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Developer Tools
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Deployment & DevOps

Exposes GitLab REST and GraphQL API operations as Model Context Protocol (MCP) tools, resources, and prompts for AI assistants.

The GitLab tool acts as a comprehensive Model Context Protocol (MCP) server, transforming GitLab's extensive REST and GraphQL API operations into accessible tools, resources, and prompts specifically designed for AI assistants. It provides over 1000 individual operations, intelligently grouped into 42 meta-tools (57 for enterprise versions) to optimize token usage for Large Language Models. This enables AI to perform a wide range of tasks, from LLM-assisted code reviews and pipeline failure diagnoses to interactive creation wizards for issues, merge requests, and projects. Written in Go, it delivers a single static binary, supporting both stdio and HTTP transports for seamless integration with various AI clients across Windows, Linux, and macOS.

Key Features

01Exposes 1006 GitLab REST & GraphQL API operations as MCP tools
02Offers 42 meta-tools (57 with enterprise features) for optimized LLM interaction
03Includes 11 sampling tools for AI-assisted code review, issue analysis, and pipeline diagnosis
04Provides 4 elicitation tools for interactive creation wizards (issue, MR, release, project)
05Supports stdio and HTTP transports, with cross-platform compatibility and self-hosted GitLab support
060 GitHub stars

Use Cases

01Interact with GitLab projects, issues, and merge requests using natural language via AI assistants
02Automate LLM-assisted code reviews, pipeline failure diagnosis, and security reviews
03Generate release notes, milestone reports, and perform cross-project analytics directly from GitLab data