{"id":"1b679c36-3a7d-4458-aae9-7cf98afb2dec","shortId":"6TTePX","kind":"skill","title":"Improve Qdrant vector search relevance and retrieval quality","tagline":"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.","description":"# Improve Qdrant vector search relevance and retrieval quality\n\nUse 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.\n\n## Installation\n\nUse the upstream install or setup path that matches your environment:\n- npx skills add qdrant/skills\n\nRequirements and caveats from upstream:\n- \"I have 50M vectors on a single node and search is slow, should I add more nodes?\"\n- | qdrant-clients-sdk | SDK setup, code examples, snippet search across Python, TypeScript, Rust, Go, .NET, Java |\n\nBasic usage or getting-started notes:\n- ### npx skills\n- bash\n- ### Claude Code\n\n- Source: https://github.com/qdrant/skills/tree/main/skills/qdrant-search-quality\n- Extracted from upstream docs: https://raw.githubusercontent.com/qdrant/skills/HEAD/README.md\n\n## Documentation\n\n- https://github.com/qdrant/skills/tree/main/skills/qdrant-search-quality\n\n## Source\n\n- [Agent Skill 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'agentskillexchange.com':190 'agentskillexchange.com/skills/improve-qdrant-vector-search-relevance-and-retrieval-quality/)':189 'bash':167 'basic':158 'bound':41,92 'caveat':121 'chunk':31,82 'claud':168 'client':143 'code':147,169 'databas':50,101 'diagnos':23,74 'doc':177 'document':181 'embed':29,80 'environ':114 'exampl':148 'exchang':188 'extract':174 'generic':49,100 'get':162 'getting-start':161 'github.com':172,183 'github.com/qdrant/skills/tree/main/skills/qdrant-search-quality':171,182 'go':155 'improv':1,52 'instal':103,107 'irrelev':26,77 'java':157 'list':51,102 'live':35,86 'match':27,78,112 'mistak':32,83 'need':21,72 'net':156 'node':131,140 'note':164 'npx':115,165 'offici':12,63 'path':110 'pipelin':37,88 'python':152 'qdrant':2,10,14,53,61,65,142 'qdrant-clients-sdk':141 'qdrant-search-qu':13,64 'qdrant/skills':118 'qualiti':8,16,44,59,67,95 'raw.githubusercontent.com':179 'raw.githubusercontent.com/qdrant/skills/head/readme.md':178 'recal':25,76 'relev':5,56 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