There is no baseless claim it is the only reasonable claim from our current understanding of physics.
Claiming that the universe magically came out of nothing is not an answer to some. It contradicts all of science especially the first and second laws of thermodynamics.
Nonetheless you are still conflating Atheism and Agnosticism. These words exist for a reason they mean different things.