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I agree with the other comments saying no plants and no fictional excuses. Just politely tell your neighbor that the space is not for rent and that you intend to keep it for the use of your own guests. Then put up a sign:
Private Parking Space
Unauthorized Vehicles Will Be Towed
at Owners Expense. No Exceptions.
After that, if someone parks there, well, have 'em towed.