Claude Skills · Data & Analytics
Qdrant Monitoring Setup
qdrant/skillsGuides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization. Use when someone asks 'how to set up monitoring', 'Prometheus config', 'Grafana dashboard', 'health check endpoints', 'how to scrape Hybrid Cloud', 'what alerts to set', 'how to centralize logs', or 'audit logging'.
At a glance
This skill is for Data & Analytics and helps you set up prometheus scraping for qdrant, configure grafana dashboards for qdrant metrics, and enable health check endpoints.
/plugin marketplace add qdrant/skills
/plugin install qdrant-monitoring-setup
Setup, runtime and requirements describe qdrant/skills, the repo this skill ships in.
prometheusgrafanamonitoringalertingqdrantobservability
Also in qdrant/skills
View the repoDiagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech. Use t...
Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
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Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). Use when someone asks 'RRF or DBSF?', 'how to c...
Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model. Us...
Diagnoses and fixes slow Qdrant indexing and data ingestion. Use when someone reports 'uploads are slow', 'indexing takes forever', 'optimiz...
Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory',...
Guides Qdrant query latency optimization. Use when someone asks 'search is slow', 'how to reduce latency', 'p99 is too high', 'tail latency'...
Guides embedding model migration in Qdrant without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors...
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