Correctly predicting weather extreme in complex urban environments is challenging. Collaborating with scientists at the Institute of Urban Meteorology (IUM), China Meteorological Administration (CMA), we develop toolkits to diagnose the deficiencies in the current IUM operational BJ-RUC forecasting system. The ultimate goal is to improve BJ-RUC through enhanced land-surface, boundary-layer, and radiation physics parameterization.