The Chinese First Quasi-axisymmetric Stellarator (CFQS), which will be the first quasi-axisymmetric (QA) stellarator in the world, is now under construction. The primary task of the CFQS project is to realize the QA configuration and to examine its physical property. Based on this task, two important issues are carried out in this work for estimating the robustness of CFQS design in physical perspective. One is the toroidal field (TF) ripple due to the discreteness of modular coils (MCs) which can potentially degrade the charged particle confinement in the CFQS configuration. The other is the possible MC misalignment in assembly that will affect the magnetic field and charged particle confinement in the CFQS. Moreover, since the stellarator symmetry might be broken by the MC misalignment, the stellarator-asymmetrized MC misalignment case is also investigated in this work. By performing magnetic field line tracing and charged particle orbit tracing calculation, it is found that the TF ripple does not affect the confinement property significantly and the magnetohydrodynamics equilibrium is robust against possible MC misalignments. These results are helpful for defining reasonable tolerance of assembly accuracy.