I had to make Chai scones a while back, so I looked at the ingredients in the box of Chai tea and made my own mixture. I'm sure you can also buy the spice from a vendor. Here are the spices I used in order of diminishing amounts:
ginger
cinnamon
black pepper
cardamom
cloves
star anise
Grind up in processor.