Bimetallic ruthenium–rhodium nanoparticles were assembled on carbon nanotubes and applied to the hydrophosphinylation reaction of olefin and alkyne-containing compounds. The system proved efficient under mild and sustainable conditions, operating with low catalyst loading, at room temperature, and under atmospheric pressure. In addition, the catalytic hybrid could be recycled and reused over multiple cycles.