Mmcp.market

Head to head

Gitcontribute vs Gitlab

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

Gitcontributeio.github.morluto/gitcontribute
A
No reviews yet

Local-first GitHub contribution research workbench

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Gitlabio.github.zereight/gitlab-mcp
B
No reviews yet

GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more.

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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 Gitcontribute (92/100 against 83). Gitlab has noticeably more public adoption.

 GitcontributeGitlab
User ratingNo reviews yetNo reviews yet
Safety gradeA92/100B83/100
AdoptionGrowingWidely used
GitHub stars32.0k
Downloads / week14868k
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools—100
Write actions—45
Price per callFreeFree
LicenceMITMIT
Last release2026-09-142026-09-19
CategoryDeveloper toolsDeveloper tools

Other comparisons

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