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This skill provides expert guidance for implementing comprehensive security scanning using industry-standard tools like Semgrep, SonarQube, and CodeQL. It assists developers in setting up automated vulnerability detection within CI/CD pipelines, creating custom security rules, and optimizing scan performance to reduce false positives. Whether you are establishing DevSecOps practices from scratch or performing a deep security audit, this skill helps ensure your application code adheres to high security standards and compliance requirements like PCI-DSS and SOC 2.