# ScanCode Toolkit: 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/scancode-toolkit

## 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% | 38 | 0% | 1 |

## What the models said for it

- "If license compliance is a bigger priority than security vulns, this scans for copyrights, licenses, and dependencies." (Grok 4.20, 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 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 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 | 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 ScanCode Toolkit, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- github.com: 2
- reddit.com: 2
- safeguard.sh: 2
- devopsschool.com: 1
- dl.acm.org: 1
- linkedin.com: 1
- linuxfoundation.org: 1
- mazehq.com: 1
- sourcegraph.com: 1

### Pages cited

- https://github.com/topics/software-composition-analysis: 2
- https://reddit.com/r/devsecops/comments/1hgphdy/what_is_the_best_static_software_composition: 2
- https://devopsschool.com/blog/best-tools-for-software-composition-analysis-sca: 1
- https://dl.acm.org/doi/10.1145/3631204.3631862: 1
- https://github.com/magnologan/awesome-sca: 1
- https://linkedin.com/posts/aryaacybersec_open-licensed-cybersec-activity-7267506014071992320-2Obb: 1
- https://linkedin.com/posts/mahir-labib-u_open-licensed-cybersecurityawareness-activity-7272983673635762177-Zmvm: 1
- https://linuxfoundation.org/hubfs/Reports/An-Open-Guide-To-Evaluating-Software-Composition-Analysis-Tools_V2.pdf: 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.