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Improving Qdrant search relevance v1.0.0
Use this resource to diagnose and improve the relevance of Qdrant search results
New
- 485 downloads
- 114 likes
- 227 saves
Free
Install with the CLI
In a terminal, from the folder you want:
npx --yes palatekit@latest install qdrant-search-quality-routingWith no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.
First time: connect the CLI with
npx --yes palatekit@latest loginThe agent matches your symptom (off-topic results, low recall, poor precision) to the right guide, then advises on the choice of model, hybrid search, reranking or relevance feedback. You get fixes to validate on a set of labelled queries.
Mostly picked by
Updated November 2, 2026
Previews
Details
- Install guides
- Generates with
- Your agent's model
- Licence
- Apache-2.0
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What you get
- SKILL.md: routing table from symptom to sub-guide
- Sub-folders: diagnosis, hybrid search, result fusion and relevance feedback
Good fit for
- Results have been off-topic since an embedding model change
- You are weighing whether an expensive reranking step is worth it
Not for
Tags
- qdrant
- relevance
- hybrid search
- recall
- embeddings
About
You say
“My results have been off-topic since quantization, how do I measure the problem?”
Skill published by qdrant under the Apache-2.0 license, delivered in its original version.
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How to use it
- Install the skill in your agent's skills folder
- Ask your agent to diagnose and improve the relevance of Qdrant search results
- Review and adjust the result
Content preview
Files
- diagnosis/SKILL.md9.4 KB
- LICENSE11.3 KB
- NOTICE-PALATEKIT.md0.5 KB
- search-strategies/hybrid-search/combining-searches/SKILL.md7.5 KB
- search-strategies/hybrid-search/search-types/SKILL.md13.2 KB
- search-strategies/hybrid-search/SKILL.md3.9 KB
- search-strategies/relevance-feedback/SKILL.md9.3 KB
- search-strategies/SKILL.md5.5 KB
- SKILL.md2.4 KB
Origin and licence
Listed unmodified
- Author
- qdrant
- Source
- github.com/qdrant/skills/tree/15793b641b7bc85d2e7dc59be1b796381ce715ba/skills/qdrant-search-quality
- Licence
- Apache-2.0
Notice
« qdrant-search-quality » (qdrant, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.
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