Coolant leak

I have coolant seeping from the joint between the water pump and the timing cover, at the long bolt, furthest to the right, looking at the engine from the front.
Can I simply remove the bolt and use some thread sealer? It does not really pose a problem other than the occaisonal need to soak up the coolant every few days...