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mcp-gitlab

MCP server · PyPI · ★ 6 · graded 2026-10-21Source linked

MCP server for the GitLab REST API — 91 tools, 7 resources, 6 prompts for projects, MRs, draft reviews, repository files, pipelines, CI/CD, approvals and issues. MCP 2026-07-28 (MCP 2.0); GitLab.com and self-managed; OAuth 2.1 and local sign-in; run with writes or locked read-only (MCP_READ_ONLY).

No outside reports on file

mcp-gitlab requires API keys or tokens; restrict its folder reach, network access, and credentials before installing.

Based on public adoption and transparency signals as of Oct 21, 2026. Our opinion, not a code audit or security guarantee.

Was this verdict for MCP GitLab helpful?

What it can access

  • Local filesNo local folder access notedLOW
  • Command executionNo shell command runner notedLOW
  • Network reachLocal or standard API callsLOW
  • CredentialsRequires API key or tokenREVIEW
  • Package sourcePyPI (mcp-gitlab)PUBLIC

Inferred from this listing’s public package details and description. Check the project’s source before installing.

Install

uvx mcp-gitlab

All setup options ↓

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About MCP GitLab

MCP GitLab is an MCP server focused on Developer tools and Files & documents: MCP server for the GitLab REST API — 91 tools, 7 resources, 6 prompts for projects, MRs, draft reviews, repository files, pipelines, CI/CD, approvals and issues. MCP 2026-07-28 (MCP 2.0); GitLab.com and self-managed; OAuth 2.1 and local sign-in; run with writes or locked read-only (MCP_READ_ONLY).

It is published on PyPI as mcp-gitlab and hosted on GitHub at vish288/mcp-gitlab (6 GitHub stars). Based on its public metadata, its operational scope includes: requires api key or token.

Setup

These use the package this listing points to. Check the project’s own instructions before running anything.

PyPI command

uvx mcp-gitlab

PyPI (pip) command

pip install mcp-gitlab

MCP client config

For Claude Desktop (claude_desktop_config.json) or Cursor (.cursor/mcp.json).

json
{
  "mcpServers": {
    "mcp-gitlab": {
      "command": "uvx",
      "args": [
        "mcp-gitlab"
      ]
    }
  }
}

Why this grade

DD — High risk signals

Signal-based grade (1/7 points): public source code. This reflects adoption and transparency, not a code review.

Popularity and upkeep

16/100
GitHub stars
6
Listing last refreshed
2026-10-28

These are public popularity signals, not a maintenance check. Look at the repository’s commit history and open issues.

Security reports

No reports found for this package in our research (last checked 2026-10-28).

Check a specific version →

Risks to watch for

  • Credential & token exposure: Requires API keys or secrets in configuration. Store credentials in environment variables with read-only or minimum required scopes and rotate them regularly.
  • Dependency & version pinning: Distributed via PyPI (mcp-gitlab). Pin an exact release version or commit SHA rather than floating tags so upstream updates are reviewed first.

How to lower the risk

Least-privilege permissions

  • Give it access only to the specific folders, accounts or projects it needs, never your whole drive or admin account.
  • Use a separate, limited API key or login just for this tool so you can switch it off without affecting anything else.

Network isolation

  • Run it on a work computer or sandbox account, not one holding personal or company-sensitive data.
  • If your IT team can, limit which websites and services it is allowed to contact.

Monitoring

  • Check its activity history or logs weekly at first, and look at what it changed or sent.
  • Turn on alerts for new logins or unusual usage on any account it connects to.

Red flags to watch for

  • It asks for more access than its job requires, or prompts you to paste passwords.
  • It suddenly updates with new owners, or starts contacting unfamiliar websites.

Questions

How do I install MCP GitLab?

Run uvx mcp-gitlab (or pip install mcp-gitlab) in your terminal, or add the server entry to your claude_desktop_config.json or .cursor/mcp.json as shown in the Setup section on this page. Full setup docs and environment variables are in github.com/vish288/mcp-gitlab.

Are there security reports about MCP GitLab?

No reports found for this package in our research (last checked 2026-10-28). MCP GitLab currently holds Grade D (High risk signals) based on public adoption and transparency signals. Review the permissions and source repository before granting access to local files, shell commands, or API keys.

Is MCP GitLab actively maintained?

MCP GitLab has 6 GitHub stars. Our directory data was last refreshed on 2026-10-28. Check recent commit activity, release tags, and open issues at github.com/vish288/mcp-gitlab before pinning it in production.

What are alternatives to MCP GitLab?

You can compare MCP GitLab side by side with other GitLab MCP servers in the Related tools section on this page, or use the Compare tool on AgentArmorHQ.

README badge and team notes

Maintain or use MCP GitLab? Show its live grade in your GitHub README, docs site, or run a check from the terminal before you install.

AgentArmorHQ Risk Grade D for MCP GitLab

GitHub README Markdown:

markdown
[![AgentArmorHQ Risk Grade for MCP GitLab](https://agentarmorhq.com/api/badge/vish288-mcp-gitlab)](https://agentarmorhq.com/skills/vish288-mcp-gitlab)

HTML embed:

html
<a href="https://agentarmorhq.com/skills/vish288-mcp-gitlab"><img src="https://agentarmorhq.com/api/badge/vish288-mcp-gitlab" alt="AgentArmorHQ Risk Grade for MCP GitLab" height="20" /></a>

Terminal check:

terminal
curl -fsSL https://agentarmorhq.com/api/cli | node --input-type=module - check "vish288-mcp-gitlab"

Share with your security lead

Need sign-off to use mcp-gitlab? Copy this note for Slack, a ticket or a pull request.

### AgentArmorHQ Security Review Memo: mcp-gitlab
- **Listing URL:** https://agentarmorhq.com/skills/vish288-mcp-gitlab
- **Type:** App connector
- **Risk Grade:** Grade D (High risk signals)
- **Outside Security Advisories on File:** 0
- **Public Adoption:** 6 GitHub stars

#### Permission & Blast-Radius Signals
- **Local files:** No local folder access noted
- **Command execution:** No shell command runner noted
- **Network reach:** Local or standard API calls
- **Credentials:** Requires API key or token
- **Package source:** PyPI (mcp-gitlab)

#### Recommended Hardened Setup
- **Command:** `uvx mcp-gitlab`
- **Controls:** Pin an exact version in `.mcp.json`, scope access to a single workspace folder, and use a least-privilege read-only token where supported.

_Based on public adoption and transparency signals as of Oct 21, 2026. Our opinion, not a code audit or security guarantee._

Key facts

Type
App connector
Publisher
vish288
Source code
github.com/vish288/mcp-gitlab
Install command
pip install mcp-gitlab
Est. context load
~750 tokens / turn (~4 tool schemas, 0.38% of 200k context)
Popularity
6 GitHub stars
Last updated
2026-10-28
Last graded
2026-10-21

Community

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