inlatools package provides a set of function which can be useful to diagnose INLA models.
All documentation is available at the package website: https://inlatools.netlify.com. This website contains an overview of all available functions. Click on the name the function to open the corresponding help file. The vignettes illustrate how to check the dispersion, how to check the distribution and how to visualise random effects for a given variance or precision.