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:
⚠️ 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 ID Status Bias Status
2025-08-27 00:01 #93 in_progress ✅ Clean
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ✅ Clean
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ 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'