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_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a strong Windows bias by exclusively using PowerShell commands for all provisioning and key retrieval steps, with no mention of Azure CLI, Bash, or Linux-native tools. All examples and instructions assume the user is on Windows, and quickstart links default to Windows/Visual Studio tabs or C# examples, further reinforcing the bias. There is no guidance for Linux or cross-platform users, nor are alternative command-line tools or shell environments discussed.
Recommendations
- Add equivalent Azure CLI commands for provisioning and managing Cognitive Services resources, with clear instructions for Linux/macOS users.
- Include Bash or shell script examples alongside PowerShell, and clarify which commands work cross-platform.
- Ensure quickstart links and code samples offer parity for Linux (e.g., tabs for Bash, Python, REST API usage from Linux/macOS).
- Explicitly mention platform compatibility and provide guidance for users on non-Windows systems.
- Review and update screenshots and UI references to avoid Windows-only imagery where possible.
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
|
| 2025-07-08 04:23 | #2 | cancelled |
Biased
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