Qdrant Search Quality Diagnosis
by qdrant6a03d0ce8f55No licenseListed Oct 8, 2026Updated Oct 8, 2026
Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact', 'which embedding model', 'quality dropped after quantization', 'how to measure retrieval quality', 'build a golden set', 'ground truth dataset', or 'how to score recall@k'. Also use when search quality degrades without obvious changes.
- 6a03d0ce8f55Currentcommit 6a03d0cPublished Oct 8, 2026
Source and attribution
Source:qdrant/skillsinskills/qdrant-search-quality/diagnosisat commit6a03d0c
License: No license
Content belongs to its original authors. SourceWeft indexes it from a public repository.
More from qdrant/skills
Qdrant Version Upgrade
qdrant
Guides Qdrant server and SDK version upgrades, covering compatibility rules, pre-upgrade checks, and post-upgrade troubleshooting.
Qdrant Sizing
qdrant
Guides capacity planning for Qdrant vector database deployments, estimating RAM, disk, CPU, GPU and node count.
Qdrant Relevance Feedback
qdrant
Guides use of Qdrant's Relevance Feedback query API to improve dense vector search, including weight calibration and usage patterns.
Qdrant Hybrid Search Combining
qdrant
Guides choosing and configuring Qdrant fusion methods (RRF, DBSF, formula, multivector reranking) to combine prefetch results.
Qdrant Hybrid Search
qdrant
Explains Qdrant hybrid search: prefetch building blocks, result combination, and IDF isolation across tenants.
Qdrant Search Strategies
qdrant
Guides selection of Qdrant search strategies such as hybrid search, reranking, MMR, and relevance feedback.
More in Data & Analytics
Spanner Basics
Guides Google Cloud Spanner administration, schema design, querying and performance diagnosis.
Gke Cost Analysis
Answers natural-language questions about GKE cluster and workload costs using BigQuery billing exports and live cluster metrics.
Datalineage Bigquery Asset Impact Analysis
Guides an agent through downstream impact (blast radius) analysis for a BigQuery table or view using Data Lineage.
Bigquery Troubleshooting
Diagnoses failing, slow, or unexpectedly expensive BigQuery jobs through structured root-cause workflows.
Bigquery Optimization
Guides BigQuery cost and performance optimization across capacity editions, storage layout, and SQL queries.
Bigquery Bigframes
Guides writing Python code with BigQuery DataFrames (BigFrames) for data processing, analysis, and machine learning.