Vibe, then verify.
Vibe coding accelerates development with generative AI, but it’s not enough. AI-produced code can contain bugs and vulnerabilities, which is why tools like SonarQube are critical for review and validation.
TRUSTED BY OVER 7M DEVELOPERS WORLDWIDE
Unvetted quality
AI-generated code often prioritizes syntax over efficiency, increasing technical debt. SonarQube reviews code automatically and detects code smells and duplication so your codebase stays reliable.
False security
AI-written code is not inherently secure. Flaws expose applications to attacks. SonarQube detects vulnerabilities like SQL injection, deserialization, and XSS so code meets your security standards.
Dependency risks
AI-generated code often pulls in external libraries that can introduce vulnerabilities and supply-chain risk. SonarQube Advanced Security identifies and flags risky dependencies so you can mitigate the attack surface.
Code accountability
As AI tools write more code, teams often accept it without proper vetting. When defects reach production, ownership gets murky. Catching issues early keeps every change accountable to your quality and security standards.
Review AI-generated code
- Guardrails for AI code
Automatic review of every line of code — AI-generated or human-written — to find bugs, vulnerabilities, and quality issues. - Customizable standards
Define and enforce your own quality and security rules and thresholds with SonarQube's quality gates. - Compliance for AI code
Finds issues in all code — including AI-generated — that don't meet compliance standards such as PCI, OWASP, CWE, STIG, and CASA. - Comprehensive languages
Supports 40+ programming languages so your quality and security standards stay consistent across every project.
What you get with Sonar's AI products
Outcomes teams care about: code you can trust, a process you can repeat, and results you can explain. Sonar delivers consistent, repeatable, explainable, accurate, auditable, and efficient outcomes — with deterministic analysis, zero-trust verification, and multi-layered checks as the engine behind them.
Consistent & Efficient
Every AI-generated change is reviewed against the same standards. Routine issues are caught automatically, so engineers focus on architecture and intent — not cleanup.
Accurate & Repeatable
Early validation improves reliability and reduces debug cycles. The same rules apply to every commit, every branch, every team.
Auditable
Every finding has a clear reason, a rule, and a suggested fix. Governance teams get auditable evidence that AI-generated code meets your standards.
Explainable
Contextual guidance makes every fix understandable to developers, reviewers, and auditors alike. Sonar solves verification debt — the gap between how fast AI writes code and how fast teams can trust it.
Java
Python
JavaScript
TypeScript
C#
C++
C
PHP
GO
Rust
Kotlin
Terraform
CloudFormation
Kubernetes
Helm
Docker
Dart
XML
Ruby
VB.NET
Scala
Swift
ABAP
Apex
COBOL
JCL
CSS
Flex
HTML 5
Objective-C
Azure Resource Manager
PL/I
PL/SQL
RPG
T-SQL
VB6
GitHub
GitLab
Azure DevOps
Atlassian Bitbucket
Atlassian Jira
Slack
JSON
YAML
GitHub Actions
Shell
Groovy
"Sonar helps our development team confidently make both AI-assisted and human-developed code fit for production by reviewing and establishing rules of good programming practices to achieve better code."
Dario FloresTechnical Quality Specialist
"Sonar helps our development team confidently make both AI-assisted and human-developed code fit for production by reviewing and establishing rules of good programming practices to achieve better code."
Dario FloresTechnical Quality Specialist
Verify every line of AI code — before it ships.
Integrate SonarQube into your workflow and stop verification debt at the source.
4.6 / 5
