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
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a Windows bias by consistently referencing Azure PowerShell for resource creation and deployment steps, omitting equivalent Azure CLI or Bash examples. Windows-centric tools such as Visual Studio and RDP extensions are mentioned, with no discussion of Linux alternatives or cross-platform tooling. The use of Windows-specific publishers and extension types further reinforces the bias. Linux users are left without guidance for performing these tasks on their platform.
Recommendations
  • Add Azure CLI examples for all resource creation and deployment steps alongside PowerShell commands.
  • Mention Bash scripting and provide sample commands for uploading files and managing resources.
  • Include references to cross-platform tools (e.g., VS Code, Azure CLI) in addition to Visual Studio.
  • Discuss Linux-compatible remote access options (e.g., SSH) and extensions, not just RDP.
  • Ensure that instructions for certificate management and key vault access include CLI and Bash alternatives.
  • Explicitly state that all steps can be performed on Linux and macOS, and provide links to relevant documentation.
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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
2026-01-12 00:00 #243 cancelled 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 Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets