Document Details
Tips Tools
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 example is presented second and is clearly labeled as requiring PowerShell. There is a slight bias in that the AKS instructions assume PowerShell usage, which may not be ideal for Linux users running AKS. However, the overall documentation is balanced, with most command-line examples using bash and Linux tools, and MQTT troubleshooting instructions are platform-agnostic.
Recommendations
- Clarify that AKS clusters can be managed from Linux/macOS as well, and provide equivalent bash examples for AKS where possible.
- Explicitly mention that PowerShell is required only on Windows, and offer bash alternatives for all steps.
- Ensure that all major workflows (especially those for AKS) have both Windows/PowerShell and Linux/bash examples side-by-side.
- Consider listing Linux/bash instructions first if the majority of users are expected to be on Linux/macOS.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
Biased
|
| 2026-01-13 00:00 | #246 | completed |
Biased
|
| 2026-01-11 00:00 | #240 | completed |
Biased
|
| 2026-01-10 00:00 | #237 | completed |
Biased
|
| 2026-01-09 00:34 | #234 | completed |
Biased
|
| 2026-01-08 00:53 | #231 | completed |
Biased
|
| 2026-01-06 18:15 | #225 | cancelled |
 Clean
|
| 2025-09-11 00:00 | #108 | completed |
Clean
|
| 2025-08-11 00:00 | #77 | completed |
Clean
|
| 2025-08-10 00:00 | #76 | completed |
Clean
|
| 2025-08-09 00:00 | #75 | completed |
Clean
|
| 2025-08-08 00:00 | #74 | completed |
Clean
|
| 2025-08-07 00:00 | #73 | completed |
Clean
|
| 2025-08-06 00:00 | #72 | completed |
Clean
|
| 2025-08-05 00:00 | #71 | completed |
Clean
|
| 2025-08-03 00:00 | #69 | completed |
Clean
|
| 2025-08-01 00:00 | #67 | completed |
Clean
|
| 2025-07-13 21:37 | #48 | completed |
Biased
|
| 2025-07-12 23:44 | #41 | cancelled |
Biased
|