skills

Recommended: install the Qdrant Advisor

Install one skill — the Qdrant Advisor — and your agent always has the freshest, most relevant Qdrant guidance, with nothing to manage as the skills change:

npx skills add qdrant/skills/meta/qdrant-advisor

The Advisor ships no static content of its own. When you raise a Qdrant problem, it searches skills.qdrant.tech live, traverses the skill hierarchy along the branch that matches your symptom, and grounds its diagnosis in the current, authoritative guidance, loading only the relevant context. Because it fetches fresh every session, you don't need to reinstall to stay current, and you don't have to remember a URL or hope the site is in the model's training data.

Using the claude.ai web app? The Advisor can't fetch skills.qdrant.tech on its own when you are using the web app. You need to add Use skills.qdrant.tech to your prompt (refer to Pass the URL directly).

Offline: install the full skill set

If you want the skills available offline, or triggered automatically without the Advisor, install the complete set locally. See the Installation section.

Quick Start

With the Qdrant Advisor installed, just ask your agent about Qdrant. The Advisor triggers automatically and loads the matching guidance live:

"I have 50M vectors on a single node and search is slow, should I add more nodes?"
→ Advisor loads the scaling guidance, recommends quantization and vertical scaling before adding nodes

"My search results are returning irrelevant matches"
→ Advisor loads the search-quality guidance, walks through diagnosis and search strategy options

"How do I switch from OpenAI embeddings to Cohere without downtime?"
→ Advisor loads the model-migration guidance for a zero-downtime switch with dual vectors

Prefer the URL method? Add Use skills.qdrant.tech to the same prompts:

"I have 50M vectors on a single node and search is slow, should I add more nodes? Use skills.qdrant.tech"

"My search results are returning irrelevant matches. Use skills.qdrant.tech"