Bernouli
beta (and uniform)
binomial
dirichlet
gamma (and exponential and chi-sqruare)
multinomial
normal (univariate)
normal (multivariate)
Poisson
t (and Cauchy)

You need to know:

parameters
density (including "support," i.e. where the density is non-zero)
mean