Ask HN: How to get started with mining repositories?

It seems there aren't any general purpose tools for mining software repositories. I realize the lack of publicly available tools stems from this being such a broad field (e.g., are you analyzing commit logs? analyzing how the AST changes over time? or something else?) Are there any standard tools for this or must I reinvent the wheel?