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_tools
windows_first
missing_linux_example
Summary
The documentation demonstrates a Windows bias in several ways: troubleshooting steps and remediation commands are predominantly given for Windows (using PowerShell, WMI, and Windows-specific tools), with Linux examples being minimal or secondary. Many error remediations and validation steps focus on Windows tools (PowerShell, WMI, Windows environment variables, Windows services), and Linux troubleshooting is often limited to SSH connectivity or a simple 'ls' command. In some sections, Windows procedures are described in detail before or instead of Linux equivalents, and Linux-specific troubleshooting guidance is sparse or missing.
Recommendations
  • Provide equivalent, detailed Linux troubleshooting steps and commands wherever Windows/PowerShell examples are given (e.g., commands to check OS info, installed packages, running processes, etc., on Linux).
  • Include Linux-specific error remediation steps for issues like SSH failures, missing packages, or permissions, similar to the depth provided for Windows/PowerShell/WMI issues.
  • When listing error codes or troubleshooting steps, present Windows and Linux solutions in parallel, rather than focusing on Windows first or exclusively.
  • Expand Linux examples beyond basic SSH and 'ls' commands; include common troubleshooting commands (e.g., 'uname -a', 'cat /etc/os-release', 'systemctl status', etc.) and configuration file locations.
  • For sections that reference Windows environment variables or tools (e.g., %SystemRoot%, WMI, PowerShell), add Linux equivalents (e.g., $HOME, /etc/os-release, systemd services) where applicable.
  • Ensure that web app discovery troubleshooting covers Linux-based web servers (e.g., Apache, Nginx) if supported, not just IIS/Windows.
  • Instruct users on how to validate connectivity and permissions on Linux systems as thoroughly as for Windows systems.
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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

   Add-WindowsCapability -Online -Name OpenSSH.Client~~~~0.0.1.0
   
   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.Server~~~~0.0.1.0
   
   Start-Service sshd
   Set-Service -Name sshd -StartupType 'Automatic'