It's offline from my end. But the Onion site works fine, and is better for privacy anyway.
See
Tor Project to download the Tor browser.
It's down for me also and I tried with different browsers.
I know we can always use onion website that I usually recommend, but it would be good to hear from official Chipmixer account with explanation what happened in this case.
Probably some ddos attack or scheduled maintenance.