Catch Points are basically EXP for upgrading your Catch Pass Level.

Please check out: Catch Pass

You get Catch Points for every round you finish in Catch Live:

• You get 100 Catch Points for the first three rounds every day.
• Else, you get 10 Catch Points for every match.