# PyPI: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/pypi

## 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) | 0% | 76 | 100% | 2 |

## And against it

- "npm/PyPI public packages | Use with caution – verify publisher, scan dependencies" (MiniMax M2.5, Artifact registries)
- "PyPI | Malicious uploads, typosquatting" (Kimi K2, Artifact registries)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named PyPI, from 10 of the 10 answers that named it (only the models that return a source list).

### Domains cited

- docs.cloud.google.com: 5
- docs.docker.com: 5
- github.com: 5
- learn.microsoft.com: 5
- paloaltonetworks.com: 5
- docs.aws.amazon.com: 4
- trendaisecurity.com: 4
- container-registry.com: 3
- docker.com: 3
- github.blog: 3

### Pages cited

- https://paloaltonetworks.com/content/dam/pan/en_US/assets/pdf/ebooks/container-security-definitive-guide.pdf: 4
- https://docs.cloud.google.com/artifact-registry/docs/protect-artifacts: 3
- https://blog.qualys.com/product-tech/2026/01/22/public-container-registry-security-risks-malicious-images: 2
- https://blog.railway.com/p/best-container-registries-2026: 2
- https://container-registry.com/docs/2.15/introduction/why-use-container-registry: 2
- https://csrc.nist.gov/csrc/media/publications/sp/800-190/draft/documents/sp800-190-draft.pdf: 2
- https://docs.cloud.google.com/artifact-registry/docs/transition/transition-from-gcr: 2
- https://docs.cloud.google.com/kubernetes-engine/docs/deprecations/container-registry: 2

## 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.