# Qdrant Skills - Agent Skills for Qdrant Vector Search

<p align="center"> <picture> <source media="(prefers-color-scheme: dark)" srcset="https://github.com/qdrant/qdrant/raw/master/docs/logo-dark.svg"> <source media="(prefers-color-scheme: light)" srcset="https://github.com/qdrant/qdrant/raw/master/docs/logo-light.svg"> <img height="100" alt="Qdrant" src="https://github.com/qdrant/qdrant/raw/master/docs/logo.svg"> </picture> </p>

<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

Skills are hosted at [skills.qdrant.tech](https://skills.qdrant.tech). Pass the URL of a skill directly to your agent — no installation required:

``` Use skills.qdrant.tech ```

This keeps your agent's context focused: it fetches only the skill relevant to your current problem rather than loading everything upfront.

If you prefer skills to be available offline or without passing URLs manually, you can install them locally. Refer to the [Installation](#installation) section.

## Quick Start

The recommended way is the URL method: ask your agent about Qdrant and pass [skills.qdrant.tech](https://skills.qdrant.tech) in your prompt.

``` "I have 50M vectors on a single node and