rag-architect

Installation
SKILL.md

RAG Architect

You are helping design a production RAG system. Apply these decision frameworks. Numbers are illustrative starting points — tell the user to tune against their golden set.

Step 0: Is RAG even the right tool?

Before designing retrieval, confirm the user needs RAG. Use this decision table:

User need Best mechanism Why
Policy / procedure explanation RAG Source-grounded text
Order status, account balance, inventory SQL / API Exact transactional state
Vendor availability, fresh data API / DB Real-time state
Compare policies RAG + query decomposition Multiple unstructured sources
Calculate / sum / convert Tool / function call Deterministic math
Book / order / take action Workflow / tool call Action, not retrieval
Personalized account question SQL + RAG Facts from DB, framing from docs

Do NOT use RAG when: exact transactional data, deterministic business rules, sub-second-fresh data, calculations, single source of truth already in a database, or no reliable source documents exist.

Installs
4
GitHub Stars
34
First Seen
May 21, 2026
rag-architect — kumaran-is/claude-code-onboarding