Last updated 07-14-2024
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Binary Vulnerability Analysis
Protecting your software from security threats is crucial, and Binary Vulnerability Analysis is your go-to tool for scanning binary files for vulnerabilities. This advanced AI-powered scanner leverages the power of deep learning and extensive vulnerability databases to secure your applications. Here's how it works: You simply upload a binary file, and the tool begins by decompiling the file using the renowned Ghidra.
Next, it cleans and formats the code, guesses symbols, and inlines function calls for a thorough analysis. It then employs a finetuned CodeT5+ Embedding model, which has been trained on massive code repositories like Big Clone Bench and CodeSearchNet, to generate function-wise embeddings.
The system compares these embeddings against the DiverseVul Database to detect similarities with known vulnerabilities and uses SemGrep, a cutting-edge static analysis tool, to check for other potential security issues. The entire process is meticulous and may take up to 10 minutes, ensuring that nothing gets overlooked in securing your software.
Automated Decompilation: Utilizes Ghidra to decompile executables for analysis.
Code Cleanup and Formatting: Prepares the binary's code for efficient scanning by cleaning and formatting.
Advanced Code Embeddings: Generates embeddings using a CodeT5+ Embedding model fine-tuned on large code repositories.
Vulnerability Database Comparison: Compares code against the extensive DiverseVul Dataset for detecting known vulnerabilities.
Static Code Analysis: Employs SemGrep to search for potential security issues in the code.