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 and referencing Azure PowerShell for all provisioning and account management tasks. No Linux shell (bash/CLI) or cross-platform alternatives are provided. The quickstart links and examples also prioritize Windows and Visual Studio, with tabs and pivots defaulting to Windows environments and C# language, further reinforcing the Windows-first approach. There is no mention of Azure CLI, Bash, or Linux-specific instructions, making it difficult for Linux or macOS users to follow the guidance.
Recommendations
- Add equivalent Azure CLI (az) commands for all provisioning and account management steps, with clear instructions for Linux/macOS users.
- Include bash shell examples alongside PowerShell, and clarify cross-platform compatibility for all commands.
- Update quickstart links to include tabs/pivots for Linux, macOS, and non-Windows development environments (e.g., VS Code, REST API, Python).
- Explicitly mention that Azure CLI and REST API can be used from any OS, and provide links to relevant documentation.
- Review screenshots and UI references to ensure they are not Windows-specific, or provide alternatives for other platforms.
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
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| 2025-07-13 21:37 | #48 | completed |
Clean
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| 2025-07-09 13:09 | #3 | cancelled |
Clean
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| 2025-07-08 04:23 | #2 | cancelled |
Biased
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