Binary Vulnerability Analysis - AI-powered binary vulnerability scanner for secure code analysis

Binary Vulnerability Analysis AI-powered binary vulnerability scanner for secure code analysis

What is Binary Vulnerability Analysis?

Binary Vulnerability Analysis is a sophisticated security tool that leverages AI technology to perform comprehensive vulnerability scanning of binary files. The system employs advanced decompilation techniques using Ghidra, followed by thorough code cleaning and formatting processes.

The tool utilizes a finetuned CodeT5+ Embedding model to generate function-wise embeddings, incorporating training from Big Clone Bench and CodeSearchNet. It performs similarity checks against the DiverseVul Dataset and implements SemGrep for vulnerability detection, providing a robust security analysis solution.

Features

Decompilation: Automated binary decompilation using Ghidra
Code Analysis: Advanced code cleaning and formatting capabilities
Vulnerability Detection: Checks against 20,000+ historical vulnerabilities
AI-Powered Scanning: Utilizes finetuned CodeT5+ Embedding model
Comprehensive Processing: Includes symbol guessing and function call inlining

Use Cases

Security auditing of software applications
Vulnerability assessment of compiled programs
Code security verification before deployment
Legacy software security analysis
Malware detection and analysis

FAQs

How long does the analysis process take?

The analysis can take up to 10 minutes, depending on the size of the binary file.
What decompilation tool is used in the process?

The tool uses Ghidra for decompiling executable files.
How many vulnerabilities can the tool detect?

The tool checks against more than 20,000 historical vulnerabilities.