Can philosophy be compatible with science??
Sure. If it is real than it has to be compatible with science!
Not sure about your question, but philosopher-scientists are not uncommon, including Chomsky. In addition, there's a long list of philosophers of science, [en.m.wikipedia.org].
Why not? Philosophy and science discuss different ways of execution with very different criteria.
The danger with the question is eliciting a divide which doesnβt exist
Philosophy will explore, and consider ideas
Science will test the ideas as far as possible.
The results of the tests can be considered philosophically
The ideas from the tests can be, where practical and applicable, tested by science.
They are compatible with each other.