubleshooting a slow Qdrant query involves diagnosing production issues using observability tools and key metrics. This Skill guides you through reading Qdrant metrics to identify and resolve query latency bottlenecks.

How does a Qdrant health check work for production deployments?

A Qdrant health check works by exposing internal metrics that reflect the operational state of your deployment. This Skill helps you configure health checks to monitor performance and ensure optimal operation in production environments.

Do I need prior knowledge of metrics tools to use Qdrant monitoring guidance?

Yes, setting up Qdrant monitoring requires existing knowledge of Qdrant metrics and observability tools like Prometheus and Grafana. This Skill applies to production troubleshooting and performance optimization scenarios.

Why is my Qdrant deployment not performing optimally despite standard configurations?

If your Qdrant deployment is not performing optimally, you can use debugging with metrics to diagnose the underlying production issues. This Skill helps you analyze performance data to understand and resolve suboptimal behavior.

Can I use qdrant-monitoring for performance optimization?

Yes, qdrant-monitoring is designed for production troubleshooting and performance optimization. It provides guidance on interpreting metrics and using observability tools to tune your Qdrant deployment effectively.