Yes, I was slightly disappointed to discover this fact.

From the title, I thought it would be something I'd be able to run semi-automatically on a neural net (presumably defined in a standard / widely-used format like a Tensorflow net) and have it spit out a nice diagram.

Don't get me wrong, this still seems super-useful. It's just not what I expected.