  In this paper, we introduce a new family of functors from the category of
modules for the Weyl algebra to the category of modules for the super-Virasoro
algebras. The properties of these functors are investigated, with an emphasis
on irreducibility preservation and natural isomorphisms. By utilizing these
functors, we recover some old irreducible super-Virasoro modules, including
those from the irreducible intermediate series as well as irreducible
$U(\mathfrak{h})$-free modules. Additionally, we provide several families of
new irreducible super-Virasoro modules via our constructed functors.
