Ultrafine sub-3 nm Rh nanoclusters confined within a metal-organic framework (UIO-66) were constructed through a double-solvent host-guest strategy and achieved superior hydrogen generation via ammonia borane hydrolysis compared with Rh nanoclusters dispersed on the exterior walls.