Release catalog
Versioned evidence, preserved over time
Each VulnBench release defines its own protocol, reference model, metrics, dataset version, and compatibility boundary.
Current release
Snyk VulnBench 2.0
What do AI security agents find that SAST does not, and what do they miss that SAST catches?
A blind study of nine productized security configurations, from the Snyk Code static analyzer to Claude Code, Codex Security and DeepSec, on 108 hand-curated, attacker-reachable vulnerabilities in 20 open-source web applications.
Superseded release
Snyk VulnBench JS 1.0
Can LLMs find the same bugs twice?
A controlled study of how repeatably agentic LLM security reviews find vulnerabilities in the same JavaScript code, prompt, and benchmark harness.
Each release defines its own protocol, reference set, metrics and dataset version. Numbers are never compared across releases.