🧰 Snyk VulnBench JS 1.0

The items that name it 3

• Is prevention essentially a solved problem?
  article2026-09-10

  Benchmark measuring consistency of LLM-based semantic security review across 300 runs of the same code review, showing nearly half of findings from a single run turn up in only one of five runs

• Benchmarking Secure-and-Functional Remediation and How Snyk Agent Fix Lifts Frontier-Model Fix Rates by over 14%
  article2026-08-18

  Benchmark (published June 2026, paper) comparing Snyk Code SAST vs LLM coding agents (Claude Code harness) for vulnerability detection; dataset public at vulnbench.com

• Snyk VulnBench JS 1.0: Can LLMs Find the Same Bugs Twice?
  writeup2026-06-29

  Benchmark measuring repeatability of agentic LLM vulnerability-finding security review; ran 300 scans (10 fixtures x 6 configurations x 5 repetitions) comparing LLM findings against Snyk Code reference findings.