ObfusCat is designed to offer a comprehensive AI-assisted coding experience while prioritizing code privacy. The tool operates entirely on the developer's local machine, ensuring that no code is shared or exposed to external servers. By leveraging AI, ObfusCat facilitates tasks such as automated testing, bug fixing, code explanation, and more, all within a secure environment.

Octogen is an open-source code interpreter focused on providing a secure and reliable environment for developers to run and test their code. Powered by advanced AI models like GPT-3.5/4 and Codellama, Octogen offers functionalities for code issue resolution, and handling of various data types including images and videos. Its open-source nature ensures flexibility, adaptability, and continuing community-driven enhancements.