  Categorically, we introduce the Calabi-Yau-$\mathbb{X}$ categories
$\mathcal{D}_{\mathbb{X}}$ of a graded marked surface $\mathbf{S}^\lambda$, as
a $q$-deformation of the topological Fukaya category $\mathcal{D}_\infty$ of
$\mathbf{S}^\lambda$. We show that $\mathcal{D}_\infty$ can be identified with
the cluster-$\mathbb{X}$ category associated to $\mathcal{D}_{\mathbb{X}}$.
Geometrically, we construct and identify the space of $q$-quadratic
differentials on the logarithm surface $\operatorname{log}_{\mathbf{c}}
\mathbf{S}_\vartriangle^\lambda$ with the space of induced $q$-stability
conditions on $\mathcal{D}_{\mathbb{X}}$, for a complex parameter $s$
satisfying $\operatorname{Re}(s)\gg1$. When $s=N$ is an integer, the result
gives an $N$-analogue of Bridgeland-Smith's result for realizing stability
conditions on the orbit Calabi-Yau-$N$ category
$\mathcal{D}_{\mathbb{X}}\mathbin{/\mkern-6mu/}[\mathbb{X}-N]$ via CY-$N$ type
quadratic differentials. When the genus of $\mathbf{S}$ is zero, the space of
$q$-quadratic differentials can be also identified with framed Hurwitz spaces.
As a byproduct, the result confirms the conjectural almost Frobenius structure
on spaces of $q$-stability conditions for type $A$.
