I just looked it up and you're technically right; that's apparently the official dictionary term, but I've never heard anyone actually say that. Everyone calls them "soshoku danshi."
A Google fight (excluding Chinese) turns up 549,000 results for 草食系男子 and 571,000 for 草食男子. Much closer than I expected, but the 'kei' is definitely not required.