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
missing_linux_example
Summary
The documentation provides a detailed PowerShell sample for calling the upload API, including use of the MSAL.PS module and Windows certificate store paths, but does not offer equivalent examples for Linux/macOS environments (e.g., Bash, curl, Python, or OpenSSL usage). This may create friction for non-Windows users who need to authenticate and interact with the API.
Recommendations
  • Add a Linux/macOS example using Bash and curl, showing how to acquire an access token and make the API call.
  • Provide a cross-platform Python example using MSAL (Microsoft Authentication Library for Python) to demonstrate authentication and API usage.
  • Document how to handle certificates on Linux/macOS (e.g., using PEM files with MSAL or curl) instead of relying on Windows certificate store paths.
  • Clarify that the API is platform-agnostic and that any tool capable of making HTTP requests and handling OAuth2 tokens can be used.
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Scan History

Date Scan Status Result
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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets