secure-code-scanningScan generated code for insecure patterns
Run a static insecure-pattern scanner on every generated change before it is accepted.
Use a rule-based scanner for known insecure patterns on each diff the agent produces, block the change on a hit, and return the finding to the model so it rewrites. CyberSecEval ships such a scanner and a benchmark to measure how often a model produces insecure completions.
Contexts: Coding agent
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.
Code
- https://github.com/meta-llama/PurpleLlama — CyberSecEval insecure-code detector and benchmark.verified 2026-09-02