"StableReverse" is an app that empowers users to explore, comprehend, and analyze Python code repositories hosted on GitHub. This innovative project simplifies the challenging task of reverse engineering code by offering a comprehensive suite of features and an intuitive interface, making it accessible to a broad spectrum of users, from experienced developers to data scientists and curious learners. StableReverse leverage GPT3 for analyzing the repo filse system and StableCode for writing the code. Use Cases: Code Debugging: Developers can use "StableReverse" to understand and debug unfamiliar code segments, identifying issues and improving software quality. Algorithm Exploration: Data scientists and researchers can explore complex algorithms and data processing techniques implemented in open-source projects. Learning Tool: Students and learners can gain insights into coding practices by studying and reverse engineering real-world code. Open-Source Contribution: Contributors to open-source projects can quickly grasp project structures and coding conventions. Code Auditing: Security experts can use "StableReverse" to identify potential vulnerabilities and security issues in codebases. Innovation Exploration: Innovators and entrepreneurs can explore existing codebases for inspiration and to understand emerging technologies.