GitLab Deployment MCP

Item: GitLab Deployment MCP
Rating: 74
Author: M8ven

Enables querying GitLab projects, pipelines, and jobs, and triggering manual deployment jobs after user confirmation, with secure token handling and scope restrictions.

→ gggab/gitlab_mcp · listed on glama

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// key findings

⚠️

Tool descriptions don’t match what handlers do

3 tools describe read intent but their handlers mutate — list_group_projects (line 44: /^Bearer\s+(\S+)$/i.exec(value)); list_pipelines (line 44: /^Bearer\s+(\S+)$/i.exec(value)); list_pipeline_jobs (line 44: /^Bearer\s+(\S+)$/i.exec(value))

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

// 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 8 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/gggab-gitlab-mcp-14zrcl)](https://m8ven.ai/mcp/gggab-gitlab-mcp-14zrcl)

commit: 5ab90bab0b42745d428c13318a22639cf67383ca

code hash: 0a52fe4f7287a93ce4378eb65e6e31e1eba749ccd6865d4dae41de9c718b6aa0

verified: 7/30/2026, 8:06:34 PM

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