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.
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
Method 1, Agent Skill Exchange
- Install from the marketplace listing: https://agentskillexchange.com/skills/improve-qdrant-vector-search-relevance-and-retrieval-quality/
Method 2, Git clone
git clone https://github.com/agentskillexchange/skills.git && cd skills/skills/improve-qdrant-vector-search-relevance-and-retrieval-quality
Method 3, Download ZIP
- Download the repository ZIP and extract
skills/improve-qdrant-vector-search-relevance-and-retrieval-quality.
Method 4, Manual copy
- Copy this skill folder into your local skills directory, then reload your agent tooling.
Method 5, Fork and sync
- Fork the repository if you want to maintain local edits while syncing upstream changes.