Beyond Verbose Responses: Scaling MCP Tools with Output Budgets

Unbounded tool outputs from MCP tools can consume more model context than the initial tool call, slowing planning and increasing costs. This production-ready guide establishes output contracts—defining schema constraints, pagination rules, artifact delegation, and redaction policies—to ensure agents receive minimum safe evidence instead of context floods.