Prbl vs SonarQube

Prbl vs SonarQube for AI-generated code

SonarQube is a mature code-quality and static-analysis platform with thousands of rules across dozens of languages. Prbl is deliberately narrow. It answers one question SonarQube was never built to ask: did an AI tool write this, and does it carry the gaps AI tools leave behind?

FeaturePrblThem
Code-quality rules (bugs, smells, coverage)Not the focusCore strength
Language breadthFocused on JS/TS and PythonVery broad
AI-generated file detectionYes, built for thisNo
Live-URL exposure check (leaked keys, open Supabase)YesNo
False-positive postureTuned to under 10 percent on AI-code classesHigh volume, needs tuning
SetupPaste a repo or URL, no configServer or SonarCloud project setup
Auto-fix for findingsYes, AI rewriter with behavioral baselineGuidance, limited auto-fix
Pricing entry pointFree, $29/mo ProFree community edition, paid for advanced

Where SonarQube wins

If you want continuous code-quality gates across a large, multi-language codebase, SonarQube is a proven default. Its bug, code-smell, and coverage rules are deep, it plugs into most CI systems, and it gives large teams a shared quality bar. For maintainability at scale, it is hard to beat.

Where Prbl is different

SonarQube was tuned for code humans write. AI-generated code fails in a narrow, repeatable set of ways: hardcoded credentials in scaffolded files, missing authentication on generated CRUD routes, fallback secrets in environment lookups, and Broken Object Level Authorization on endpoints an assistant produced in seconds. Prbl prioritizes exactly those classes, and it keeps false positives low so the findings that surface are worth acting on rather than tuning away.

Run both

These are not competing tools. SonarQube holds your quality and maintainability line; Prbl watches the narrower question of whether an AI tool just shipped something dangerous. Teams leaning on Cursor, Copilot, or Claude Code get more signal running Prbl alongside SonarQube than from either alone.

Prbl vs SonarQube: AI Code Security Alternative