Ammonia borane (NH 3 BH 3 , AB) serves as a promising material for chemical storage of hydrogen owing to its high hydrogen density and superior stability, in which the development of highly efficient heterogeneous catalysts toward AB hydrolysis plays a crucial role. Herein, we report Pt atomic clusters supported on MoO 3−x nanorods using a two-step process: MoO 3−x nanorods were synthesized at various calcination temperatures, followed by a further deposition−precipitation approach to obtain Pt/ MoO 3−x catalysts (denoted as Pt/MoO 3−x -T, T = 300, 400, 500, and 600 °C). The optimized Pt/MoO 3−x -500 catalyst exhibits a prominent catalytic performance toward hydrolytic dehydrogenation of AB for H 2 generation, with a turnover frequency value of 2268.6 min −1 , which stands at the top level among the reported catalysts. Moreover, the catalyst shows a remarkable stability with 90% activity remaining after five cycles. A combination investigation including HR-TEM, ac-HAADF-STEM, XPS, in situ CO-IR, XANES, and Bader charge analysis verifies the formation of Pt 2+ −O v −Mo 5+ (O v represents oxygen vacancy), whose concentration is dependent on the strength of the metal−support interaction. Studies on the structure−property correlation based on an isotopic kinetic experiment, in situ FT-IR, and DFT calculations further reveal that the Mo 5+ −O v sites accelerate the dissociation of H 2 O molecules (rate-determining step), while the adjacent Pt 2+ species facilitates the cleavage of the B−H bond in the AB molecule to produce H 2 . This work provides a fundamental and systematic understanding on the metal−support synergistic catalysis toward robust H 2 production, which is constructive for hydrogen storage and energy catalysis.