Wooden front door has splits in panels- repair or replace?

[Amanda G.]

I was at my new project at the right time of day yesterday to notice daylight coming through the front door. It is a four panel wood door and two of the panels have splits in the wood. Can this be solved with wood putty and paint, or am I looking at needing to replace it? B/C neighborhood, so it isn't about high-end aesthetics.