Document Details
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This page contains Windows bias
About This Page
This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.
Bias Analysis
Detected Bias Types
windows_first
powershell_heavy
Summary
The documentation provides both Linux (Ubuntu/k3s) and Windows (AKS/PowerShell) examples for configuring kubectl access, but the Windows/PowerShell instructions are presented immediately after the Linux section and use PowerShell-specific syntax. There is a slight 'windows_first' bias in the ordering and prominence of the AKS/PowerShell example, and the use of PowerShell may be less familiar to Linux users. However, most other tooling (kubectl, k9s, mosquitto, mqttui, MQTT Explorer) is cross-platform and examples are generally shell-agnostic or Linux-oriented. No major Linux examples are missing, and Linux tools are well represented.
Recommendations
- Ensure both Linux and Windows instructions are presented with equal prominence, possibly by using tabs or side-by-side formatting.
- Explicitly mention that PowerShell commands are for Windows users and provide bash equivalents for all steps where possible.
- Add a note clarifying which operating system each example is intended for, and ensure Linux examples are not presented as secondary.
- Where possible, provide cross-platform commands or highlight differences in command syntax between platforms.
- Consider starting with Linux/bash examples if the majority of Kubernetes users are on Linux, or alternate the order in different sections.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
Biased
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| 2026-01-13 00:00 | #246 | completed |
Biased
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| 2026-01-11 00:00 | #240 | completed |
Biased
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| 2026-01-10 00:00 | #237 | completed |
Biased
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| 2026-01-09 00:34 | #234 | completed |
Biased
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| 2026-01-08 00:53 | #231 | completed |
Biased
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| 2026-01-06 18:15 | #225 | cancelled |
 Clean
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| 2025-09-11 00:00 | #108 | completed |
Clean
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| 2025-08-11 00:00 | #77 | completed |
Clean
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| 2025-08-10 00:00 | #76 | completed |
Clean
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| 2025-08-09 00:00 | #75 | completed |
Clean
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| 2025-08-08 00:00 | #74 | completed |
Clean
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| 2025-08-07 00:00 | #73 | completed |
Clean
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| 2025-08-06 00:00 | #72 | completed |
Clean
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| 2025-08-05 00:00 | #71 | completed |
Clean
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| 2025-08-03 00:00 | #69 | completed |
Clean
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| 2025-08-01 00:00 | #67 | completed |
Clean
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| 2025-07-13 21:37 | #48 | completed |
Biased
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| 2025-07-12 23:44 | #41 | cancelled |
Biased
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