COFs are porous and highly crystalline organic polymers composed of lightweight elements with low density properties that have potential in the field of catalysts. In solid base catalysts, COFs use their porosity and adjustable chemical composition to achieve efficient catalysis. They also have good thermal and chemical stability. However, the preparation and application of COFs catalysts still face challenges, such as controlling pore size and chemical composition, and improving stability.