Production Testing for MCP: Five Boundary Gates Every Server Must Pass

As MCP servers emerge as production interfaces for AI, they demand testing discipline comparable to web applications—not just local validation. Most production failures stem from boundary issues (handshake, schema, workflow, scale, security) rather than AI model problems, yet teams often discover this only after deployment. This article establishes why systematic testing across these five gates is essential engineering practice, not optional quality assurance.