For completion (thanks to Ciro Santili answer), git tag has got the option --points-at that does exactly what OP is asking.
git tag --points-at HEAD
It does not have the effect of also listing the tags put on forward commits (as Jonathan Hartley stated in his comment regarding git tag --contains).