The MCP ecosystem often has several independent packages implementing the same tool — and "Gitlab" currently has 26. Every one of them was scanned with the same deterministic engine, so the numbers below are directly comparable: the Trust Score (A–F), the capability blast radius, and how much of the package the scan could actually inspect. They are ranked by score; ties break toward unscoped, longer-established packages.
| Implementation | Package | Trust | Capability | Coverage | Findings | Scanned |
|---|---|---|---|---|---|---|
| Gitlab Source verifiedbest by sargonpiraev | @sargonpiraev/gitlab-mcp-server
npm |
A 100/100 | Minimal | Source | 0 | 2026-09-07 |
| Gitlab Source verified by ttpears | @ttpears/gitlab-mcp-server
npm |
A 100/100 | Minimal | Source | 0 | 2026-09-07 |
| Gitlab by alosies | @alosies/gitlab-mcp-server
npm |
A 99/100 | Minimal | Source | 0 | 2026-09-07 |
| Gitlab by alfonsodg | @alfonsodg/mcp-gitlab
npm |
A 99/100 | Minimal | Source | 12 | 2026-09-07 |
| Gitlab by zephyr-mcp | @zephyr-mcp/gitlab
npm |
A 99/100 | Minimal | Source | 0 | 2026-09-07 |
| GitLab (Bossforce) by bossforce.ai | @bossforce.ai/mcp-gitlab
npm |
A 99/100 | Minimal | Source | 0 | 2026-08-25 |
| GitLab (mcp-gitlab) by npm | mcp-gitlab
npm |
A 98/100 | Minimal | Source | 0 | 2026-08-25 |
| Gitlab by jesbrian | @jesbrian/gitlab-mcp-server
npm |
A 98/100 | Minimal | Source | 0 | 2026-09-07 |
| GitLab MRs by wojtek1150 | @wojtek1150/mcp-gitlab
npm |
A 98/100 | Minimal | Source | 0 | 2026-08-25 |
| Gitlab by nooqta | @nooqta/gitlab-mcp-server
npm |
A 96/100 | Moderate | Source | 0 | 2026-09-07 |
| Gitlab by ahhm | @ahhm/gitlab-mcp
npm |
A 96/100 | Moderate | Source | 0 | 2026-09-07 |
| Gitlab by vish288 | mcp-gitlab
PyPI |
A 96/100 | Moderate | Source | 0 | 2026-08-25 |
| GitLab (official) Official by modelcontextprotocol | @modelcontextprotocol/server-gitlab
npm |
A 94/100 | High | Source | 1 | 2026-08-25 |
| Gitlab Source verified by zereight | @zereight/mcp-gitlab
npm |
A 94/100 | High | Source | 19 | 2026-09-07 |
| GitLab (Structured World) Source verified by structured-world | @structured-world/gitlab-mcp
npm |
A 94/100 | High | Source | 6 | 2026-09-06 |
| Gitlab Source verified by yoda.digital | @yoda.digital/gitlab-mcp-server
npm |
A 94/100 | High | Source | 1 | 2026-09-07 |
| GitLab (gitlab-mcp) Source verified by mcpland | gitlab-mcp
npm |
A 94/100 | High | Source | 1 | 2026-08-25 |
| GitLab Source verified by wanadev | @wanadev/mcp-gitlab
npm |
A 94/100 | High | Source | 11 | 2026-08-25 |
| Gitlab by therealchristhomas | @therealchristhomas/gitlab-mcp-server
npm |
A 93/100 | High | Source | 1 | 2026-09-07 |
| Gitlab by rokrokss | @rokrokss/mcp-gitlab
npm |
A 93/100 | High | Source | 4 | 2026-09-07 |
| Gitlab by carmeloricarte | @carmeloricarte/gitlab-mcp-server
npm |
A 93/100 | High | Source | 1 | 2026-09-07 |
| Gitlab by anupsahu | @anupsahu/gitlab-mcp
npm |
A 93/100 | High | Source | 3 | 2026-09-07 |
| GitLab via glab (Weird Science) by weirdscience | @weirdscience/mcp-gitlab
npm |
A 93/100 | High | Source | 1 | 2026-08-25 |
| Gitlab by yourusername | gitlab-mcp
PyPI |
A 93/100 | High | Source | 1 | 2026-08-25 |
| Gitlab by npm | gitlab-mcp-server
npm |
B 87/100 | Minimal | Metadata | 0 | 2026-09-07 |
| Gitlab by npm | mcp-gitlab-server
npm |
B 87/100 | Minimal | Metadata | 0 | 2026-09-07 |
A higher-ranked implementation is not "the official one" — ranking reflects only what the deterministic scan found in each published package. Open an implementation to read its individual findings with evidence, its scan history per version, and to grab an embeddable badge. Scores are automated opinions, recomputed on every rescan.