CakeFuzzer is an automated vulnerability discovery tool designed for web applications built on the CakePHP framework. The tool operates continuously to identify security vulnerabilities in CakePHP-based applications while maintaining a focus on reducing false positive results. It specifically targets applications developed using the Cake PHP framework architecture. The project includes research documentation and maintains records of reported bugs through the CakePHP Application Cybersecurity Research article series. This documentation provides insights into the research methodology and vulnerability discovery process. CakeFuzzer aims to streamline the security testing process for CakePHP applications by providing automated scanning capabilities tailored to the framework's specific characteristics and common vulnerability patterns.