Improve Qdrant Vector Search Relevance And Retrieval Quality
ASecurity
Use Qdrant's official qdrant-search-quality skill when an agent needs to diagnose weak recall, irrelevant matches, or embedding and chunking mistakes in a live retrieval pipeline. It is a bounded search-quality tuning workflow, not a generic database listing.
Installs into .claude/skills of the current project.
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---
name: "Improve Qdrant vector search relevance and retrieval quality"
slug: "improve-qdrant-vector-search-relevance-and-retrieval-quality"
description: "Use Qdrant's official qdrant-search-quality skill when an agent needs to diagnose weak recall, irrelevant matches, or embedding and chunking mistakes in a live retrieval pipeline. It is a bounded search-quality tuning workflow, not a generic database listing."
verification: "security_reviewed"
source: "https://github.com/qdrant/skills/tree/main/skills/qdrant-search-quality"
publisher_type: "organization"
category: "Runbooks & Diagnostics"
framework: "Multi-Framework"
---
# Improve Qdrant vector search relevance and retrieval quality
Use Qdrant's official qdrant-search-quality skill when an agent needs to diagnose weak recall, irrelevant matches, or embedding and chunking mistakes in a live retrieval pipeline. It is a bounded search-quality tuning workflow, not a generic database listing.
## Installation
Use the upstream install or setup path that matches your environment:
- npx skills add qdrant/skills
Requirements and caveats from upstream:
- "I have 50M vectors on a single node and search is slow, should I add more nodes?"
- | qdrant-clients-sdk | SDK setup, code examples, snippet search across Python, TypeScript, Rust, Go, .NET, Java |
Basic usage or getting-started notes:
- ### npx skills
- bash
- ### Claude Code
- Source: https://github.com/qdrant/skills/tree/main/skills/qdrant-search-quality
- Extracted from upstream docs: https://raw.githubusercontent.com/qdrant/skills/HEAD/README.md
## Documentation
- https://github.com/qdrant/skills/tree/main/skills/qdrant-search-quality
## Source
- [Agent Skill Exchange](https://agentskillexchange.com/skills/improve-qdrant-vector-search-relevance-and-retrieval-quality/)
