The capacitor with the red markings. It has unusually large terminals, that I've never seen before. I expect some capacitor, probably NP0, which has stable frequency response up to 2 GHz, since it's an AC coupling part in a 2 GHz probe.
Anyone has an idea who is the supplier and the series? Is it an Agilent custom part?