People interested in type annotations can check this discussion: https://github.com/bazelbuild/starlark/issues/106
For most purposes, Bazel dependency on Java is an implementation detail (users don't need to install a JVM), although you might notice it if you need to bootstrap Bazel.
(I co-designed Starlark and I used to work on Bazel)