I tried digging a little deeper and a popular anime about this already exists and is called Symphogear. "It blends idol-style transformations, singing, and armored gear powered by relic-tech/science."
They would use science & technology rather than just pure magic, it would work well and be interesting since it's a diversion from the classic fantasy-trope associated with magical girls