Qdrant Skills

Qdrant Skills - Agent Skills for Qdrant Vector Search

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<p align="center"> <b>Agent skills for building with Qdrant vector search</b> </p>

Skills encode deep Qdrant knowledge so coding agents can make the engineering decisions that determine whether vector search works well: quantization, sharding, tenant isolation, hybrid search, model migration, and more.

Philosophy

Skills are not documentation. Qdrant already has docs in markdown. Skills answer "when?" and "why?", not "how?"

They are structured as the handbook of a Solutions Architect working on Qdrant: given a problem, navigate to the exact place in the documentation where the answer lives. No tutorials, no concept explanations. Only references and minimal snippets where absolutely necessary.

Disclaimer

These skills are under active development. Skill content and structure may change between versions as Qdrant evolves.

Usage

Qdrant maintains a growing set of skills, and their content changes as Qdrant evolves. There are a few ways to give your agent access to them.

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).