Dzone iconDzoneSep 18, 2026

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

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. It does not get you a system another team can call, monitor, version, and trust.

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

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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.

It does not get you a system another team can call, monitor, version, and trust.

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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. It does not get you a system another team can call, monitor, version, and trust.

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