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Hydrogen evolution reaction (HER) is an important process in electrochemical energy technology, and efficient electrocatalysts are of great significance for renewable and sustainable energy conversion. Here, we report a facile hydrothermal and heat treatment process to synthesize a series of Pt-based nanocapsules (NCs) as an effective hydrogen evolution catalyst. The Pt/TeO x NCs exhibit excellent HER activity in an alkaline medium. The Pt/TeO x NCs only need the overpotential of 33 mV to achieve the current density of 10 mA cm−2, and the Tafel slope was as low as 29 mV dec−1, which was even better than that of commercial Pt/C. Detailed experimental characterizations demonstrate that the interface between the crystalline Pt/amorphous TeO x and the strong electron transfer contribute to alkaline HER activity. This work opens up a new direction for the preparation of efficient catalysts for electrocatalytic reactions or other conversion filed. The Pt/TeO x NCs with Pt clusters anchored on TeO x amorphous substrate were successfully prepared. The overpotential was only 33 mV at the current density of 10 mA cm−2 and the Tafel slope was as low as 29 mV dec−1, which was significantly better than that of commercial Pt/C. The excellent HER performance may originate from the strong electronic interaction and optimized binding energy for intermediate. [Display omitted] • The Pt/TeO x NCs with Pt clusters anchored on TeO x amorphous substrate is reported. • The Pt/TeO x NCs exhibit excellent HER activity with low overpotential in 0.1 M KOH. • The presence of Pt-TeO x interface is conducive to improving alkaline HER activity. [ABSTRACT FROM AUTHOR]