We study the set $H$ of formal arcs of a germ of a quasi-ordinary hypersurface singularity or an affine toric variety. For $s \geq 0$ the set $j^s(H)$ of $s$-jets of arcs in $H$ is a constructible subset of an affine space. Let us denote $[ j^s(H) ]$ its image in the Grothendieck ring of varieties. We obtain an explicit description of $[ j^s(H) ]$ in terms of some monomial ideals defined from singularity invariants. A formula for the Denef-Loeser geometric Poincaré series is obtained, generalizing previous results of Lejeune and Reguera in the case of normal toric surfaces. This is a joint work in progress with H. Cobo.