Qdrant vector search engine reference. Rust-powered vector DB with rich payload filtering, multi-vector collections, recommendation API, scalar/binary quantization, snapshots, REST/gRPC APIs, and distributed clustering.
Scanned 9/7/2026
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---
name: qdrant
version: 1.0.0
description: >
Qdrant vector search engine reference. Rust-powered vector
DB with rich payload filtering, multi-vector collections,
recommendation API, scalar/binary quantization, snapshots,
REST/gRPC APIs, and distributed clustering.
author: BytesAgain
homepage: https://bytesagain.com
source: https://github.com/bytesagain/ai-skills
tags: [qdrant, vector-database, search, embeddings, rust, ai]
---
# Qdrant Reference
Vector search engine.
## Commands
| Command | Description |
|---------|-------------|
| `intro` | Overview, features |
| `usage` | Python SDK, search |
| `advanced` | Quantization, REST |
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