State tax filing

Yes, if you received more than $600, you are required to file a MO Non-Resident income tax return. MO does tax unemployment benefits.

You should complete your MO Non-Resident income tax return before your KS resident tax return to insure proper tax credits.

Sources: http://dor.mo.gov/personal/nonresident/ and 

https://molabor.uservoice.com/knowledgebase/articles/282975-are-my-benefits-taxable