Student Toolkit is a local-only academic productivity suite powered by FastAPI and Google Gemini. It has 3 core tools: a Live Lecture Note-Taker that records lectures, transcribes audio, generates structured notes, and flags difficult review concepts; a PDF Study Buddy that converts slides and readings into prerequisite study plans and interactive practice quizzes; and a Dashboard Inspector that extracts upcoming Moodle assignments via local automation and produces targeted study guides.