GitLab MCP Server

Example Use Cases

• 1

  Fetch and analyze failed GitLab pipeline job logs to suggest fixes or produce actionable debugging steps.

• 2

  Retrieve unresolved, file-linked MR comments so they can propose or apply code changes addressing reviewer feedback.

• 3

  Review the diff between an MR base commit and the current local workspace (including uncommitted changes) to provide targeted review advice or patch suggestions.

Description

This MCP server connects to a GitLab project using the GitLab API and provides AI assistants with failed pipeline job logs, unresolved merge request comments, and diffs from an MR base commit to the current local repository state. It is designed to help AI agents diagnose CI failures, address reviewer comments, and review in-progress local changes (including uncommitted edits). The server runs locally and requires a GitLab access token and the path to a local Git repository for full functionality.