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 page exhibits Windows bias primarily in the certificate generation section, where only Windows-specific instructions and Powershell commands are provided. The guidance explicitly mentions opening a Command Prompt and using Windows environment variables, with no equivalent Linux or macOS instructions or shell commands. The sample code section references Visual Studio and NuGet package management, which are Windows-centric development tools, without mentioning cross-platform alternatives or instructions for Linux/macOS users.
Recommendations
  • Add explicit instructions and shell commands for generating certificates using step CLI on Linux and macOS, including example bash commands and file paths.
  • Include guidance for running the sample .NET code on Linux/macOS, such as using VS Code, JetBrains Rider, or the dotnet CLI.
  • Mention package installation via dotnet CLI (e.g., 'dotnet add package MQTTnet') as an alternative to Visual Studio/NuGet GUI.
  • Ensure all CLI and code examples use cross-platform file paths and avoid Windows-specific environment variables or folder structures.
  • Where Windows-specific steps are mentioned, provide equivalent steps for Linux/macOS users in parallel.
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Scan History

Date Scan Status Result
2026-01-22 01:38 #286 completed Biased Biased
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