Words That Rhyme With "Mississippi" :

2 syllables:

chippie, chippy, clippie, dippy, drippy, grippy, hippie, hippy, Lippi, lippy, nippy, slippy, snippy, tippy, whippy, yippie, zippy

3 syllables:

Menippe, Philippi