Correction: Golden Sun (2001) and Golden Sun: The Lost Age (2003) are Game Boy Advance games, not GameCube titles.
No mainline Golden Sun game released on GameCube. The confusion may stem from Golden Sun assets appearing in Super Smash Bros. Brawl (Assist Trophy) on Wii.