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glab-mcp

glab-mcp

github.com/vince-winkintelAgent workflows49105 installsUpdated 1d ago
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About glab-mcp

glab mcp is a deprecated experimental GitLab MCP server interface for AI assistants. It exposes annotated GitLab CLI commands as tools, with JSON output enabled automatically; it is not recommended for production or new integrations.

Key features

  1. 01Exposes annotated GitLab commands
  2. 02Automatically formats responses as JSON
  3. 03Includes inherited flags in schemas
  4. 04Deprecated experimental interface

Use cases

  1. 01Let an AI assistant interact with GitLab projects
  2. 02Use supported tools for issues, merge requests, and pipelines

MCP support

It runs as an MCP server and exposes supported GitLab operations as tools to MCP clients. The interface is deprecated; upstream directs users to the GitLab MCP Server.

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/vince-winkintel/gitlab-cli-skills --skill glab-mcp

After installing, type/glab-mcpin Claude Code to confirm it loaded.

Bundled filesreferences/commands.md

Details

From the project README

glab mcp

Deprecation

glab mcp and glab mcp serve are deprecated. Upstream directs users to the GitLab MCP Server and collects feedback in work item 8618. Existing stdio behavior is documented below for compatibility; do not treat it as a recommended new integration. Help output may omit the runtime deprecation warning.

Overview

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Capture d43ccacec (key above).


  Manage Model Context Protocol server features for GitLab integration.

  The MCP server exposes GitLab features as tools for use by
  AI assistants (like Claude Code) to interact with GitLab projects, issues,
  merge requests, pipelines, and other resources.

  This feature is an experiment and is not ready for production use.
  It might be unstable or removed at any time.
  For more information, see
  https://docs.gitlab.com/policy/development_stages_support/.


  USAGE

    glab mcp <command> [--flags]

  EXAMPLES

    glab mcp serve

  COMMANDS

    serve      Start a MCP server with stdio transport. (EXPERIMENTAL)

  FLAGS

    -h --help  Show help for this command.

Quick start

glab mcp --help

Current behavior

Auto-enabled JSON output

glab mcp serve automatically enables JSON output format when running — no manual flag needed. This improves parsing reliability for AI assistants consuming the MCP server's tool responses.

Unannotated commands excluded

Commands that lack MCP annotations are not registered as MCP tools. This means only explicitly supported commands are exposed to AI assistants, reducing noise and improving reliability. If a GitLab operation you expect isn't available as an MCP tool, it may lack MCP annotations.

Inherited flags advertised

MCP tool schemas include visible inherited flags accepted from parent commands, such as --repo on project-scoped operations. Pass these through the tool's flags object using the schema's underscore-normalized names (for example, repo); do not assume a flag is unavailable merely because it is registered on a parent command.

Subcommands

See references/commands.md for full --help output.

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