• Organic polyfluorene derivatives PF-((g-N 3 )- alt -(g-OH)) coupled with inorganic semiconductor Zn x Cd 1-x S were successfully constructed as S-scheme heterojunctions. • The hydrogen evolution activity of the composite photocatalytic material ZPF-OH-5 remained stable in 0.35/0.25 M Na 2 S/Na 2 SO 3 solution for 60 h without replacing the sacrificial reagent. • The AQE of composite catalytic ZPF-OH-5 in 10% lactic acid solution at 400 nm wavelength is up to 7.9%. In studying photocatalytic splitting of water, the efficiency and stability of catalysts for hydrogen evolution is a thorny problem. Conjugated polymer is a novel photocatalyst that can harness solar energy and have the advantages of high efficiency, non-toxicity and long-lasting visible light tolerance, making them a popular photocatalyst material. In this paper, the organic polyfluorene derivatives PF-((g-N 3 )- alt -(g-OH))/inorganic semiconductor Zn x Cd 1-x S composite catalyst PF-((g-N 3 )- alt -(g-OH))/Zn x Cd 1-x S (ZPF-OH) was synthesized, and the S-scheme heterojunction was successfully constructed to achieve efficient and stable hydrogen evolution. The hydrogen evolution activity of the composite photocatalytic material ZPF-OH-5 remained stable in 0.35/0.25 M Na 2 S/Na 2 SO 3 solution for 60 h without replacing the sacrificial reagent. The 8.41 mmol g −1 h −1 hydrogen evolution performance of ZPF-OH-5 is 50 times higher than the case of pure Zn x Cd 1-x S but also 11 times higher than that of PF-((g-N 3 )- alt -(g-OH)) in 0.35/0.25 M Na 2 S/Na 2 SO 3 solution. The apparent quantum efficiency at 400 nm has corresponded to 7.9% in 10% of lactic acid solution. In addition, the in-situ X-ray photoelectron spectroscopy irradiation and fluorescence analysis has used to explore the electron transfer path after the coupling of the two pure catalysts and to confirm the formation of S-scheme heterojunction in the composite catalysts. The optimized energy band structure and high electron transfer rate of organic-inorganic S-scheme heterojunction composite catalyst promote the H 2 evolution, which shows excellent potential in stable and efficient photocatalytic hydrogen evolution.