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Advanced RAG retrieval: parent documents, windows, RAPTOR v1.0.0

Use this resource to improve RAG relevance with advanced retrieval strategies

New

  • 423 downloads
  • 146 likes
  • 194 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install rag-advanced-retrieval-strategies

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 and implements a strategy such as parent-document retrieval, multi-vector retrieval with summaries or hypothetical questions, sentence-window retrieval, auto-merging or RAPTOR, with LangChain or LlamaIndex code. It presents the trade-offs of each approach. You get a retriever suited to the shape of your documents.

Mostly picked by

Updated November 2, 2026

Card for the “Advanced RAG retrieval: parent documents, windows, RAPTOR” skill

Details

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

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What you get

  • SKILL.md: strategy selection table by document type
  • SKILL.md: parent-document, multi-vector and sentence-window retrieval
  • SKILL.md: contextual compression and auto-merging

Good fit for

  • Your RAG finds the right passage but without the context around it
  • Your documents are long and hierarchical, such as contracts or reports

Not for

    Tags

    • rag
    • retrieval
    • retriever
    • langchain

    About

    You say

    “Switch my retriever to parent documents: 300-word passages for search and full sections for the answer.”

    Card for the “Advanced RAG retrieval: parent documents, windows, RAPTOR” 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 relevance with advanced retrieval strategies
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md11.1 KB

    Origin and licence

    Listed unmodified

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

    Notice

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

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