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
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page exhibits a strong Windows bias. Certificate management instructions and screenshots are exclusively for Windows, with all import steps described using Windows File Explorer and Certificate Import Wizard. PowerShell is referenced for certificate creation, and even when openssl is used, installation instructions are provided only for Windows (using Chocolatey and PowerShell). There are no Linux or macOS equivalents for certificate export/import, openssl installation, or certificate store management. The documentation assumes the client accessing the device is Windows, omitting guidance for Linux or cross-platform scenarios.
Recommendations
  • Add Linux and macOS instructions for importing certificates, including command-line steps (e.g., using openssl, certutil, or keychain tools).
  • Provide openssl installation instructions for Linux (e.g., apt, yum) and macOS (e.g., Homebrew).
  • Include examples of certificate store management for Linux (e.g., updating /etc/ssl/certs, using update-ca-certificates) and macOS (e.g., Keychain Access).
  • Offer PowerShell-independent certificate creation and manipulation steps, using cross-platform tools.
  • Balance screenshots and examples between Windows, Linux, and macOS environments.
  • Clarify that the instructions apply to Windows clients and provide parity for other operating systems.
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
2025-08-17 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