The coupling of surface plasmons and excitons in organic materials can improve the performance of organic optoelectronic devices. The surface plasmon resonance effect of carbon dot-supported silver nanoparticles (Ag NPs) allows additional light absorption, leading to remarkably enhanced a power conversion efficiency (PCE) of 8.31% and an internal quantum efficiency of 99% in polymer solar cells (PSCs) compared with control devices. Furthermore, we have demonstrated high-performance PSCs using the plasmonic effect of multi-positional silica-coated silver nanoparticles. The location of the nanoparticles is critical for increasing light absorption and scattering via enhanced electric field distribution. The device incorporating silica-coated silver nanoparticles between the hole transport layer and the active layer achieves a PCE of 8.92% with an external quantum efficiency of 81.5%. These results demonstrate that Ag NPs constitute a versatile and effective route for achieving high-performance polymer optoelectronic devices.