How to verify that uncertainty (estimated from pymc3) is accurate?

[junpenglao]

From what I gather (i.e., around figure 1 and 2 in the SBC paper), they are arguing that a rank statistic is more robust at the tail than the quantile test as in Cook et al 2006.