The invention provides a method for improving the recovery rate of crude oil in an oil well. The crude oil in the oil well is recovered by using an oil displacement agent formed from a polymer and a surfactant, wherein the surfactant is cocoamidopropyl betaine; and the polymer is a weak gel formed by performing cross-linking on one polymer, two organic cross-linking agents and one polycoagulant agent, wherein one polymer is polyacrylamide, the two organic crosslinking agents are chromium acetate and resorcinol, and the polycoagulant is ammonium chloride. A recovery method of the crude oil in the oil well comprises the following ten steps: preparation of the polymer and the surfactant, preparation work before crude oil recovery, primary injection on water and a weak gel solution, secondaryinjection, tertiary injection, injection of the surfactant solution, a step of driving the weak gel solution and the surfactant solution to an oil displacement zone, forward and reverse injection andthe like. The method for improving the recovery rate of the crude oil in the oil well can increase water viscosity, reduce a water-oil mobility ratio, inhibit water fingering and flooding, reduce oil-water interface tension, improve wettability, and reduce water injection well pressure, thereby improving the recovery rate of the crude oil.