Plant viruses usually encode proteins with RNA silencing suppression (RSS) activity to counteract plant defenses. In Potyvirus, the largest genus in the family Potyviridae, this role is taken over by the multifunctional HCPro, also involved in aphid transmission, polyprotein processing and virion formation. Recently, the large P1 of Sweet potato feathery mottle virus (SPFMV) was characterized finding an extra ORF produced after polymerase slippage, which originates the product P1N-PISPO. Transient expression assays showed that SPFMV P1 and P1N-PISPO presented RSS activity, while HCPro did not. In this work, we analyze possible differences between HCPro of SPFMV and other potyviruses, testing HCPro RSS activity in a transient expression assay, and using a Plum pox virus-based system to test the ability of SPFMV P1N-PISPO and HCPro to serve as RNA silencing suppressors in the context of a viral infection. Our results indicate that not only P1 and P1N-PISPO, but also HCPro display RSS activity when expressed in a suitable context, stressing the importance of the selected experimental system for testing anti-silencing capacity of proteins. The presence of multiple viral silencing suppressors in SPFMV adds complexity to an already intricate RSS system, and provides insight into the hypothetical evolution of sweet potato-infecting potyvirids.