MCP Is the New API: What Practitioners Need to Know

Every AI integration project I’ve seen in the last eighteen months has a common structural problem: the tooling that connects the model to the rest of the system is bespoke, fragile, and lives in the same codebase as everything else it’s supposed to orchestrate. Teams spend weeks building the plumbing and then wonder why the agent breaks every time some…