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    Exposes academic advising tools over stdio so an AI assistant can retrieve student profiles, transcripts, and curricula, check graduation requirements and requirement groups, calculate current and planned GPAs, and recommend retakes, courses, study plans, and career-to-specialization matches. All computations run deterministically in Python and return UNKNOWN rather than guessing when verified academic thresholds are missing.
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