GitLab MCP Server

Item: GitLab MCP Server
Rating: 41
Author: M8ven

Enables AI assistants to interact with GitLab projects by listing merge requests, issues, and pipelines via MCP tools.

→ kyle-bober/gitlab-mcp-server · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

🔐

You'll be asked for 1 credential: GITLAB_TOKEN

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configGITLAB_URL— Base URL of the GitLab API (v4) https://gitlab.spectrumflow.net/api/v4

🔐 secretGITLAB_TOKEN— GitLab Personal Access Token with api scope glpat-xxxxxxxxxxxxxxxxxxxx

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 2 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/kyle-bober-gitlab-mcp-server-1cje0z)](https://m8ven.ai/mcp/kyle-bober-gitlab-mcp-server-1cje0z)

commit: 4dffc25e1174a3946f0f0eb7c16c809a4ad8e6af

code hash: 3a30b6461aeb187dd9c683cc588bb1dcd9ef8ab353f6e0fd9e224a8732611f0a

verified: 6/18/2026, 11:07:14 AM

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