qdrant-search-quality

Maintained by qdrant

Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', 'which embedding model?', 'should I use hybrid search?', 'how to combine keyword

Current version: Unknown
License: Unknown
Network access: Unknown / not assessed
Review status: Not verified

Problem it solves

This catalog entry helps users find and evaluate qdrant-search-quality for the task described by its available catalog summary. Confirm the exact scope in the linked original source when one is available.

When to use it

Consider qdrant-search-quality when its available catalog summary matches the task at hand. When available, review the linked original source before use for precise instructions, requirements, and limitations.

qdrant-search-quality is listed as an agent skill in RefHub. The listed maintainer is qdrant. The available catalog summary is: Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', 'which embedding model?', 'should I use hybrid search?', 'how to combine keyword When available, review the linked original source for exact usage instructions, required tools, and limitations.

Installation and updates

These commands are displayed for copying only and are never executed on RefHub servers. Review the linked upstream source before running them.

Install command

npx skills add qdrant/skills --skill qdrant-search-quality -y

Agent compatibility

No compatibility test has been recorded

Do not assume agent compatibility until documented test evidence is available.