AI-assisted & quality-assured code

Vibe, then verify AI code quality solutions

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.

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AI-generated code introduces hidden challenges

Code quality and security challenges are being accelerated by AI-assisted developmentAI generated code can introduce bugs, vulnerabilities, and risky dependencies that slip past quick reviews. Automated AI code reviews with an assistant help enforce standards and keep issues from reaching production.

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Unvetted quality

AI-generated code often prioritizes syntax over efficiency, leading to increased technical debt. SonarQube automatically reviews code and detects code smells and code duplication, helping you maintain reliable code.

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False security

The dangerous illusion is that AI-written code is inherently secure. Code that contains flaws is vulnerable to software attacks. SonarQube detects vulnerabilities like SQL injection, deserialization, and XSS, ensuring code meets the highest security standards.

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Dependency risks

AI-created code often relies on external libraries, which can introduce vulnerabilities. These flaws may result in supply chain attacks. SonarQube’s Advanced Security identifies and flags risky dependencies, helping you mitigate the attacks.

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Code accountability

As AI-coding tools create more code, teams often accept the code without proper vetting. When issues in AI-generated code make it to production, responsibility is unclear. Detecting coding issues early, and before they ever reach production, ensures all new code meets agreed quality and security standards.

Prevent security & compliance vulnerabilities

Proactive checks in the IDE and CI/CD pipelines catch issues early when fixes are fastest and least costly. Quality gates block risky merges and deployments until code meets your standards, leading directly into automated reviews of AI generated code and enforceable policies.

Review AI-generated code

  • Guardrails for AI code
    Performs automatic code reviews of every line of code, including AI-generated, to find bugs, vulnerabilities, and quality issues.
  • Customizable standards
    Define and enforce your own code quality and code security rules and thresholds with SonarQube's powerful quality gates.
  • Compliance for AI code
    Finds issues in all code, including AI-generated, that don't meet common compliance standards such as PCI, OWASP, CWE, STIG, and CASA.
  • Comprehensive languages
    Supports over 35 programming languages, ensuring consistent code quality and security across all your projects.
code has issues in development lifecycle

Secure, high-quality AI-generated code you can trust

AI CodeFix helps developers use AI coding tools confidently by automatically detecting and fixing issues in AI-generated code. It applies strong quality and security checks to proactively identify problems and deliver safe, reliable improvements. All projects, including those containing AI-created code, benefit from AI CodeFix, ensuring that every change meets the highest standards of code quality and security before moving to production.

How does it work?

SonarQube identifies and helps resolve issues introduced by AI coding. It detects bugs, vulnerabilities, and risky dependencies in AI generated code and prioritizes them with clear guidance. Automated checks enforce your code quality and security standards before merges and releases.

Key benefits of AI code review tools

Unlock actionable code intelligence to continuously improve AI-generated code quality and code security while reducing developer toil. Automated insights surface the most impactful fixes first, helping teams resolve issues faster and ship with greater confidence.

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Increased velocity

Accelerate release cycles by resolving AI coding issues in the DevOps pipeline, delivering faster time-to-market. Automated reviews and quality gates catch problems before build and test, reducing rework and keeping releases on schedule.

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High quality

Ensure AI-generated code meets high standards before building and testing, reducing time to debug and rework. Early validation improves code reliability and helps teams focus on features instead of firefighting defects and regressions.

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Peace of mind

Build confidence in your generative AI codebase by performing automated code reviews using SonarQube to eliminate issues. Consistent verification strengthens governance, reduces risk from vulnerabilities and supports reliable releases.

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Improved productivity

Enhance developer experience and productivity with AI code verification and AI fix suggestions. Contextual guidance streamlines remediation and helps teams move from triage to delivery with fewer interruptions and faster feedback.

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Code quality and security in your CI/CD workflow

SonarQube is purpose-built for DevOps, embedding automated code analysis directly into your pipeline and supporting the programming languages your teams already use.

Java
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Python
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JavaScript
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TypeScript
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C#
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C++
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C
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PHP
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Go
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Rust
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Kotlin
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Terraform
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CloudFormation
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Kubernetes
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Helm
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Docker
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Dart
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XML
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Ruby
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VB.NET
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Scala
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Swift
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ABAP
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Apex
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COBOL
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JCL
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CSS
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Flex
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HTML 5
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Objective-C
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Azure Resource Manager
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PL/I
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PL/SQL
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RPG
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T-SQL
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VB6
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GitHub
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GitLab
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Azure DevOps
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Slack
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Dario Flores image

"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 Flores, Technical Quality Specialist

Dario Flores image

Dario Flores, Technical 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."

Build trust into every line of code

Integrate SonarQube into your workflow and start finding vulnerabilities today.

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