In superconducting quantum circuits (SQCs), chiral routing quantum information is often realized with the ferrite circulators, which are usually buck, lossy and require strong magnetic fields. To overcome these problems, we propose a novel method to realize chiral quantum networks by exploiting the giant atom effects in SQC platforms. By assuming each coupling point modulated with time, the interaction becomes momentum-dependent, and the giant atoms will chirally emit photons due to interference effects. The chiral factor can approach 1, and both the emission direction and rate can be freely tuned by the modulating signals. We demonstrate that the high-fidelity state transfer between remote giant atoms can be realized. Our proposal can be integrated on the superconducting chip easily, and has the potential to work as a tunable toolbox for quantum information processing in future chiral quantum networks.