rag-basics-and-use-cases

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Use this skill when explaining what RAG is, when to use a RAG flow, and how it differs from static instructions alone.

undercoveragents By undercoveragents schedule Updated 5/16/2026

name: rag-basics-and-use-cases description: Use this skill when explaining what RAG is, when to use a RAG flow, and how it differs from static instructions alone.

RAG Basics and Use Cases

Use this skill for general questions about retrieval-augmented knowledge in the platform.

What RAG provides

  • RAG helps the system answer with grounded knowledge from prepared source material.
  • It is useful when instructions alone are not enough because the agent needs up-to-date or domain-specific reference content.
  • A RAG flow turns source material into searchable knowledge that can later support runtime answers.

When to use it

  • Use RAG when the user wants answers grounded in a curated knowledge source.
  • Use RAG when content changes over time and should be refreshed through a managed flow.
  • Use plain instructions or skills when the knowledge is stable, compact, and already well expressed as guidance.

Practical guidance

  • Explain RAG as managed knowledge retrieval rather than as a replacement for every prompt.
  • If a user wants better grounding, discuss the source material first.
  • If the knowledge rarely changes, a skill or instruction may be the simpler solution.
Install via CLI
npx skills add https://github.com/undercoveragents/undercoveragents --skill rag-basics-and-use-cases
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