There are generic systems meant to be used with any genre and any setting - Hero, GURPS, FATE, Cortex, Savage Worlds, Genesys and probably others I am forgetting. Each of those still has a very different feel to it even though it is generic.
There are toolbox games aimed at a particular genre...