Rubidium is certainly STABLE. But it might not be accurate...you would need to calibrate it somehow to get it dead-on frequency.
Also, the rubidium physics package have a limited lifetime. It's basically a rubidium lamp and a rubidium filter cell, and can burn out. If I got one, I would look for one that was "new old stock", not one that was pulled from years of use in a cell tower, or a wicked old HP one from a lab reference."
There is no such thing as a "rubidium oscillator". Its a crystal oscillator that is multiplied up to the rubidium microwave resonance frequency. The microwave energy is focused on the rubidium filter cell, and if the frequency is just right, the light gets attenuated. They dither the frequency +/- a little, and try to "frequency lock" the XTAL frequency to the point of minimum light transfer. Being a "frequency locked loop", it is subject to slight frequency drifts (unlike a PLL).