No. The Gulf of Mexico (~1.55 million km²) is the 9th largest gulf. The largest is the Gulf of Guinea (NE tropical Atlantic, West Africa) at ~2.35 million km².
Definitions vary (gulf vs. bay vs. sea), but by standard hydrographic classification, the Gulf of Guinea is largest. The Gulf of Mexico is the largest gulf entirely within the Atlantic Ocean basin and bordering the US.