Is Gitlab MCP server safe?
Yes, with the usual care.
Safe to use. Minor gaps such as a missing repository or slower maintenance.
No critical or high findings in the latest scan.
Public scan report
scanner v0.1.9 · 2026-09-20 · same rubric, same numbers if you re-run it
no findings
- Code scan14 source files scanned25/25
- –Live reliabilityno gateway calls yet and no remote to proben/a
- –Tool poisoningtools not inspected (local package is not executed); not countedn/a
- Auth qualitystatic API keys via environment variables6/15
- Maintenancelast push 0 days ago15/15
- Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
Overall 83/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON
Other servers that do what Gitlab does
- GitlabGitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more.not reviewedWidely usedB
- CICD AIopsGoverned self-managed GitLab + Gitea CI/CD ops: pipelines, runners, artifacts, RCA. 28 tools.not reviewedGrowingA
- GitHubConnect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.not reviewedEstablishedA