I just started using godo [1] and I like it so far. Implement tasks in Go, bash, or the provided wrappers around os/exec.

Biggest advantage over a generic tool like Make is that you can import your project dependencies (such as your database configuration) into your task.

[1] https://github.com/go-godo/godo