High‐voltage lithium cobalt oxide batteries are considered the ideal power source for portable devices, owing to their high‐energy density and accessible specific capacity. However, it is still challenging to achieve long‐term cycling stability when charging to the high cut‐off voltages (≥4.5 V vs. Li/Li+), owing to the unavoidable parasitic reactions at the cathode/electrolyte interface. Herein, we report an organic nitrile‐based molecule, glycerol tris(2‐cyanoethyl) ether (GTCE), as a novel electrolyte additive to improve the cycling stability of LiCoO2 (LCO) batteries at 2.75–4.5 V. Impressively, the LCO||Li metal half‐cell using the GTCE‐containing electrolyte (2 wt % GTCE in the base electrolyte, 1.0 M LiPF6 in EC/DEC/EMC=1/1/1, v/v) exhibits an outstanding capacity retention of 79.3 % over 150 cycles, superior to the battery with base electrolyte (only 27.4 %) under the same test conditions. It represents a feasible and valuable method to stabilize the cathode/electrolyte interface of high‐voltage lithium‐ion batteries.