Why do AI products often become hard to scale after the first few tool connections? Model Context Protocol integration can help standardize how models communicate with tools, data sources, and external systems. This makes it easier to manage context, reduce integration complexity, and build AI features that are easier to maintain over time. The article breaks down how MCP works and where it fits in AI product architecture.