# GitHub Dependabot alerts: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/github-dependabot-alerts

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Software composition analysis](https://www.gane.ai/index/it/developer/software-composition-analysis/index.md) | 0% | 57 | 100% | 1 |

## And against it

- "basic alerting may provide limited triage, policy enforcement, and remediation context compared with dedicated SCA platforms" (Perplexity Sonar, SCA)

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

### Domains cited

- checkmarx.com: 1
- craci.com: 1
- cyberpress.org: 1
- dupple.com: 1
- endorlabs.com: 1
- guideflow.com: 1
- sonatype.com: 1
- thectoclub.com: 1
- upwind.io: 1
- xygeni.io: 1

### Pages cited

- https://checkmarx.com/learn/sca/sca-tools-key-capabilities-11-tools-to-watch-in-2026: 1
- https://craci.com/compare/sca-tools: 1
- https://cyberpress.org/sca-tools-by-use-case: 1
- https://dupple.com/learn/best-software-composition-analysis-tools: 1
- https://endorlabs.com/learn/best-sca-tools-05b7a: 1
- https://guideflow.com/blog/software-composition-analysis-tools: 1
- https://sonatype.com/compare/best-sca-tools: 1
- https://thectoclub.com/tools/best-software-composition-analysis-tools: 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.