Capping agents are molecules that attach to the surface of nanoparticles during synthesis, stabilizing them and controlling their size and shape. These agents play a crucial role in nanocatalysis by preventing the aggregation of nanoparticles, thereby preserving their high surface area which is essential for catalytic activity.