MCP ServerSTDIOOfficialv2.11.7

efficient-gitlab MCP Server

GitLab MCP Server with progressive disclosure - 2 meta-tools, 90% token reduction

io.github.detailobsessed/efficient-gitlab

Hosted URL

https://github.com/detailobsessed/efficient-gitlab-mcp

Transport

STDIO

Auth

1 required env var

Connect to efficient-gitlab

Hosted endpoint — paste into any MCP client.

https://github.com/detailobsessed/efficient-gitlab-mcp

Configuration this server reads at startup.

GITLAB_PERSONAL_ACCESS_TOKENRequiredSecret
GitLab personal access token with API scope
GITLAB_API_URL
GitLab API base URL (default: https://gitlab.com)

Where to find authoritative docs and source for efficient-gitlab.

Open MCP Agent Studio and connect this server to Claude, GPT, Gemini, DeepSeek and more — no install required.

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AI-native trip planning with flights, activities, accommodations, tasks, and maps.