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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
View MAESTRO 7-layer threat model →

These scores are auto-generated from public information (the agent's own listing, docs, and repository) using the canonical OWASP AIVSS formula and the MAESTRO framework — an estimate for guidance, not a penetration test, audit, or certification. See the scoring methodology. Are you the vendor? Factual corrections are free.

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

Use cases