Earth-abundant and efficient electrocatalysts have attracted widespread attention for achieving thorough breakthrough of the oxygen evolution reaction (OER) as well as exploring sustainable energy. In this research, a CoP3/MoO3 composite grown on the kapok fiber (KF) with 3D hollow tubular structure was obtained using a facile calcining synthesis approach. Due to the construction of CoP3 and MoO3 heterointerface favoring the fast electron transfer, the as-synthesized CoP3/MoO3/KF@ME showed excellent electrocatalytic OER performance, showing low overpotentials of 208 mV at 10 mA cm−2 and 351 mV at 50 mA cm−2 with a small Tafel slope of 73 mV dec−1 in alkaline electrolyte, respectively. This work helped to construct a non-precious metal and biomass-derived nanomaterial.