Binary Vulnerability Analysis
PaidBinAnalysis — Awaiting Official Product Details
About Binary Vulnerability Analysis
BinAnalysis is an AI-powered binary vulnerability scanner that allows users to upload executable binaries for automated security analysis. The tool decompiles binaries using Ghidra, then applies a pipeline of cleaning, formatting, symbol guessing, and inline function call handling. Function-wise embeddings are generated using a fine-tuned CodeT5+ model (trained on Big Clone Bench and CodeSearchNet) and compared against the DiverseVul dataset (20,000+ historical vulnerabilities). Additionally, SemGrep is used to check for known vulnerability patterns. The analysis typically takes up to 10 minutes depending on file size.
Key Features
Pros & Cons
- Combines decompilation with AI-driven similarity matching for comprehensive analysis
- Leverages a large dataset of 20,000+ historical vulnerabilities
- Uses established tools (Ghidra, SemGrep) alongside custom AI model
- Web-based interface – no local installation required for users
- Automated pipeline reduces manual analysis time
- Analysis can take up to 10 minutes, which may be slow for large or urgent scans
- Binary format support may be limited (details not explicitly provided)
- Uploading sensitive binaries to a third-party service may raise privacy concerns
- No offline or self-hosted version mentioned
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