Blog
Insights on AI-generated code quality, scanning methodologies, and developer tooling.
2,873 findings across 11 repos in under 2 minutes — here's the pattern
We scanned 11 repos from one early deployment in under 2 minutes. The aggregate: 2,873 line-level findings, 135 unique issues, 2 high-severity. Here's what AI-generated code keeps doing — and what V5 looks for.
The scan we refused: when your repo is too big for the free tier
V5 Code QA's free tier caps at 100K LOC. When a portfolio scan hit a repo over the limit, we refused it — and that refusal is the most honest upsell in security tooling.
AI Code Review Tools for Vibe Coders: 2026 Comparison
Compare 7 AI code review tools for vibe coders: CodeRabbit, DeepSource, Codacy, Graphite, VIBECODE AUDIT, AquilaX, and Vibe Code QA. Pricing and features.
Why 53% of AI-Generated Code Ships with Vulnerabilities
AI-generated code carries 2.74x more XSS vulnerabilities and 86% fails injection defense. What the research says about AI code security scan findings.
We Scanned Our Own Codebase: 406 Findings in 35 Seconds
We ran our V5 Code QA agents on our own 15,586-line TypeScript codebase. Here's what 5 AI agents found — and what it means for AI-generated code quality.