We prove that if $H$ denotes the operator corresponding to the canonical
Dirichlet form on a possibly locally infinite weighted graph $(X,b,m)$, and if
$v:X\to \mathbb{R}$ is such that $H+v/\hbar$ is well-defined as a form sum for
all $\hbar >0$, then the quantum partition function
$\mathrm{tr}(\mathrm{e}^{-\beta \hbar ( H + v/\hbar)})$ satisfies $$
\mathrm{tr}(\mathrm{e}^{-\beta \hbar ( H + v/\hbar)})\xrightarrow[]{\hbar\to
0+}\sum_{x\in X} \mathrm{e}^{-\beta v(x)} \text{ for all $\beta>0$}, $$
regardless of the fact whether $\mathrm{e}^{-\beta v}$ is apriori summable or
not. We also prove natural generalizations of this semiclassical limit to a
large class of covariant Schr\"odinger operators that act on sections in
Hermitian vector bundle over $(X,m,b)$, a result that particularly applies to
magnetic Schr\"odinger operators that are defined on $(X,m,b)$