MCP ServerSTDIOOfficialv7.2.0

Advanced GitLab MCP server MCP Server

GitLab MCP server with 44 tools for projects, MRs, pipelines, and more

io.github.structured-world/gitlab-mcp

Hosted URL

https://gitlab-mcp.sw.foundation

Transport

STDIO

Auth

1 required env var

Connect to Advanced GitLab MCP server

Hosted endpoint — paste into any MCP client.

https://gitlab-mcp.sw.foundation

Configuration this server reads at startup.

GITLAB_TOKENRequiredSecret
GitLab Personal Access Token with 'api' and 'read_user' scopes
GITLAB_API_URL
GitLab instance API URL for self-hosted instances (defaults to https://gitlab.com)
GITLAB_READ_ONLY_MODE
Enable read-only mode (disable all manage_* write operations)

Where to find authoritative docs and source for Advanced GitLab MCP server.

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

mcp-context-server

An MCP server that provides persistent multimodal context storage for LLM agents.

SmartMemory

Neuro-symbolic memory for LLMs (POC)

remote-mcp-server

Coupler.io remote MCP server

trip-planner

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