Let me be clear, this place neither feels old, looks old or legit. However, be aware that as is the case with most things in China, it has been knocked down, rebuild, polished and turned into a local tourism hotspot.
The temple is nice enough, can be reached using the number 8, 38 or 27 bus from the town centre.
It is worth the morning and I did enjoy it... just don't complain that the place clearly isn't old and/ or historical.