It turns out there's something called a "ICOCA & HARUKA" card for 3,000 JPY which includes a one-way Haruka train ride from KIX to Kyoto and 2,000 (500 deposit) ICOCA which apparently can be used in Tokyo JR trains.
http://www.westjr.co.jp/global/en/tr.../icoca-haruka/