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
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation page heavily emphasizes PowerShell cmdlets and examples, which are primarily associated with Windows environments. All certificate management tasks (creation, retrieval, deployment) are shown using PowerShell, with no equivalent Bash, CLI, or Linux-native tooling examples. PowerShell is presented first and in greater detail than Python, and there are no explicit instructions or examples for Linux/macOS users to perform certificate operations outside of Python runbooks.
Recommendations
  • Add Azure CLI examples for certificate management tasks (creation, retrieval, deletion) to provide parity for Linux/macOS users.
  • Include Bash or shell script snippets where applicable, especially for uploading certificates or interacting with Azure Automation.
  • Clarify whether PowerShell examples are cross-platform (PowerShell Core) or Windows-only, and provide guidance for Linux/macOS users if PowerShell Core is supported.
  • Consider referencing or linking to documentation for certificate management on Linux/macOS, such as using OpenSSL to generate .pfx/.cer files.
  • Present Python and CLI examples alongside PowerShell, not after, to avoid 'windows_first' bias.
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Scan History

Date Scan Status Result
2026-02-26 00:00 #426 in_progress Biased Biased
2026-02-25 00:00 #422 in_progress Biased Biased
2026-02-23 00:00 #414 in_progress Biased Biased
2026-02-22 00:00 #410 in_progress Biased Biased
2026-02-21 00:00 #406 in_progress Biased Biased
2026-02-20 00:00 #402 in_progress Biased Biased
2026-02-19 00:00 #398 in_progress Biased Biased
2026-02-18 00:00 #394 in_progress Biased Biased
2026-02-17 00:00 #390 in_progress Biased Biased
2026-02-16 00:00 #386 in_progress Biased Biased
2026-02-15 00:00 #382 in_progress Biased Biased
2026-02-14 00:00 #378 in_progress Biased Biased
2026-02-13 00:00 #374 in_progress Biased Biased
2026-02-12 00:00 #370 in_progress Biased Biased
2026-02-11 00:00 #366 in_progress Clean Clean
2026-02-10 00:00 #362 completed Biased Biased
2026-02-09 00:00 #358 completed Biased Biased
2026-02-08 00:00 #354 completed Biased Biased
2026-02-05 00:00 #342 completed Biased Biased
2026-02-04 00:00 #338 completed Biased Biased
2026-02-03 00:00 #334 completed Biased Biased
2026-02-02 00:00 #330 completed Biased Biased
2026-02-01 00:00 #326 completed Biased Biased
2026-01-31 00:00 #322 completed Biased Biased
2026-01-30 00:00 #318 completed Biased Biased
2026-01-27 00:00 #306 completed Biased Biased
2026-01-26 00:00 #302 completed Biased Biased
2026-01-24 00:00 #294 completed Biased Biased
2026-01-23 00:00 #290 failed Biased Biased
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled 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 Clean Clean
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

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