The Republican is in New York for the next few days in an attempt to lure business to his home state.
Cuomo's office has not responded to CNN's request for a response.
But the communications director for the Democratic governors association mocked the invite in an e-mail, referencing Perry's disastrous debate performance from 2011: "A little free advice for Rick Perry: the fewer debates with anyone, the better."
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