mise is pretty nice, though I don't use it for python, Python is handled by uv with poethepoet as the task runner.
So you can run
uv run poe docs
Instead of
uv run sphinx-build -W -b dirhtml docs/source docs/build
Many languages have a task runners baked into their package manager, but many others don’t. In Ruby it’s roughly the equivalent of Rake.