Depends on what you want the prior to be. A half-cauchy isn’t going to push anything to be high because the slope of the log density is the other way; it will be consistent with large values, though. We have a Pareto(1, 1.5) in the manual following the fifth chapter of BDA (takes p(phi)
proportional to 1 / phi^(2.5)
.