# GitLab Package Registry: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 21 judge labels across 1 category by 10 of 14 models. Page: https://www.gane.ai/index/it/vendors/gitlab-package-registry

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Artifact and container registries](https://www.gane.ai/index/it/developer/artifact-and-container-registries/index.md) | 2% | 12 | 10% | 21 |

## What the models said for it

- "Start with GitHub Packages / GitLab if your stack is standard." (Gemini 3.5 Flash, Artifact registries)
- "The Integrated Choice: GitLab Package Registry ... The Downside: Governance features are less granular" (Qwen 3.7 Flash, Artifact registries)
- "Best "All-in-One" Platform: GitLab Community Edition (Self-Hosted)" (Gemini 3.5 Flash, Artifact registries)
- "GitHub/GitLab Container Registry (Best for DevOps-Focused Teams)" (MiniMax M2.5, Artifact registries)

## And against it

- "GitLab Container Registry — Only worth it if your entire CI/CD already lives in GitLab." (DeepSeek V4 Flash, Artifact registries)
- "may lack the advanced security and compliance features of ECR or Harbor for regulated industries" (GLM 4.7 FlashX, Artifact registries)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 3 | 1 | 0 | 5 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 2 | 1 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 3 | 0 | 0 | 3 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 1 | 3 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named GitLab Package Registry, from 45 of the 69 answers that named it (only the models that return a source list).

### Domains cited

- github.com: 21
- container-registry.com: 19
- gane.ai/index: 16
- guptadeepak.com: 16
- ciopages.com: 15
- harness.io: 14
- g2.com: 12
- sonatype.com: 11
- cloudrepo.io: 10
- jfrog.com: 10

### Pages cited

- https://container-registry.com/compare: 16
- https://guptadeepak.com/tools/top-8-container-registries-2026: 16
- https://ciopages.com/buyer-guides/container-registry-artifact-management: 15
- https://www.gane.ai/index/it/developer/artifact-and-container-registries/smb: 13
- https://vibereference.com/devops-and-tools/container-registry-providers: 9
- https://dev.to/wenping/how-to-choose-an-artifact-repository-nexus-artifactory-and-self-hosted-angusrepo-by-team-size-5f4g: 8
- https://subrupt.com/best/container-registries: 8
- https://bluelight.co/blog/how-to-choose-a-container-registry: 7

## In its own words

What GitLab Package Registry's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: package repositories for GitLab, that allow you to install GitLab with a simple 'apt-get' command (https://about.gitlab.com/upgrade-to-package-repository)
- For: coming from a manually downloaded Omnibus package (https://about.gitlab.com/upgrade-to-package-repository)

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.