Radar technology was still in a learning curve back then, so there wasn't really a "signature" issue regarding design.
The Go229/Ho229, much like the He162, was using wood/composite material, so there's a chance it would have issued an odd signature on radar, but that is just speculation.
And the Germans did have heavy water facilities, but thier nuclear program wasn't a priority like the Allied and the Japanese programs were.