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Optimize Qdrant Search Quality

Diagnose and improve Qdrant search relevance by isolating embedding, config, or query issues.

Curated by SkillMD 3 skills 2 authors

Skills in this plugin

3
  1. ▌
    Qdrant Search Quality Diagnosis · github
    Diagnoses Qdrant search quality issues by isolating causes like HNSW approximation, quantization, embedding model, or search pipeline problems.
    36.2k repo stars
  2. ▌
    Qdrant Search Strategies · github
    Guides selection of Qdrant search strategies including hybrid search, reranking, relevance feedback, MMR, and discovery APIs to improve retrieval quality.
    36.2k repo stars
  3. ▌
    Arrowspace · antigravity
    Augments nearest-neighbour search with graph Laplacian features to retrieve items based on both semantic similarity and structural role.
    42.4k repo stars