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
windows_first
windows_tools
missing_linux_example
Summary
The documentation page provides connection instructions for both Linux and Windows nodes, but Windows-specific tools and patterns (RDP, Microsoft RDP client) are mentioned explicitly and with more detail. Windows connection methods (RDP tunnel, automatic RDP client launch) are described, while Linux equivalents (e.g., X11 forwarding, graphical desktop access) are not. The examples for connecting to services focus on Windows Remote Desktop, with no parallel Linux graphical access example. The documentation references Microsoft RDP client by name, but does not mention Linux alternatives or provide parity in graphical connection instructions.
Recommendations
  • Include examples for connecting to Linux graphical desktops (e.g., X11 forwarding, VNC) alongside Windows RDP examples.
  • Mention Linux-compatible RDP clients (e.g., Remmina, rdesktop, FreeRDP) when discussing RDP connections.
  • Provide parity in instructions for accessing services on Linux nodes (e.g., tunneling for web interfaces, databases, or graphical desktops).
  • Avoid mentioning Windows tools (such as Microsoft RDP client) exclusively; list cross-platform alternatives where appropriate.
  • Ensure that Linux connection patterns (e.g., SSH with agent forwarding, graphical desktop access) are described with the same level of detail as Windows methods.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-17 00:00 #53 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased

Flagged Code Snippets