The invention provides a broadband coupling patch antenna with a consistent radiation pattern and improved gain. The broadband coupling patch antenna comprises a feed network layer, a first dielectric layer, a metal floor, a second dielectric layer and a radiation layer which are stacked in sequence. The radiation layer is provided with a main patch, a first parasitic patch and a second parasitic patch, the metal floor is provided with a hollow groove, and the feed network layer is provided with a microstrip feeder line. The microstrip feeder line is coupled with the main patch through the hollow groove, and the main patch is coupled with the first parasitic patch and the second parasitic patch separately. The main patch is provided with a gap group for keeping consistent radiation patterns. The gap group is composed of N gaps located on the same straight line, and the straight line passes through the center of the main patch. The first parasitic patch and the second parasitic patch are in mirror symmetry about a straight line. N is a natural number greater than or equal to 1. Under the synergistic effect of the microstrip feeder line, the hollow groove, the main patch, the gap group and the two parasitic patches, the antenna has the characteristics of low cross polarization, wide working bandwidth, improved gain and consistent in-band radiation pattern.