Mario Party 6 and 7 should be much higher. They're considered to be the best in the series by many people, and they were the last in the series to keep the core formula intact.
Big agree. Mario Party 6 and 7 are horribly underrated here. I think 7 is a bit better though, I just prefer the boards, minigames, and the presentation.