What banking software do you mean? For home use? Isn't browser based good enough?
The few I had a pleasure of using have a really good browser and mobile app support. The only problem I ran into is that sometimes mobile apps refuse to run on rooted Android devices.
The browser will only ever log in to one bank per tab, and with different UI per bank. If you have more than one bank, it becomes a hassle quite quickly.