Claude Security catches vulnerabilities during coding sessions, but security governance extends far beyond a single session. GitLab covers the rest of the path to production through five key handoffs: compliance and audit evidence collection, data governance controls over what reaches AI models, continuous scanning of dependencies and infrastructure independent of sessions, policy enforcement on every pipeline run regardless of whether code was human- or agent-written, and enterprise-level visibility for security teams. The integration uses the GitLab MCP server to connect Claude workflows directly into GitLab's platform, enabling teams to set guardrails once and have them apply to every developer and agent automatically.
Table of contents
From flagged to enforced controlsFrom scanned in session to audit evidenceControl what sensitive data is sentFrom one scan to full scanning coverage across the development lifecycleOne set of guardrails, for every agent and every developerGovern what ships129 Impressions