In my courses (and eventually updated writing) I explicitly discuss the replicability behavior (no guarantee of bitwise reproducibility of Markov chains, but assuming a CLT MCMC estimates are consistent within the MCMC-SE, etc) but I've rarely seen applied work go into anywhere near that much depth.
