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Improving Elasticsearch search relevance v1.0.0

Use this resource to improve the relevance of an Elasticsearch full-text search

New

  • 398 downloads
  • 154 likes
  • 134 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install search-relevance-tuning

With 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 login

The agent diagnoses the mapping and current query, chooses between query rules for deterministic pinning and multi_match tuning for organic ranking, applies the change and checks top hits. You get better-ranked, verified results.

Mostly picked by

Updated November 2, 2026

Card for the “Improving Elasticsearch search relevance” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
Apache-2.0

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What you get

  • SKILL.md: relevance levers, process and rule examples
  • references/query-rules-reference.md: query rules
  • references/multi-match-tuning.md: multi_match and field boost tuning

Good fit for

  • A specific product must appear first for a keyword
  • A shoe search ranks results poorly on descriptions

Not for

    Tags

    • relevance
    • search
    • boosts
    • query rules

    About

    You say

    “Pin product SKU123 at the top when someone searches ‘sale’ in the catalog.”

    Card for the “Improving Elasticsearch search relevance” skill

    Skill published by elastic under the Apache-2.0 license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to improve the relevance of an Elasticsearch full-text search
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE11.3 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/multi-match-tuning.md4.1 KB
    • references/query-rules-reference.md4 KB
    • SKILL.md13 KB

    Origin and licence

    Listed unmodified

    Author
    elastic
    Source
    github.com/elastic/agent-skills/tree/cdcc551b6c3f254793a2fd6a179ff924f0bfbfb8/skills/elasticsearch/elasticsearch-search-relevance
    Licence
    Apache-2.0

    Notice

    « elasticsearch-search-relevance » (elastic, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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