Analyze MicroPythonOS App ideas directly or when invoked by mpos-plan-app. Use to turn natural-language MPOS App requests into requirements, default app identity, manifest draft, Activity/Service plan, MPOS/LVGL API plan, dependency risk, test/deploy plan, mandatory MicroPythonOS resource links, and a JSON handoff before code generation.