Document Details
Documentation Government Cognitiveservices
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_tools
missing_linux_example
windows_first
Summary
The documentation page demonstrates a strong Windows bias by exclusively using PowerShell commands for all provisioning and management examples, referencing Azure PowerShell as a prerequisite, and omitting any equivalent instructions for Linux users (e.g., Bash, Azure CLI). The quickstart links also prioritize Windows and Visual Studio tabs, further reinforcing the Windows-first approach and neglecting Linux development patterns.
Recommendations
- Add equivalent Azure CLI (az) commands for all provisioning and management steps, with clear instructions for Linux/macOS users.
- Include Bash shell examples alongside PowerShell, especially for resource provider registration and account creation.
- Ensure quickstart links and code tabs include Linux and cross-platform options (e.g., Python, REST API, Azure CLI) and do not default to Windows/Visual Studio.
- Explicitly mention platform-agnostic tools and workflows, and clarify any differences for Linux/macOS users.
- Review images and screenshots to ensure they are not exclusively from Windows environments.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
Biased
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| 2026-01-13 00:00 | #246 | completed |
Biased
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| 2026-01-12 00:00 | #243 | cancelled |
Biased
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| 2026-01-11 00:00 | #240 | completed |
Biased
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| 2026-01-10 00:00 | #237 | completed |
Biased
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| 2026-01-09 00:34 | #234 | completed |
Biased
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| 2026-01-08 00:53 | #231 | completed |
Biased
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| 2026-01-06 18:15 | #225 | cancelled |
 Clean
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| 2025-08-17 00:01 | #83 | cancelled |
Clean
|
| 2025-07-13 21:37 | #48 | completed |
Clean
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| 2025-07-09 13:09 | #3 | cancelled |
Clean
|
| 2025-07-08 04:23 | #2 | cancelled |
Biased
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