Existence and asymptotic behavior of nonlinear evolution equations with memory in the maximal order term, driven by additive or multiplicative Wiener stochastic processes, are studied. Examples include the nonlinear stochastic heat and diffusion equations with memory, viscoelastic fluid equations and the stochastic porous media equations with memory.