For the last couple of weeks my Jeep has started and then died within seconds without actually catching. This is intermittent, and sometimes I can rev it really high for 30-60 seconds and it will catch. Not always.

My only thoughts are: can it be aTPS problem? If so do I just need to clean the throttle? Something else? Could it be a dirty fuel filter?

Welcome the wisdom of the Jeep world!