From my past experience (although not from Port Canaveral), cabs were lined up and waiting. You shouldn't have a problem getting a cab.
2007 - Majesty of the Seas (Bahamas)
2009 - Enchantment of the Seas (Western Caribbean)
2010 - Freedom of the Seas (Western Caribbean)
2013 - Golden Princess (Alaska, roundtrip from Seattle)