We show that the maximum extractable work (ergotropy) from a quantum many-body system is constrained by local athermality of an initial state and local entropy decrease brought about by quantum operations. The obtained universal bound on ergotropy implies that the eigenstate thermalization hypothesis prohibits work extraction from energy eigenstates by... Show more