# Open-Source Tools: 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/open-source-tools

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Digital risk protection](https://www.gane.ai/index/it/security/digital-risk-protection/index.md) | 0% | 58 | 0% | 1 |

## What the models said for it

- "Free, but require technical expertise to deploy and maintain" (Kimi K2, DRP)

## 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 | 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 | 1 | 0 | 0 | 1 |
| 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 Open-Source Tools, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- aws.amazon.com: 1
- comparitech.com: 1
- corecyber.io: 1
- cybersectools.com: 1
- github.com: 1
- irmcon.com: 1
- marqvision.com: 1
- slashdot.org: 1
- socradar.io: 1
- sourceforge.net: 1

### Pages cited

- https://aws.amazon.com/marketplace/pp/prodview-kex4ggy4fayoe: 1
- https://comparitech.com/net-admin/best-digital-risk-protection-platforms: 1
- https://corecyber.io/: 1
- https://cybersectools.com/resources/shortlists/best-drp-tools: 1
- https://github.com/ishandutta2007/Awesome-Digital-Risk-Protection: 1
- https://irmcon.com/marketplace/privacy-data-protection: 1
- https://irmcon.com/marketplace/ransomware-protection: 1
- https://marqvision.com/blog/digital-risk-protection-solutions-comparison: 1

## What it publishes

Every page opensourcetools.org exposes, read 2026-09-29: 1267 addresses. By kind, pages and the last 90 days:

- report or ebook: 5 pages, 0 in the last 90 days, latest undated
- comparison: 72 pages, 0 in the last 90 days, latest undated
- template or tool: 1032 pages, 11 in the last 90 days, latest 2026-09-11
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-11 template or tool: Subnet calculator https://opensourcetools.org/tools/subnet-calculator
- Recent: 2026-09-11 template or tool: Ipv6 subnet calculator https://opensourcetools.org/tools/ipv6-subnet-calculator
- Recent: 2026-09-11 template or tool: Vlsm calculator https://opensourcetools.org/tools/vlsm-calculator
- Recent: 2026-09-11 template or tool: Raid calculator https://opensourcetools.org/tools/raid-calculator
- Recent: 2026-09-11 template or tool: Bandwidth calculator https://opensourcetools.org/tools/bandwidth-calculator
- Recent: 2026-09-11 template or tool: Cron expression generator https://opensourcetools.org/tools/cron-expression-generator

## 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.