# Qdrant

> 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.

- Skill: `bytesagain/qdrant` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add bytesagain/qdrant`
- Raw SKILL.md: https://api.skillmd.com/api/skills/bytesagain/qdrant/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Integrations & APIs
- Author: bytesagain (https://skillmd.com/u/bytesagain)
- Updated: 2026-09-21
- Page: https://skillmd.com/skills/bytesagain/qdrant

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# Qdrant Reference

Vector search engine.

## Commands

| Command | Description |
|---------|-------------|
| `intro` | Overview, features |
| `usage` | Python SDK, search |
| `advanced` | Quantization, REST |