Unable to Connect to HC-05 Bluetooth Module via Mobile App

I have created an Android App using MIT App Inventor. And have connected the HC-05 Bluetooth Module to Arduino over Serial UART communication. When I paired the HC-05 module, it got paired with a mobile phone. But then when I try to connect the same module on the same mobile though custom-built Android App HC-05 doesn't show up to connect.

I wonder if someone has faced a similar issue. Appreciate any help you can provide

Thanks in advance!
HC-05_Bluetooth_Module.jpg
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