# Qdrant Skills

Agent skills encoding deep Qdrant knowledge for coding agents.

## Available Skills

- [qdrant-clients-sdk](https://skills.qdrant.tech/qdrant-clients-sdk/SKILL.md) — Client SDKs for Python, TypeScript, Rust, Go, .NET, and Java.
- [qdrant-deployment-options](https://skills.qdrant.tech/qdrant-deployment-options/SKILL.md) — Choosing between local, Docker, self-hosted, Cloud, and embedded deployments.
- [qdrant-edge](https://skills.qdrant.tech/qdrant-edge/SKILL.md) — Building on the embedded in-process shard: server sync, on-device BM25, snapshots, and what to reuse versus implement.
- [qdrant-model-migration](https://skills.qdrant.tech/qdrant-model-migration/SKILL.md) — Switching embedding models without downtime.
- [qdrant-monitoring](https://skills.qdrant.tech/qdrant-monitoring/SKILL.md) — Monitoring, observability, health checks, and debugging production issues.
  - [qdrant-monitoring-setup](https://skills.qdrant.tech/qdrant-monitoring/setup/SKILL.md) — Setting up Prometheus, health probes, alerting, and log centralization.
  - [qdrant-monitoring-debugging](https://skills.qdrant.tech/qdrant-monitoring/debugging/SKILL.md) — Diagnosing production issues from metrics and observability data.
- [qdrant-multitenancy](https://skills.qdrant.tech/qdrant-multitenancy/SKILL.md) — Isolating multiple tenants within a Qdrant deployment: payload partitioning, tiered multitenancy, and region-based data isolation.
- [qdrant-performance-optimization](https://skills.qdrant.tech/qdrant-performance-optimization/SKILL.md) — Search speed, memory usage, and indexing performance tuning.
  - [qdrant-search-speed-optimization](https://skills.qdrant.tech/qdrant-performance-optimization/search-speed-optimization/SKILL.md) — Diagnosing and fixing slow search and high query latency.
  - [qdrant-memory-usage-optimization](https://skills.qdrant.tech/qdrant-performance-optimization/memory-usage-optimization/SKILL.md) — Diagnosing and reducing RAM usage and out-of-memory crashes.
  - [qdrant-indexing-performance-optimization](https://skills.qdrant.tech/qdrant-performance-optimization/indexing-performance-optimization/SKILL.md) — Diagnosing and fixing slow ingestion and indexing.
- [qdrant-scaling](https://skills.qdrant.tech/qdrant-scaling/SKILL.md) — Scaling decisions: data volume, QPS, latency, horizontal vs vertical.
  - [qdrant-scaling-data-volume](https://skills.qdrant.tech/qdrant-scaling/scaling-data-volume/SKILL.md) — Scaling when data no longer fits or needs more storage.
  - [qdrant-scaling-qps](https://skills.qdrant.tech/qdrant-scaling/scaling-qps/SKILL.md) — Increasing query throughput (QPS).
  - [qdrant-scaling-query-volume](https://skills.qdrant.tech/qdrant-scaling/scaling-query-volume/SKILL.md) — Handling large result sets and scroll-heavy workloads.
  - [qdrant-minimize-latency](https://skills.qdrant.tech/qdrant-scaling/minimize-latency/SKILL.md) — Reducing per-query latency and tail (p99) latency.
- [qdrant-search-quality](https://skills.qdrant.tech/qdrant-search-quality/SKILL.md) — Diagnosing bad results, search strategies, hybrid search, and reranking.
  - [qdrant-search-quality-diagnosis](https://skills.qdrant.tech/qdrant-search-quality/diagnosis/SKILL.md) — Diagnosing irrelevant, wrong, or missing results.
  - [qdrant-search-strategies](https://skills.qdrant.tech/qdrant-search-quality/search-strategies/SKILL.md) — Choosing strategies: hybrid search, reranking, relevance feedback.
- [qdrant-sizing](https://skills.qdrant.tech/qdrant-sizing/SKILL.md) — Sizing RAM, disk, CPU, and node count before a deployment is provisioned.
- [qdrant-version-upgrade](https://skills.qdrant.tech/qdrant-version-upgrade/SKILL.md) — Safe upgrade paths, compatibility guarantees, and rolling upgrades.

## Navigating this skill tree

Skills structure is hierarchical. Each `SKILL.md` links to its sub-skills, and those links are the navigation mechanism; follow them rather than assembling paths yourself.

- Read the `SKILL.md` for the relevant skill, then follow its links to go deeper. This page lists the top two levels; skills nest up to four levels, and the deeper ones are reachable only through the links inside each `SKILL.md`.
- If you do not have a link to the skill you need, do not guess the path. Fetch the [complete index of every skill](https://skills.qdrant.tech/llms.txt), including the ones this page does not list, or search: https://skills.qdrant.tech/search?query=your+query+here
- When fetching `SKILL.md` files via a URL tool, preserve all Markdown links exactly as written. Do not paraphrase, summarize away, or omit URLs.
- Search returns a full skill with its links intact, so a hit can be acted on directly.