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
windows_tools
Summary
The documentation demonstrates a Windows bias by primarily referencing Windows-centric tools and workflows, such as the Azure portal (GUI), Visual Studio Code extension, and Azure PowerShell/CLI commands without explicit Linux shell examples. Instructions for enabling managed identity, assigning roles, and registering ACR servers are shown using the Azure portal and PowerShell/CLI, which are most commonly used on Windows. There are no Linux-specific command-line examples (e.g., bash, curl, jq), nor are there references to Linux-native tools or workflows. The Visual Studio Code extension is highlighted, which is more popular on Windows, and there is no mention of alternative editors or command-line approaches favored by Linux users.
Recommendations
  • Provide equivalent Linux shell (bash) examples for API calls, such as using curl or wget to interact with the $convert-data endpoint.
  • Include instructions for using Azure CLI from a Linux terminal, clarifying cross-platform compatibility and any OS-specific prerequisites.
  • Mention alternative editors (e.g., Vim, Emacs) or command-line tools for template customization, in addition to Visual Studio Code.
  • Explicitly state that all CLI commands work on Linux, macOS, and Windows, and note any differences in installation or usage.
  • Add screenshots or walkthroughs for Linux environments (e.g., Ubuntu) when demonstrating portal or CLI steps.
  • Reference Linux-native authentication and identity management patterns where relevant (e.g., using managed identities from Linux VMs).
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 Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean

Flagged Code Snippets