Is it normal that with the same op amp but with a different voltage input, the amplifier gain is different?
Yeah, the gain pins at pin 1 and pin 8 show that it is an LM386 audio power amplifier, not an opamp. The LM386 already has negative feedback for a gain of 20 and biasing so that with no input then its output is at half the supply voltage.