Binary Vulnerability Analysis vs Refraction

Upload a compiled binary in your browser and Binary Vulnerability Analysis runs a full server-side scan without local Ghidra or SemGrep installs. You pick a file on the homepage, wait while the pipeline decompiles and checks it, and read the results when processing finishes.

Most binary scanners lean on signature matching or sandbox behavior alone. This one chains Ghidra decompilation, CodeT5+ function embeddings finetuned on Big Clone Bench and CodeSearchNet, similarity checks against the DiverseVul dataset of 20,000+ historical vulnerabilities, and SemGrep static rules in one upload flow. That hybrid embedding-plus-pattern approach targets logic-level flaws in decompiled code, not just known byte sequences.

Security researchers, reverse engineers, and developers use it when they want a quick vulnerability screen on compiled binaries. Analysis time scales with file size and can run up to about 10 minutes on larger executables.

Improve and generate code with AI. Refactor code, create documentation, and write unit tests automatically. Simply paste your code, select a language or framework, and click "Generate" to see the magic happen. Refraction is a code generation tool for developers. It harnesses AI to generate code for you. Use it to produce unit tests, documentation, and refactor code.