QuPrep is an open-source Python library for converting classical datasets into quantum-computing-ready formats. It provides a framework-agnostic preprocessing pipeline with intelligent encoding selection, hardware-aware dimensionality reduction, and multi-framework export support for Qiskit, PennyLane, Cirq, and TKET.