# Qdrant

> Vector search development

Skills for Qdrant deployment, SDKs, monitoring, search performance, and model migrations.

## Profile stats

- Skills: 24
- Stars: 6.2k
- Best skill: qdrant-clients-sdk

## Links

- HTML page: https://omgskills.com/library/qdrant/
- GitHub: https://github.com/qdrant
- X: https://x.com/qdrant_engine

## Featured skills

- [qdrant-clients-sdk](https://omgskills.com/skills/qdrant/skills/skills/qdrant-clients-sdk/index.md) — Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.
   - [@qdrant](https://omgskills.com/library/qdrant/index.md) · 263 stars
- [qdrant-edge](https://omgskills.com/skills/qdrant/skills/skills/qdrant-edge/index.md) — Guides building on Qdrant Edge, the embedded in-process shard.
   - [@qdrant](https://omgskills.com/library/qdrant/index.md) · 263 stars
- [qdrant-horizontal-scaling](https://omgskills.com/skills/qdrant/skills/skills/qdrant-scaling/scaling-data-volume/horizontal-scaling/index.md) — Diagnoses and guides Qdrant horizontal scaling decisions.
   - [@qdrant](https://omgskills.com/library/qdrant/index.md) · 263 stars
- [qdrant-hybrid-search](https://omgskills.com/skills/qdrant/skills/skills/qdrant-search-quality/search-strategies/hybrid-search/index.md) — Explains hybrid search in Qdrant.
   - [@qdrant](https://omgskills.com/library/qdrant/index.md) · 263 stars
- [qdrant-hybrid-search-combining](https://omgskills.com/skills/qdrant/skills/skills/qdrant-search-quality/search-strategies/hybrid-search/combining-searches/index.md) — Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion).
   - [@qdrant](https://omgskills.com/library/qdrant/index.md) · 263 stars
- [qdrant-indexing-performance-optimization](https://omgskills.com/skills/qdrant/skills/skills/qdrant-performance-optimization/indexing-performance-optimization/index.md) — Diagnoses and fixes slow Qdrant indexing and data ingestion.
   - [@qdrant](https://omgskills.com/library/qdrant/index.md) · 263 stars
- [qdrant-memory-usage-optimization](https://omgskills.com/skills/qdrant/skills/skills/qdrant-performance-optimization/memory-usage-optimization/index.md) — Diagnoses and reduces Qdrant memory usage.
   - [@qdrant](https://omgskills.com/library/qdrant/index.md) · 263 stars
- [qdrant-model-migration](https://omgskills.com/skills/qdrant/skills/skills/qdrant-model-migration/index.md) — Guides embedding model migration in Qdrant without downtime.
   - [@qdrant](https://omgskills.com/library/qdrant/index.md) · 263 stars
- [qdrant-monitoring-debugging](https://omgskills.com/skills/qdrant/skills/skills/qdrant-monitoring/debugging/index.md) — Diagnoses Qdrant production issues using metrics and observability tools.
   - [@qdrant](https://omgskills.com/library/qdrant/index.md) · 263 stars
- [qdrant-monitoring-setup](https://omgskills.com/skills/qdrant/skills/skills/qdrant-monitoring/setup/index.md) — Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log...
   - [@qdrant](https://omgskills.com/library/qdrant/index.md) · 263 stars
- [qdrant-multitenancy](https://omgskills.com/skills/qdrant/skills/skills/qdrant-multitenancy/index.md) — Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications.
   - [@qdrant](https://omgskills.com/library/qdrant/index.md) · 263 stars
- [qdrant-performance-optimization](https://omgskills.com/skills/qdrant/skills/skills/qdrant-performance-optimization/index.md) — Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage...
   - [@qdrant](https://omgskills.com/library/qdrant/index.md) · 263 stars

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