The invention relates to a cyclic compound library and a method for making cyclic compounds. The method includes reacting a solid-phase carrier, a molecule containing a photocleavable group, a linking molecule, a building block, and an A-end ring-closure molecule and a B-end ring-closure molecule at the two ends for synthesizing. The method also includes removing the solid-phase carrier using decomposition under light radiation and performing a ring-closure reaction using amino acid residue structures of the A-end ring-closure molecule A and the B-end ring-closure molecule B under the action of a cyclic peptide synthetase.