It could cut both ways. The then more-rural counties would be cut off from the tax-base of the urban core.
And your thought experiment basically already exists in Virginia which has many cities that aren’t part of their surrounding counties.
Also, the are cities that are either in several counties or made up of several counties, New York City for instance.