You employer should be withholding Philadelphia AND New Jersey tax. Unfortunately, as you said there is no reciprocity for municipalities but you still claim the credit. However, the credit is not enough to cover the New Jersey state income tax because the city tax is less than the NJ state tax. I would suggest asking your employer to withhold New Jersey tax.
@oneglory
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