GitLab MCP Server

MCP Tools and AgentsFreeOpen Source

Comprehensive GitLab MCP server for managing projects, MRs, issues, pipelines, wikis, and releases.

🛡️ AgentReady threat assessment

MAESTRO 7-layer threat model + OWASP AIVSS risk score for GitLab MCP Server, derived from its capabilities.

AIVSS 7.5 · High

Overview

This widely used GitLab MCP server lets agents manage projects, merge requests, issues, pipelines, wikis, releases, tags, and milestones. It supports PAT, local OAuth2, MCP OAuth proxy, and per-request remote auth across stdio, SSE, and Streamable HTTP transports. Write access to repositories and CI pipelines plus flexible auth modes make token scoping and injection review important.

Key features

Manage MRs, issues, and pipelines
Wiki, release, and milestone tools
Flexible PAT/OAuth auth and transports

Use cases

Agent-driven GitLab issue and MR workflows
Inspecting and triggering CI pipelines from chat