Given p(x) Gaussian, and p(y|x) a Gaussian, is the joint distribution p(x,y) always a Gaussian?

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It is well-known that multivariate Gaussians are closed under conditioning, but is the reverse true? Does having a Gaussian conditional with a Gaussian marginal always result in a bivariate Gaussian?