RAG, Vector Databases, and MCP: Wiring Them Together for Production

Why This Combination Matters Most RAG tutorials stop at the same point: embed some documents, stuff them into a vector store, retrieve the top-k chunks, and paste them into a prompt. That gets you a demo. It does not get you a system another team can call, monitor, version, and trust.