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Contextual retrieval for RAG v1.0.0

Use this resource to improve RAG retrieval by adding context to each chunk

New

  • 476 downloads
  • 139 likes
  • 135 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install contextual-retrieval-rag

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 generates a short context for each chunk with Claude Haiku, prepends it before BM25 and embedding indexing, then adds hybrid search and reranking. You get a full pipeline, with prompt caching and batch processing.

Mostly picked by

Updated November 2, 2026

Card for the “Contextual retrieval for RAG” skill

Details

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

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What you get

  • SKILL.md: contextualisation prompt and a Python implementation with prompt caching
  • SKILL.md: RRF hybrid indexing, reranking, batch processing and cost

Good fit for

  • Your chunks lose their meaning once separated from the document
  • Your RAG often misses answers that exist in your documents

Not for

    Tags

    • rag
    • retrieval
    • bm25
    • embeddings

    About

    You say

    “Apply contextual retrieval to our report database so each excerpt names the company and the period.”

    Card for the “Contextual retrieval for RAG” 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 retrieval by adding context to each chunk
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md12.3 KB

    Origin and licence

    Listed unmodified

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

    Notice

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

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