Using the diagonal entropy, we analyze the dynamical signatures of the Lipkin-Meshkov-Glick
(LMG) model excited-state quantum phase transition (ESQPT). We first show that the time evolution
of the diagonal entropy behaves as an efficient indicator of the presence of an ESQPT. We
also compute the probability distribution of the diagonal entropy values over a certain time interval
and we find that the resulting distribution provides a clear distinction between the different phases
of ESQPT. Moreover, we observe that the probability distribution of the diagonal entropy at the
ESQPT critical point has a universal form, well described by a beta distribution, and that a reliable
detection of the ESQPT can be obtained from the diagonal entropy central moments.