AI-generated and assisted code

Code reviews for AI code

Review and validate AI-generated code with confidence. SonarQube delivers comprehensive automated code review capabilities for AI code, ensuring your code stays secure, reliable, and high quality.  By integrating static code analysis (SAST) and real-time inspections into your pull request workflows, SonarQube empowers developers to detect security vulnerabilities, maintainability issues, and logic defects early in the software development lifecycle (SDLC).

Request a demo

Improved AI code quality

SonarQube provides in-depth reliability, security, and maintainability analysis and immediate alerts for potential vulnerabilities and bugs, ensuring AI-generated code meets high quality and security standards. With static code analysis and automated reviews integrated into pull requests and branches, developers detect defects, correctness issues, and performance problems early. Inspections and audits strengthen software quality assurance, maintainability, and readability across source code.

main branch of code is passed

Comprehensive security insights

SonarQube finds issues in all code, including AI-generated, that don't meet common compliance and security standards such as PCI, OWASP, CWE, STIG, and CASA. Static code analysis and automated QA surface security vulnerabilities, defects, and correctness issues across source code before release. Inspections and reporting boost software quality assurance, maintainability, and readability while aligning with ISO/IEC practices. Integrated testing and pull request workflows help developers detect performance problems and risks early, enhancing reliability at scale.

code has vulnerabilities

AI code assurance tools

SonarQube either auto-detects presence of AI-generated code or lets you tag projects containing it, then uses clear labeling and badging to simplify management, maintenance, and reporting. With static code analysis and automated review, teams can apply policies, monitor risks, and enforce compliance across labeled AI code throughout pull request workflows.

coding issues are resolved
ADVANCED CODE REVIEW

Best code review tool for AI

SonarQube reviews AI-generated code with static code analysis for more than 35 programming languages and frameworks. This deterministic and independent code verification surfaces defects, security vulnerabilities, and correctness issues in source code, strengthening software quality assurance and maintainability.

Enhanced security

In-depth security scans to identify vulnerabilities and leaked secrets in AI-generated. Static code analysis and automated quality assurance reveal defects and performance risks early in pull requests, strengthening software security.

Better maintainability

Automated checks for code smells, complexity, and duplication of AI code to maintain code quality. Static code analysis flags vulnerabilities and correctness gaps early in pull requests, improving maintainability and overall code quality.

Seamless integration

Integrated into your workflow, from IDE to CI/CD pipelines, ensuring smooth operations. Automated scans and audits find vulnerabilities and defects early in pull requests, boosting correctness and end‑to‑end software quality.

Security analysis

Advanced SAST (Static Application Security Testing) and taint analysis for AI code. Automated scanning highlights vulnerabilities, risky data flows, and defects early in pull requests, enhancing maintainability and resilience.

Agentic workflow integration

Connect SonarQube MCP Server directly to AI agents (Cursor, Claude, Windsurf) via the Model Context Protocol (MCP) to provide real-time, governed feedback inside the AI's conversational flow.

Unlimited team users

You can have as many users as you need for any license. Perfect for development teams of any size that need to analyze AI code. Scale access without adding per‑seat friction.

Unlimited team projects

You can have as many projects as you need to analyze with no set limit. This is ideal for organizations that need to review AI code from multiple projects or team members.

Unlimited scans

This means that your org can scan AI code as often as you need to without any limit cap. This is essential for organizations that need to continuously monitor the quality of their AI code.

Integrated reviews for AI code

Integrated into workflows from IDE to CI/CD pipelines, ensuring smooth operations. SonarQube can be integrated with a variety of development tools, such as GitHub, GitLab, and Jenkins. Policy‑driven gates, actionable insights, and automated coverage checks help teams catch and fix vulnerabilities and defects early while standardizing quality across repositories.

devops

DevOps

Add SonarQube code review and analysis for AI code into your DevOps workflow to streamline processes improving collaboration and communication among teams. Integrated IDE to CI/CD workflows deliver timely feedback on vulnerabilities and defects, while policy-driven gates, inspections, and audits enforce standards and improve maintainability across repositories.

pdf

Dashboards, reporting, and collaboration

Use shared dashboards and reports to track reliability, security, maintainability, hotspots, and trends across repositories. Collaborate directly on flagged issues in pull requests or project views to standardize outcomes, boost readability, and support long‑term code health.

Review AI code for quality and security with analysis tools

Use advanced analysis tools to evaluate AI‑generated and human code for security, correctness, and code health. SAST and taint analysis uncover risky flows, insecure patterns, and defects before release. Policy gates and rich IDE-to-CI/CD feedback raise maintainability and reliability while supporting OWASP and ISO/IEC compliance.

SELF-MANAGED

SonarQube Server: self-managed solution for automated code reviews

Perform comprehensive, powerful code reviews with our constantly refined static analysis engine. SonarQube Server employs advanced rules along with smart, exclusive static code analysis techniques to find the trickiest, most elusive issues, code smells, and security vulnerabilities. Quality gates and pull request analysis ensure actionable guidance before merge to improve maintainability and security.

Download SonarQube Server now
Cloud-based

SonarQube Cloud: SaaS solution for automated code reviews

Execute thorough, powerful online code reviews detected in each change to your pull requests or main branch and analyze the new state of the code in your repository. View and track all issues such as bugs, code smells and security vulnerabilities. This continuous analysis promotes secure coding, application security, and ongoing code refactoring by focusing on new code, helping teams improve code quality and cloud computing security incrementally with every change.

Try SonarQube Cloud for free
Developer-first

SonarQube for IDE: code reviews in your IDE

SonarQube for IDE is a free IDE plugin that provides real-time review and feedback to improve code quality as you write. Receive immediate feedback and remediation recommendations as you type, fixing the code before moving forward. Works best when run in connected mode with SonarQube Cloud or SonarQube Server.

SonarQube for IDE is available from your IDE marketplace:

Visual Studio | VS Code | JetBrains | Eclipse

Explore SonarQube for IDE

SonarQube MCP Server

Bridge the gap between AI productivity and code quality. Empower your AI coding assistants to query Quality Gate status, find security hotspots, and analyze snippets using Sonar's trusted engine.

Using an AI-native editor like Cursor or Windsurf? Bring automated code review into your agentic workflow today.

Install the SonarQube MCP Server

Build trust into every line of code

Image for rating

4.6 / 5

Get startedContact sales

Frequently asked questions

SonarQube’s AI code review capability leverages advanced static code analysis to automatically inspect AI-generated and AI-assisted code for issues that impact security, reliability, and overall quality. By integrating into a developer's workflow from IDE to CI/CD pipelines, SonarQube delivers instant feedback on code vulnerabilities, bugs, complexity, and duplication, helping teams maintain high code standards with every commit.

With support for more than 35 programming languages and unlimited users, projects, and scans, SonarQube’s platform ensures organizations can continuously review code as needed. Comprehensive code review capabilities also enable developers to address problems early in the development process, minimizing risks and supporting efficient production of high-quality code.

  • Follow SonarSource on Twitter
  • Follow SonarSource on Linkedin
language switcher
English

© 2025 SonarSource Sàrl. All rights reserved.