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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
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 given equal prominence and is not clearly secondary. In the AKS section, PowerShell is used exclusively, with no CMD or Bash alternative for Windows users or for cross-platform parity. However, the rest of the documentation uses cross-platform or Linux-oriented tools and commands (kubectl, bash, mosquitto, mqttui), and there are no exclusive references to Windows-only tools or patterns.
Recommendations:
- For the AKS example, provide both PowerShell and Bash/CMD alternatives, or clarify when PowerShell is required versus optional.
- Consider presenting Linux/Bash examples first, or side-by-side with Windows/PowerShell, to avoid implicit prioritization of Windows.
- Explicitly mention that most kubectl and MQTT client commands are cross-platform and runnable on both Windows and Linux, and provide guidance for users on both systems.
- If PowerShell is used, note how to adapt the commands for Bash or CMD, or link to external resources for cross-platform command translation.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 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 | in_progress | ❌ Biased |
Flagged Code Snippets
kubectl create serviceaccount "<your-name>" -n default
kubectl create clusterrolebinding "<your-name>-binding" --clusterrole cluster-admin --serviceaccount default:"<your-name>"
$yaml = @"
apiVersion: v1
kind: Secret
metadata:
name: <your-name>-secret
annotations:
kubernetes.io/service-account.name: <your-name>
type: kubernetes.io/service-account-token
"@
$yaml | kubectl apply -f -
$TOKEN = ([System.Text.Encoding]::UTF8.GetString([System.Convert]::FromBase64String((kubectl get secret <your-name>-secret -o jsonpath='{$.data.token}'))))
Write-Output $TOKEN