The Five Questions to Ask Before (and After) You Build an MCP Server

Organizations evaluating Model Context Protocol (MCP) servers should distinguish genuine agent-driven needs from hype, as rapid reported growth includes many inactive, duplicate, auto-generated, or inaccessible endpoints; research cited finds only about 11% of tracked endpoints respond without credentials, while many are unverified or platform-generated. A five-question framework recommends assessing who will use the capability, the need for deterministic and auditable execution, the integration surface and client ownership, governance and protocol-stability requirements, and the underlying business case. MCP is most useful for providing exploratory, agent-facing access across multiple external clients, while high-stakes, regulated, or autonomous workflows often require traditional deterministic integrations. In practice, MCP and conventional integrations are usually complementary: the agent layer improves discoverability and interaction, but depends on reliable APIs, data synchronization, authentication, permissions, versioning, and data quality beneath it. Teams are encouraged to design explicitly for agents through machine-readable schemas and clear tool descriptions, measure actual customer usage before and after launch, and choose whether to expand, maintain, or supplement MCP deployments based on evidence rather than fear of missing out.

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