Advanced GitLab MCP server

Advanced GitLab MCP server is a Model Context Protocol (MCP) integration server that exposes 58 CQRS tools for over 230 GitLab operations across 26 entity types such as projects, merge requests, pipelines, work items, and more. It ensures only the supported operations for a given GitLab instance, version and access token are surfaced, providing robust control, multi-instance support, auto-discovery, read-only operation for production, OAuth authentication, and resilience against network outages. It's suitable for developers, organizations, and platform builders seeking scalable and context-aware integration between MCP agents and GitLab (cloud or self-hosted).