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Query rewriting for RAG: HyDE and multi-query v1.0.0

Use this resource to improve RAG recall by rephrasing the question

New

  • 420 downloads
  • 117 likes
  • 120 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install rag-query-rewriting

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 picks among rewriting techniques (multi-query, HyDE, step-back, RAG-fusion, decomposition, routing) based on the question type and writes the code with LangChain or the Anthropic SDK. You get rephrased queries before retrieval, with their model-call cost.

Mostly picked by

Updated November 2, 2026

Card for the “Query rewriting for RAG: HyDE and multi-query” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: multi-query, HyDE and step-back, with Python code
  • SKILL.md: RAG-fusion with RRF, sub-question decomposition, routing and production combination

Good fit for

  • Your users ask short or ambiguous questions
  • A multi-part question only brings back part of the answer

Not for

    Tags

    • rag
    • query
    • hyde
    • retrieval

    About

    You say

    “Add sub-question decomposition to my RAG for questions that compare two products.”

    Card for the “Query rewriting for RAG: HyDE and multi-query” skill

    Skill published by claude-dev-suite under the MIT 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 RAG recall by rephrasing the question
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md9.7 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/rag/query-transformations
    Licence
    MIT

    Notice

    « query-transformations » (claude-dev-suite, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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