By applying nonequilibrium Green's function and first-principle calculation, we investigate the transportbehavior of a prototype of a molecular device. The intermolecular interaction and molecule−electrode couplingeffects are analyzed in detail, through which we can gain insight into the complexities within a moleculardevice such as intermolecular charge transport contributions and the imperfect molecule−electrode contact.The existing discrepancy between theory and experiment is discussed.