Head to head
AWS MCP Server vs gitlab-mcp
Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.
No reviews yet
AWS MCP server — call any AWS API from AI assistants, with first-class SSO re-login
Full listingNo reviews yet
GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more.
Full listingThe short version
Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. The safety scan favours AWS MCP Server (91/100 against 75). gitlab-mcp has noticeably more public adoption.
| AWS MCP Server | gitlab-mcp | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | A91/100 | B75/100 |
| Adoption | Growing | Widely used |
| GitHub stars | 5 | 2.0k |
| Downloads / week | 1.9k | 97k |
| Runs where | Your machine (local) | Your machine (local) |
| Gateway-ready | No | No |
| Tools | — | — |
| Write actions | — | — |
| Price per call | Free | Free |
| Licence | MIT | MIT |
| Last release | 2026-09-15 | 2026-09-16 |
| Category | Developer tools | Developer tools |