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Head to head

Gitlab vs Advanced GitLab MCP server

Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.

Gitlabio.github.mrfentmen/gitlab-mcp
C
No reviews yet

Public GitLab projects and users. No key required.

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Advanced GitLab MCP serverio.github.structured-world/gitlab-mcp
A
No reviews yet

58 CQRS tools exposing 230 GitLab operations across 26 entity types

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The short version

Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. The safety scan favours Advanced GitLab MCP server (85/100 against 65). Advanced GitLab MCP server has noticeably more public adoption.

 GitlabAdvanced GitLab MCP server
User ratingNo reviews yetNo reviews yet
Safety gradeC65/100A85/100
Adoption—Growing
GitHub stars–6
Downloads / week–1.1k
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools158
Write actions—20
Price per callFreeFree
LicenceMITApache-2.0
Last release—2026-09-15
CategoryDeveloper toolsDeveloper tools

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