Gaia open-cluster analysis in Python: HDBSCAN membership with calibrated probabilities, unbinned Poisson point-process radial profiles (King, EFF, Plummer, King+corona) in PyMC, DR3 selection functions, isochrones, dynamics, and an identifiability toolkit that asks whether a parameter is measured before it is quoted.