Hydrogen production from empty fruit bunches (EFB) is proposed here using a gasification system powered by solar energy and biomass, generating bio-hydrogen through combined steam methane reforming, along with electricity using an organic Rankine cycle. For EFB input of 1,286 kg/hr, the hourly production is 28.5 kW of electricity and 36 kg of hydrogen. The overall design efficiency is 60.37%, and the equivalent energetic efficiency is 46.33%. Finally, an economic analysis is conducted, showing an 8-year payback period. The system’s environmental friendliness is highlighted by the hydrogen production cost, which is as low as USD1.21/kg. Although the CO₂ emissions in this study are relatively high, the CO₂ from EFB does not increase the environmental concentration. Importantly, the hydrogen yield from EFB is relatively high at 23.83 H₂ g/kg feed.