> ## Documentation Index
> Fetch the complete documentation index at: https://docs.runalph.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Qdrant

> Vector search with Qdrant from a runnable embedded notebook

This notebook is live. It's powered by a project server — dependencies installed, API keys configured, parameters ready to tweak. Hit run and it just works.

Want to power it yourself? Connect your own project to the same embed below. Anyone can set this up for their own notebooks at [runalph.ai/embed](https://runalph.ai/embed).

### Managed

Runs on a pre-configured project. Read-only source, editable parameters.

<iframe src="https://www.runalph.ai/embed/qdrant/qdrant-llms-txt?embedConfig=6f6a0b12-34cc-4d67-8a92-4581c212a036" width="100%" height="600px" style={{ border: "1px solid #e5e7eb", borderRadius: "8px" }} title="Qdrant — Managed" />

### Bring Your Own Project

Same notebook, no embed config. Sign in and connect your own project to run it.

<iframe src="https://www.runalph.ai/embed/qdrant/qdrant-llms-txt" width="100%" height="600px" style={{ border: "1px solid #e5e7eb", borderRadius: "8px" }} title="Qdrant — Bring Your Own Project" />