Head to head
Contentrain 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
Git-native content governance for AI agents — 27 deterministic MCP tools over stdio and HTTP.
Full listing
No 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 Contentrain (86/100 against 75). Contentrain is hosted and callable through the gateway; gitlab-mcp runs on your own machine. gitlab-mcp has noticeably more public adoption.
| Contentrain | gitlab-mcp | |
|---|---|---|
| User rating | No reviews yet | No reviews yet |
| Safety grade | A86/100 | B75/100 |
| Adoption | Established | Widely used |
| GitHub stars | 4 | 2.0k |
| Downloads / week | 1.5k | 97k |
| Runs where | Hosted (remote) | Your machine (local) |
| Gateway-ready | Yes | No |
| Tools | — | — |
| Write actions | — | — |
| Price per call | Free | Free |
| Licence | MIT | MIT |
| Last release | 2026-09-18 | 2026-09-16 |
| Category | Developer tools | Developer tools |