# Syft/Grype: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/syft-grype

## 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% | 21 | 0% | 4 |

## What the models said for it

- "Choose Trivy plus Syft/Grype or Dependency-Track for an open-source, SBOM-first approach." (Perplexity Sonar, SCA)
- "starting with a free combination like Trivy or Syft/Grype for scanning" (Claude Haiku 4.5, SCA)
- "Best for SBOM-First Pipelines: Syft + Grype (by Anchore)" (Gemini 3.5 Flash, SCA)
- "Runner-up: Syft + Grype" (Muse Glimmer 30B, SCA)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 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 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Syft/Grype, from 3 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- upwind.io: 3
- dupple.com: 2
- endorlabs.com: 2
- guideflow.com: 2
- raven.io: 2
- aikido.dev: 1
- awjunaid.com: 1
- blog.jetbrains.com: 1
- code-quality.io: 1
- craci.com: 1

### Pages cited

- https://upwind.io/glossary/10-best-software-composition-analysis-tools-for-sca: 3
- https://dupple.com/learn/best-software-composition-analysis-tools: 2
- https://endorlabs.com/learn/best-sca-tools-05b7a: 2
- https://guideflow.com/blog/software-composition-analysis-tools: 2
- https://raven.io/blog/best-software-composition-analysis-tools: 2
- https://aikido.dev/blog/top-10-software-composition-analysis-sca-tools-in-2025: 1
- https://awjunaid.com/devsecops/top-software-composition-analysis-sca-tools: 1
- https://blog.jetbrains.com/qodana/2025/09/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.