  We give a criterion for almost Gorenstein property for semigroup rings
associated with simplicial semigroups. We extend Nari's theorem for almost
symmetric numerical semigroups to simplicial semigroups with higher rank. By
this criterion, we determine $2$-dimensional normal semigroup rings which have
``Ulrich elements'' defined in [Herzog-Jafari-Stamate].
