In other words, do Anthropic tools provide any affordances for this or is it something I have to manage externally?
That product only works against one GitHub repo at a time. The Claude Code you install and run locally doesn't have a GitHub attachment at all and can run against whatever you checkout yourself.
Here's an open feature request about it: https://github.com/anthropics/claude-code/issues/23627