RAG vs MCP: The Architectural Difference Every AI Developer Must Understand

Towards AI
Generative AI

The first time I heard two engineers argue about RAG and MCP, I genuinely thought they were debating Pokémon evolutions. One of them kept insisting, “They’re basically the same thing,” while the other nodded confidently like he’d just solved distributed systems. Meanwhile, the production agent they built was sitting in the corner like a confusion things it could quote every policy document in the company but couldn’t check whether a pipeline failed five minutes ago. Classic.