# GitHub's CodeQL: 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-s-codeql

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Static application security testing](https://www.gane.ai/index/it/developer/static-application-security-testing/index.md) | 0% | 27 | 0% | 1 |

## What the models said for it

- "A semantic analysis engine that integrates deeply with GitHub. It's highly accurate for finding vulnerabilities" (Mistral Small, SAST)

## 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 | 1 | 0 | 0 | 1 |
| 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's CodeQL, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- bura.brunel.ac.uk: 1
- checkmarx.com: 1
- community.owasp.org: 1
- daily.dev: 1
- dl.acm.org: 1

### Pages cited

- https://bura.brunel.ac.uk/bitstream/2438/30373/1/FullText.pdf: 1
- https://checkmarx.com/learn/sast/open-source-vs-premium-sast-tools: 1
- https://community.owasp.org/Source_Code_Analysis_Tools: 1
- https://daily.dev/blog/top-7-sast-tools-for-mobile-app-security-testing: 1
- https://dl.acm.org/doi/fullHtml/10.1145/3674805.3690750: 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.