A Python framework, “Pydactyl,” supporting the rapid development of piano fingering models, is described and demonstrated. Leveraging the popular music21 toolkit, this object-oriented framework standardizes problem decomposition, data formats, fingering segment combination, and evaluation methods, while supporting automated and manual phrase segmentation. Reference implementations of three published models are included.