In A Modern Introduction to Quantum Field Theory by Maggiore (as well as in my quantum field theory course), the Noether current for an internal symmetry is found to be
$$j^{\mu}=\frac{\partial\mathcal{L}}{\partial(\partial_{\mu} \phi)}\delta\phi\tag{3.32}$$
where the fields transform as $\phi\rightarrow\phi+\alpha\delta\phi$ for infinitesimal $\alpha$ (and the coordinates are unchanged). However, in An Introduction to Quantum Field Theory by Peskin and Schroeder, if the Lagrangian transforms as $$\mathcal{L}\rightarrow\mathcal{L}+\alpha\partial_{\mu}\mathcal{J}^{\mu},\tag{2.10}$$ it is given in general by
$$j^{\mu}=\frac{\partial\mathcal{L}}{\partial(\partial_{\mu} \phi)}\delta\phi-\mathcal{J}^{\mu},\tag{2.12}$$
which is clearly not the same. Initially I thought that $\mathcal{J}^{\mu}=0$ for an internal symmetry so that they would match. However, answers on my last question have shown that this is not true. Both books assume the action is invariant, not necessarily the Lagrangian. So, what is going on here?