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_tools
windows_first
powershell_heavy
Summary
The documentation page demonstrates a moderate Windows bias. It repeatedly references Windows-based OPC UA server configuration tools (e.g., KEPServerEx), mentions Windows configuration UIs before alternatives, and provides both Bash and PowerShell command examples, with PowerShell examples given equal or greater prominence. There is no explicit Linux-only example, and Linux tools are mentioned only generically (e.g., 'use openssl'). The documentation assumes familiarity with Windows-centric patterns and tools, which may create friction for Linux/macOS users.
Recommendations
  • Explicitly mention Linux and macOS OPC UA server management tools and workflows, not just Windows-based ones.
  • Provide Linux/macOS-specific examples for certificate export and management, including references to common server implementations (e.g., open62541, Prosys, etc.).
  • Ensure Bash examples are shown before or alongside PowerShell, and clarify which commands are cross-platform.
  • Add troubleshooting notes for Linux/macOS users regarding file formats, permissions, and command-line differences.
  • Include screenshots or UI references for Linux/macOS server certificate management interfaces where available.
GitHub Create Pull Request

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
2025-09-03 00:00 #100 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean

Flagged Code Snippets