Comprehensive AI Tool for Binary Vulnerability Analysis
BinAnalysis is a web-based application designed to enhance security during software development and testing by identifying vulnerabilities in binary files. This tool allows users to upload binary files, which are then analyzed against a vast database of over 20,000 historical vulnerabilities. The process involves decompiling the executable files and generating detailed code representations through advanced AI algorithms, ensuring a thorough assessment.
The analysis utilizes Ghidra for decompilation, followed by cleaning and formatting the code, and applying a specialized embedding model for deeper insights. To detect potential vulnerabilities, BinAnalysis compares the code against known vulnerabilities using the DiverseVul dataset and employs SemGrep for additional checks. This comprehensive approach makes BinAnalysis an effective solution for developers seeking to secure their binary files.
