You should definitely clean/inspect your MAF sensor, particularly if it has never been done.
And make sure to disconnect the negative battery cable before removing and cleaning it.
In the absence of a diagnostic trouble code, all of the "tune up" items should be looked at first.
And just to clarify, this car is stock, correct?
No tune, or any other engine modifications?