Binary Vulnerability Analysis
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About
Binary Vulnerability Analysis is an AI-powered tool designed to scan binary files for vulnerabilities. The user uploads a binary file, and the tool decompiles it to check for vulnerabilities against over 20,000 historical vulnerabilities. The process involves several steps including decompiling using Ghidra, cleaning and formatting the code, and generating function-wise embeddings using a specialized CodeT5+ embedding model that has been finetuned on datasets such as Big Clone Bench and CodeSearchNet. The analysis checks for similarities against the DiverseVul dataset and utilizes SemGrep to identify vulnerabilities.
Platform
Features
• function-wise analysis
• cleans and formats code
• uses semgrep for vulnerability detection
• checks against 20k+ historical vulnerabilities
• generates embeddings with codet5+
• decompiles executables using ghidra
• supports upload of binary files
• ai-powered binary scanning
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