The Cocoa Plant Detector is a state-of-the-art AI solution designed to revolutionize agriculture. Utilizing advanced machine learning techniques, including YOLOv8 and QGIS, this tool accurately identifies and monitors cocoa plants in real-time. By employing vision-based technology, it enhances productivity and optimizes yield by providing actionable insights. Designed for agri-tech startups and bio-data labs, this system is deployable and scalable, ensuring that farmers can make informed decisions to improve their practices. Our Cocoa Plant Detector empowers local farmers to embrace technology for sustainable agricultural growth, transforming the farming landscape in Ghana and beyond.