GitLab MCP server (official, remote)
MCP serverLow riskWork with GitLab issues, merge requests, pipelines and repositories on GitLab.com or self-managed.
GitLab's built-in MCP server (GA since GitLab 19.5) lets an agent read and update work items, merge requests, repository files and CI pipelines, with optional wiki and code-security toolsets selected through a request header. It authenticates with OAuth using the 'mcp' scope or a fine-grained personal access token; classic PATs are rejected. An administrator must allow MCP access for the group or instance first. Self-managed users replace gitlab.com with their own host.
Try asking:
- "Summarise open merge requests in my project that are waiting on my review."
- "Why did the latest pipeline on main fail?"
- "Create an issue for the login timeout bug and assign it to me."
Sign-in: OAuth in your AI tool the first time you use it.

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