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This paper introduces Hecate, the first tool that quantifies complexity across both prompt and code layers in LLM-integrated applications, using a Prompt-as-Specification formalism rooted in Hoare logic and evaluating 52 candidate metrics on open-source repositories to identify those that capture structural breadth beyond traditional code-only metrics.