Code Review Workflow
Secure every commit to production with Claude and GitLab

Secure every commit to production with Claude and GitLab

8/3/2026 · Alisa Ho

What this post added

This post details the integration of Anthropic's Claude AI security guidance plugin with GitLab to enhance the security of the commit-to-production workflow. It introduces a five-step workflow that leverages Claude for in-session code authoring and vulnerability flagging, and GitLab for enforcing controls, providing audit evidence, managing sensitive data, and ensuring comprehensive scanning coverage across the development lifecycle. Key GitLab features highlighted include Security Configuration Profiles, Merge Request Approval Policies, Vulnerability Reports, Security Dashboards, Compliance Controls, Pipeline Logs, Audit Events, Context Exclusions for AI data, Prompt Guardrails, and various security scanning tools (Dependency, Container, IaC, Secret, DAST). The post emphasizes that GitLab provides the guardrails for both human developers and AI agents to ensure secure code delivery.

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