Check out http://bazel.io/docs/build-encyclopedia.html#maven_jar. In the root of your build, specify the jars you want from maven and then add them as dependencies in your BUILD files. The first time you run "bazel build", they'll be downloaded and cached from then on. It's somewhat limited in functionality at the moment, but should work for basic "download and depend on a jar".
For multiple Github repos, use http://bazel.io/docs/build-encyclopedia.html#http_archive or http://bazel.io/docs/build-encyclopedia.html#new_http_archiv... (depending on if it's a Bazel repository or not). Let us know if you have any questions or issues!