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RAG: chunking, embeddings and document retrieval v1.0.0

Use this resource to design a RAG system that finds the right documents

New

  • 426 downloads
  • 193 likes
  • 201 saves

Free

Install with the CLI

In a terminal, from the folder you want:

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

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 helps choose embeddings, the vector store and a chunking strategy, then measures retrieval quality. You get a retrieval architecture and common causes of wrong answers.

Mostly picked by

Updated November 2, 2026

Card for the “RAG: chunking, embeddings and document retrieval” 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: agent role and working rules
  • references/patterns.md: recommended methods and templates
  • references/sharp_edges.md: common mistakes and their causes

Good fit for

  • Your document assistant answers off-target despite good documents
  • You index a knowledge base that grows quickly

Not for

    Tags

    • rag
    • embeddings
    • vector search
    • documentation

    About

    You say

    “Set up RAG over our 300 pages of product docs with pgvector and section-based chunking.”

    Card for the “RAG: chunking, embeddings and document retrieval” skill

    Skill published by omer-metin 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 design a RAG system that finds the right documents
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE10.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/patterns.md3.9 KB
    • references/sharp_edges.md7.3 KB
    • references/validations.md3.7 KB
    • SKILL.md2.3 KB

    Origin and licence

    Listed unmodified

    Author
    omer-metin
    Source
    github.com/omer-metin/skills-for-antigravity/tree/e8dcf4e8737921a10088bd5c9eb65e81f74c051f/skills/rag-engineer
    Licence
    Apache-2.0

    Notice

    « rag-engineer » (omer-metin, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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