Combine two Pandas dataframes with the same index

I have two dataframes with the same index but different columns. How do I combine them into one with the same index but containing all the columns?

I have:

  A 
1 10 
2 11

  B
1 20
2 21

and I need the following output:

  A  B
1 10 20
2 11 21