Search private knowledge

Build a RAG knowledge base

Find skills for document ingestion, retrieval, embeddings, knowledge indexing, and grounded answer workflows.

Resolve via APIOpen scenarioText version

Agent prompt

Find the best skill for building a RAG knowledge base over documents with retrieval, citations, and verification steps.

12
Matched skills
28K
Top stars

Best first install

RAG Techniques

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.

28K stars74 qualityrag-knowledge
Open skill pageInstall handoff

Install with one command

$ npx skills add NirDiamant/RAG_Techniques

Install targets

Install this skill in your agent workflow

Copy the registry command or an agent-specific install prompt for Codex, Claude Code, and Cursor.

skill install

OpenAgentSkill CLI

Use the registry command when your workflow supports the OpenAgentSkill installer.

$ npx skills add NirDiamant/RAG_Techniques

Decision guide

Use and avoid conditions

Success criteria

  • Supports source attribution
  • Can test retrieval quality
  • Separates ingestion from answer generation

Do not use when

  • Source documents are not curated
  • Answers require real-time data
  • Private data cannot leave the workspace

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