We present an end-to-end camera-only drone tracking approach in a multi-agent framework. We show implementation and simulation of such a system and test the tracking components utilizing a CNN-LSTM model for range estimation tested on real data. A video of the demo is available at this link (https://drive.google.com/file/d/1AlV89lgfi5nqwZCHTXC0pLm6BsZh_cBk/view?usp=drive_link).