GI

GitLab (Efficient) MCP

Production-oriented GitLab server using a progressive disclosure pattern.

Grade A Local · stdio API key tools not listed v2.33.0
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What it does

Production-oriented GitLab server using a progressive disclosure pattern.

Quickstart

# 1 — add it to Claude Code claude mcp add --scope user --env 'GITLAB_PERSONAL_ACCESS_TOKEN=${GITLAB_PERSONAL_ACCESS_TOKEN}' --transport stdio gitlab-efficient-mcp '--' npx -y efficient-gitlab-mcp-server

It needs GITLAB_PERSONAL_ACCESS_TOKEN: this reads it from your environment, so export it first.

GitLab (Efficient) costs nothing on mcprush: there is no plan to choose here, no cap to set and nothing mcprush can bill you for.

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