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

# qdrant-vector-search — AI agent skill for knowledge and rag

> High-performance vector similarity search engine for RAG and semantic search.

# `qdrant-vector-search`

> High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with filtering, or scalable vector storage with Rust-powered performance.

**Category:** [knowledge-and-rag](/skills#knowledge-and-rag) · **License:** MIT · **Version:** 1.0.0

## Install

```bash theme={null}
npx research-agent-skills install qdrant-vector-search
npx skills add KalarisLabs/research-agent-skills --skill qdrant-vector-search
```

## When to use it

High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor search, hybrid search with filtering, or scalable vector storage with Rust-powered performance.

## Full playbook

Read [SKILL.md](https://github.com/KalarisLabs/research-agent-skills/blob/main/skills/qdrant-vector-search/SKILL.md) for the complete workflow, references and any scripts. The agent installer copies the full skill folder.