GitLab API MCP Server

Example Use Cases

• 1

  Manage GitLab projects, branches, commits, and pipelines programmatically.

• 2

  Leverage a multi-agent system to delegate GitLab-related tasks with domain specialization.

• 3

  Integrate GitLab functionality into LLM workflows using MCP and A2A protocols.

Description

This MCP server provides a Python-based wrapper around GitLab's API, enhanced with Model Context Protocol (MCP) tools and Agent2Agent (A2A) multi-agent architecture. It allows LLMs and agent frameworks to interact with GitLab tasks through specialized child agents and a shared knowledge graph, promoting modularity and scalability. The server supports various authentication methods, middleware for observability, and optional policy-based access control via Eunomia, making it suitable for enterprise integrations.