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gitlab-mcp

gitlab-mcp is an MCP server, listed under version control. It reaches gitlab. It needs GITLAB_PERSONAL_ACCESS_TOKEN to authenticate. Its repository has 1 GitHub star and is licensed under MIT; we last read it on 2026-10-22.

gitlab mcp

Install

MCP servers are packaged differently from each other -- some run via npx, some as a Docker image, some as a plain script you clone and run. gitlab-mcp’s own README did not state one plainly enough for this page to quote it rather than guess, so it will not guess. The repository below states it.

What it reaches, and what it needs

Reaches
gitlab
Credential
GITLAB_PERSONAL_ACCESS_TOKEN

Maintenance

Stars
1
State
stale
Licence
MIT
From the repository

gitlab mcp

gitlab-mcp compared with similar servers

gitlab-mcp compared with the closest alternatives, by services reached, credentials, stars, last update and licence
ServerReachesNeedsStarsLast updateLicence
gitlab-mcp (this page)gitlabGITLAB_PERSONAL_ACCESS_TOKEN12025-06-05MIT
gitlab-mr-mcpgitlab(1 shared)MR_MCP_GITLAB_TOKEN942026-10-19MIT
graspgithub, gitlab(1 shared)GITHUB_TOKEN302026-09-07NOASSERTION
gitlab-mcp-servergitlab, npm(1 shared)NPM_CONFIG_TOKEN102026-02-19MIT
mcp-proxygithubAPI_ACCESS_TOKEN, GITHUB_PERSONAL_ACCESS_TOKEN2,8052026-10-14MIT
cve-mcp-serverabuseipdb, github, greynoise, nvd, shodan, urlscan, virustotal, vulncheckABUSEIPDB_KEY, GITHUB_TOKEN, GREYNOISE_API_KEY, NVD_API_KEY, SHODAN_KEY, URLSCAN_KEY, VIRUSTOTAL_KEY, VULNCHECK_TOKEN1,6332026-10-01Apache-2.0

Ranked by services in common with gitlab-mcp, then by stars. Figures are from each repository when we last read it.

Common questions about gitlab-mcp

What does gitlab-mcp do?
gitlab mcp
How do I install gitlab-mcp?
Its README did not state an install command plainly enough for us to quote one, so we do not guess. The repository has the instructions: https://github.com/harshmaur/gitlab-mcp
What does gitlab-mcp connect to, and what does it need?
It reaches gitlab. The credentials we found in its source are GITLAB_PERSONAL_ACCESS_TOKEN.
Is gitlab-mcp official and is it maintained?
We found nothing naming it as a vendor’s official server. Its repository has 1 GitHub star and its state in our directory is stale. Its last commit we recorded was on 2025-06-05.
What licence does gitlab-mcp use?
The repository declares the MIT licence.

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