Sad Tux - Windows bias detected
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
powershell_heavy
windows_first
windows_tools
missing_linux_example
Summary
The documentation demonstrates a noticeable Windows bias. Troubleshooting steps, error remediations, and validation commands are predominantly presented using Windows tools (PowerShell, WMI, Windows environment variables, IIS), with detailed, step-by-step instructions for Windows scenarios. Linux is mentioned, but Linux-specific troubleshooting commands and examples are sparse or missing. Where Linux is referenced, it is often as an afterthought or in a secondary position to Windows. Several error codes and their remediations are Windows-centric, and Linux troubleshooting is not given equal depth or clarity.
Recommendations
  • For every PowerShell or Windows-specific command or remediation, provide an equivalent Linux shell (bash) command or procedure where applicable.
  • Include Linux-specific troubleshooting steps for common errors (e.g., how to check SSH connectivity, required packages, permissions, or logs on Linux).
  • When describing prerequisites or port requirements, present Linux and Windows information in parallel, not with Windows first.
  • Expand error tables to include Linux-specific causes and actions, not just Windows (e.g., for errors involving PowerShell, also describe what happens on Linux and what to check).
  • For validation and mitigation verification, provide Linux-native commands (e.g., using SSH, systemctl, journalctl, etc.) alongside PowerShell.
  • For web app discovery, mention and provide guidance for common Linux web servers (Apache, Nginx) if supported, or clearly state if only IIS/Windows is supported.
  • Review all examples and ensure Linux is treated as a first-class platform, with equal detail and clarity as Windows.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-27 00:01 #93 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets

   Test -NetConnection -ComputeName <Ip address of the ESXi host> -Port 443
   
   Get-WMIObject win32_operatingsystem;
   Get-WindowsFeature  | Where-Object {$_.InstallState -eq 'Installed' -or ($_.InstallState -eq $null -and $_.Installed -eq 'True')};
   Get-WmiObject Win32_Process;
   netstat -ano -p tcp | select -Skip 4;
   
   Install-Module -Name VMware.PowerCLI -AllowClobber
   Set-PowerCLIConfiguration -InvalidCertificateAction Ignore
   
   Connect-VIServer -Server <IPAddress of vCenter Server>
   
   $vm = get-VM <VMName>
   $credential = Get-Credential
   
        Invoke-VMScript -VM $vm -ScriptText "powershell.exe 'Get-WMIObject win32_operatingsystem'" -GuestCredential $credential

        Invoke-VMScript -VM $vm -ScriptText "powershell.exe Get-WindowsFeature" -GuestCredential $credential
      
      Invoke-VMScript -VM $vm -ScriptText "ls" -GuestCredential $credential
      
   $Server = New-PSSession –ComputerName <IPAddress of Server> -Credential <user_name>
   
   Invoke-Command -Session $Server -ScriptBlock {Get-WMIObject win32_operatingsystem}
   Invoke-Command -Session $Server -ScriptBlock {Get-WindowsFeature}
   
   Add-WindowsCapability -Online -Name OpenSSH.Client~~~~0.0.1.0
   
   Add-WindowsCapability -Online -Name OpenSSH.Server~~~~0.0.1.0
   
   Start-Service sshd
   Set-Service -Name sshd -StartupType 'Automatic'