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
missing_linux_example
Summary
The documentation references both Azure CLI and Azure PowerShell sample scripts, but lists Azure PowerShell second and does not provide explicit Linux shell examples for service principal creation or management. The only command-line example shown is for 'docker login', which is cross-platform, but the links to sample scripts and the mention of PowerShell may suggest a slight Windows-first bias. There is no mention of Linux-specific tools or patterns, and no explicit Bash or shell script examples for service principal creation or credential management. The certificate section references 'openssl', which is cross-platform, but does not provide a full Linux workflow.
Recommendations
  • Add explicit Bash and Linux shell examples for service principal creation, credential reset, and certificate management.
  • List Azure CLI (cross-platform) examples before PowerShell, and clarify that CLI commands work on Linux, macOS, and Windows.
  • Provide links to Linux-focused sample scripts or workflows, and mention Linux-specific considerations where relevant.
  • Ensure parity in documentation by including both PowerShell and Bash examples side-by-side where possible.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #251 completed Clean Clean
2026-01-13 00:00 #247 completed Clean Clean
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets