The invention discloses a method for comprehensively recovering various valuable metals in copper slag floating copper tailings, and belongs to the technical field of metal element recovery. The method comprises the steps of direct reduction roasting, magnetic separation and reverse flotation. According to the method for comprehensively recovering the various valuable metals in the copper slag floating copper tailings provided by the invention, the mixed gas of methane, hydrogen and argon is introduced for direct reduction roasting, magnetite in the copper slag can be completely converted into metal iron, and a composite additive is matched for dissociating fayalite in the copper slag, so that the purpose of resourceful ore phase reconstruction is achieved; and a phase composition in the copper slag is improved, an iron phase in the slag is subjected to a decomposition reaction, and lead and zinc are gasified in the form of metal steam, so that the various valuable metals in the copper slag are comprehensively recycled. Meanwhile, roasting products are treated through magnetic separation and reverse flotation, so that the iron ore concentrate grade is effectively improved, the effective utilization rate of resources is high, the recycling process is simple, energy consumption is low, and high economic benefits are achieved.