# JumpServer: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 9 judge labels across 1 category by 8 of 14 models. Page: https://www.gane.ai/index/it/vendors/jumpserver

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Privileged access management](https://www.gane.ai/index/it/identity/privileged-access-management/index.md) | 6% | 4 | 0% | 9 |

## What the models said for it

- "Best on a very limited budget: JumpServer Community Edition—if your team can operate a self-hosted system. It's free, self-hosted" (GPT-6 Luna, PAM)
- "For most budget-constrained companies, JumpServer offers the best value as a truly free, full-featured PAM platform" (Kimi K2, PAM)
- "Strict budget / self-hostable: JumpServer Community Edition for full PAM gateway features at $0 license cost" (Muse Glimmer 30B, PAM)
- "Other options include KeeperPAM, Devolutions, and JumpServer, which offer affordable pricing and a range of features." (Llama 4 Maverick, PAM)

## 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 | 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 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 1 | 0 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 1 | 0 | 0 | 0 | 1 |
| Muse Glimmer 30B | 1 | 0 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named JumpServer, from 15 of the 15 answers that named it (only the models that return a source list).

### Domains cited

- jumpserver.com: 14 (its own site)
- aimultiple.com: 11
- securden.com: 8
- softwareadvice.com: 7
- startwithidentity.com: 7
- consilien.com: 6
- g2.com: 6
- manageengine.com: 5
- spotsaas.com: 5
- cipherssecurity.com: 4

### Pages cited

- https://aimultiple.com/pam-solutions: 11
- https://jumpserver.com/blog/top-10-pam: 7
- https://consilien.com/news/best-pam-solutions-2026: 6
- https://securden.com/blog/cost-effective-pam-for-sme.html: 6
- https://jumpserver.com/: 5
- https://softwareadvice.com/privileged-access-management/small-business: 5
- https://spotsaas.com/list/privileged-access-management--pam--software/for-small-business: 5
- https://startwithidentity.com/rankings/best-pam-for-smb: 5

## In its own words

What JumpServer's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Open-source privileged access management (PAM) platform (https://jumpserver.com/)
- For: DevOps & IT teams (https://jumpserver.com/)
- Price stated: Free forever; Scale-based subscription (https://jumpserver.com/)
- Free plan or trial: Free trial; Free forever (https://jumpserver.com/)
- Customers named: Canadian Solar, Tencent Music Entertainment, Daifuku China, Yuhu Cold Chain, Tencent Music Entertainment Group, Kingsoft Office, Cummins China

## What it publishes

Every page jumpserver.com exposes, read 2026-09-29: 146 addresses. By kind, pages and the last 90 days:

- blog: 80 pages, 12 in the last 90 days, latest 2026-09-18
- case study: 1 pages, 0 in the last 90 days, latest 2026-01-21
- comparison: 3 pages, 0 in the last 90 days, latest 2026-04-27
- glossary or explainer: 6 pages, 2 in the last 90 days, latest 2026-09-14
- Recent: 2026-09-18 blog: Introducing jumpserver v5 https://www.jumpserver.com/blog/introducing-jumpserver-v5
- Recent: 2026-09-16 blog: Manage aws iam accounts jumpserver aws console https://www.jumpserver.com/blog/manage-aws-iam-accounts-jumpserver-aws-console
- Recent: 2026-09-14 glossary or explainer: What is beyondtrust https://www.jumpserver.com/blog/what-is-beyondtrust
- Recent: 2026-09-09 blog: Jumpserver vulnerability advisory 2026 09 09 https://www.jumpserver.com/blog/jumpserver-vulnerability-advisory-2026-09-09
- Recent: 2026-09-09 blog: Introducing kotl component jumpserver v4 10 19 https://www.jumpserver.com/blog/introducing-kotl-component-jumpserver-v4-10-19
- Recent: 2026-09-01 blog: Ai driven it operations codex jumpserver skills https://www.jumpserver.com/blog/ai-driven-it-operations-codex-jumpserver-skills

## 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.