Caped Crusader is underrated and I can't wait for season 2
All the talk about Caped Crusader was about the Penguin gender swap and its direction compared to BTAS or even The Batman (2004). Having seen all 3 shows and liking all 3 of them, I think caped crusader has something's going for it that neither BTAS or The Batman had enough of:
First of all, I think the show has a really Un formulaic method to their shows. The order of plot events usually change episode to episode.
In many Batman animated shows, the progression usually goes like this: there's a new crime being committed, Batman investigates, Batman fails to apprehend the villain, villain commits additional crimes another day, Batman captures him/her. So usually 2-3 encounters with the villain. Caped Crusader I think is a more authentic period piece than BTAS, which was more of an amalgamation of different decades in American history, caped Crusader seems solidly in the pre 1950s era of USA.
What I really liked about the show was the GCPD going after Batman himself, as he's one of the fugitives wanted by law. The show also had a nice flow in that plot points won't be revisited until episodes later, meaning they did think out how they wanted the show ti be in the beginning middle and end