WordNet sense 1 (lacking variety):

unvaried

WordNet sense 2 (persistent in occurrence and unvarying in nature):

changeless, constant, invariant

WordNet sense 3 (not liable to or capable of change):

invariable

WordNet sense 4 (always the same; showing a single form or character in all occurrences):

uniform