Find out why your Qdrant search results miss.
What it does
Diagnoses Qdrant search relevance problems and guides improvements to retrieval quality.
When to use it
Use for irrelevant or missing search results, retrieval evaluation, search-strategy selection, or quality degradation after quantization, model changes, or data growth.
How to use it
Give it a Qdrant search-quality question or symptom; it returns guidance from the matching diagnostic or search-strategy instructions.
Uses
What you need · 6
Requires reading the bundled diagnosis skill before answering matching questions about relevance, missing results, models, or evaluation; the routing page explicitly forbids answering alone.
Requires reading the bundled hybrid-search skill for questions about combining keyword and semantic search, fusion, or prefetch.
Requires reading the bundled search-strategies skill for reranking, result diversity, MMR, recommendation, or discovery questions.
Access · 1
This skill
Qdrant documentation
Reads Qdrant model-selection guidance