Latest research progress in in-situ reduction of CO2 to formic acid, methanol and methane by hydrogen from metal hydrothermal reaction is introduced.The involved reaction paths and mechanisms are explored, and the problems and development direction are discussed, which provides relevant references for carbon emission reduction and the utilization of clean energy.