# StarCoder: 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/starcoder

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI coding assistants](https://www.gane.ai/index/it/developer/ai-coding-assistants/index.md) | 0% | 32 | 0% | 2 |

## 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 | 1 | 0 | 1 |
| 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 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 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 StarCoder, from 2 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- briskinfosec.com: 2
- bsi.bund.de: 2
- ar5iv.labs.arxiv.org: 1
- arxiv.org: 1
- aurascape.ai: 1
- blog.gitguardian.com: 1
- cheatsheetseries.owasp.org: 1
- csoonline.com: 1
- doit.maryland.gov: 1
- lasso.security: 1

### Pages cited

- https://briskinfosec.com/blogs/the-hidden-risk-of-data-leakage-in-ai-code-assistants: 2
- https://bsi.bund.de/SharedDocs/Downloads/EN/BSI/KI/ANSSI_BSI_AI_Coding_Assistants.pdf: 2
- https://ar5iv.labs.arxiv.org/html/2503.03988: 1
- https://arxiv.org/html/2405.06371v2: 1
- https://aurascape.ai/answers/ai-coding-assistant-data-leakage: 1
- https://blog.gitguardian.com/yes-github-copilot-can-leak-secrets: 1
- https://cheatsheetseries.owasp.org/cheatsheets/Secure_Coding_with_AI_Cheat_Sheet.html: 1
- https://csoonline.com/article/4062720/ai-coding-assistants-amplify-deeper-cybersecurity-risks.html: 1

## 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.