# Qdrant Skills

Agent skills encoding deep Qdrant knowledge for coding agents.

## Available Skills

- [qdrant-clients-sdk](qdrant-clients-sdk/SKILL.md) — Client SDKs for Python, TypeScript, Rust, Go, .NET, and Java.
- [qdrant-deployment-options](qdrant-deployment-options/SKILL.md) — Choosing between local, Docker, self-hosted, Cloud, and embedded deployments.
- [qdrant-model-migration](qdrant-model-migration/SKILL.md) — Switching embedding models without downtime.
- [qdrant-monitoring](qdrant-monitoring/SKILL.md) — Monitoring, observability, health checks, and debugging production issues.
- [qdrant-performance-optimization](qdrant-performance-optimization/SKILL.md) — Search speed, memory usage, and indexing performance tuning.
- [qdrant-scaling](qdrant-scaling/SKILL.md) — Scaling decisions: data volume, QPS, latency, horizontal vs vertical.
- [qdrant-search-quality](qdrant-search-quality/SKILL.md) — Diagnosing bad results, search strategies, hybrid search, and reranking.
- [qdrant-version-upgrade](qdrant-version-upgrade/SKILL.md) — Safe upgrade paths, compatibility guarantees, and rolling upgrades.