149
Total Pages
127
Linux-Friendly Pages
22
Pages with Bias
14.8%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

178 issues found
Showing 1-25 of 178 flagged pages
Container Registry Service Principal Authentication for ACR ...-registry/container-registry-auth-service-principal.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page references both Azure CLI and Azure PowerShell sample scripts, but lists PowerShell examples and links alongside CLI examples, suggesting parity. However, there is a subtle Windows bias: PowerShell is mentioned explicitly and linked, while Linux-specific shell scripting is not discussed beyond the Azure CLI. No Linux-specific tools or patterns (such as bash scripting, environment variable conventions, or package manager instructions) are provided, and Windows/PowerShell is given equal or slightly more prominence than Linux. There are no examples of using Linux-native credential managers or automation tools. The only explicit command-line example uses bash-style environment variables, which is cross-platform but not specifically Linux-oriented.
Recommendations
  • Add explicit Linux shell script examples, such as bash scripts for service principal creation and authentication.
  • Include instructions or examples for Linux credential management (e.g., using keyring, secrets, or environment files).
  • Clarify cross-platform compatibility for all commands and scripts, noting any OS-specific differences.
  • Provide parity in example links: if PowerShell scripts are linked, also link to bash or shell script repositories.
  • Mention Linux automation tools (e.g., cron, systemd) in relevant scenarios alongside Windows equivalents.
Container Registry Manage Public Content in Private Container Registry ...icles/container-registry/buffer-gate-public-content.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for importing images into Azure Container Registry, but the PowerShell example is given equal prominence and detail as the CLI example. There are no explicit Linux shell (bash) examples, nor is there mention of Linux-native tools or workflows outside of Azure CLI. The documentation refers to Azure PowerShell as a primary tool, which is Windows-centric, and does not provide parity for Linux users who may prefer bash or other shell environments. The ordering of examples (CLI first, then PowerShell) is neutral, but the lack of Linux-specific guidance and the focus on PowerShell can be considered a Windows bias.
Recommendations
  • Add explicit bash shell examples for Linux users, especially for common workflows like importing images.
  • Clarify that Azure CLI is cross-platform and provide examples of running CLI commands in Linux/macOS terminals.
  • Mention Linux-native tools (e.g., curl, podman, skopeo) where relevant, or explain how they can be used with Azure Container Registry.
  • Reduce emphasis on PowerShell as a primary tool, or balance with Linux-native alternatives.
  • Include troubleshooting or authentication guidance specific to Linux environments (e.g., credential storage, environment variables).
Container Registry Quickstart - Create Registry - Bicep ...ainer-registry/container-registry-get-started-bicep.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates Windows bias by mentioning PowerShell and the integrated Visual Studio Code terminal before Linux alternatives, providing explicit PowerShell examples, and lacking explicit Linux shell (bash) examples. The Azure CLI example is present, but there is no mention of Linux-specific shell usage or guidance for Linux users. The instructions for opening terminals and deleting resources are oriented toward Windows/GUI workflows.
Recommendations
  • Add explicit bash/Linux shell examples alongside PowerShell, including instructions for opening a terminal on Linux/macOS.
  • Mention Linux and macOS environments in the prerequisites and deployment steps, clarifying that Azure CLI works cross-platform.
  • Provide guidance for deleting resources using Azure CLI or bash, not just via the Azure portal.
  • Avoid Windows-centric language such as 'open PowerShell' or 'integrated Visual Studio Code terminal' without mentioning Linux/macOS equivalents.
  • Ensure parity in tool recommendations (e.g., suggest VS Code on Linux/macOS, or other editors commonly used on those platforms).
Container Registry Azure Container Registry Authentication Options Explained ...ontainer-registry/container-registry-authentication.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by consistently presenting Azure PowerShell examples alongside or immediately after Azure CLI examples, with no equivalent Linux shell or Bash scripting examples for key authentication flows. Windows-specific tools (PowerShell) are given parity with the cross-platform Azure CLI, but Linux-native patterns (e.g., Bash, shell scripting) are not shown. The 'Next steps' section also highlights PowerShell and CLI, omitting Linux/Bash walkthroughs. While there is mention of using 'podman' as an alternative to Docker (relevant for Linux), this is a minor section and does not address broader Linux usage patterns.
Recommendations
  • Add Bash shell scripting examples for all authentication flows, especially for service principal and admin account scenarios.
  • Include explicit Linux usage instructions (e.g., environment variable export, file paths, credential storage) where relevant.
  • Provide parity for Linux-native tools and workflows (e.g., using Bash with az CLI, integrating with systemd for unattended authentication).
  • In 'Next steps', add links to Linux/Bash getting started guides for Azure Container Registry.
  • Where PowerShell is mentioned, clarify its cross-platform availability, but also offer native Linux alternatives.
  • Ensure that examples and instructions do not assume Windows as the default environment.
Container Registry Push & Pull Container Image using Azure Container Registry ...-registry/container-registry-get-started-docker-cli.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation page demonstrates a moderate Windows bias. Windows-specific tools (Azure PowerShell) are presented in parallel with Azure CLI, but PowerShell examples are given equal prominence, despite being Windows-centric. The use of Visual Studio Code and its Docker extension is recommended, which is more commonly associated with Windows workflows. Keyboard shortcuts (Control+C) are described in a way that matches Windows conventions. There are no explicit Linux shell examples (e.g., bash, zsh), nor are Linux-specific authentication or removal workflows discussed. The order of presentation sometimes places Windows tools before Linux equivalents, and there is no mention of Linux-native alternatives to PowerShell.
Recommendations
  • Add explicit Linux shell (bash/zsh) examples for authentication and image removal, including common Linux commands and workflows.
  • Clarify that Azure CLI is cross-platform and provide sample commands in bash/zsh syntax.
  • Include Linux-specific notes for keyboard shortcuts (e.g., Ctrl+C is universal, but mention differences if any).
  • Mention Linux-native editors (such as Vim, Emacs, or GNOME Builder) as alternatives to Visual Studio Code.
  • Provide parity in tool recommendations, e.g., suggest Linux package managers for Docker installation, and reference Linux documentation for Docker Desktop.
  • Ensure that Linux options are presented before or alongside Windows options, not after.
Container Registry Quickstart - Create Registry in Portal ...iner-registry/container-registry-get-started-portal.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides both Azure CLI and Azure PowerShell instructions for signing in to the registry, but PowerShell (a Windows-centric tool) is given equal prominence to Azure CLI, and no Linux-specific shell examples (e.g., Bash) are provided. There is no mention of Linux-native tools or patterns for resource management, and the portal screenshots and instructions are generic, but the command-line sections lack explicit Linux parity. The Docker installation section does link to Linux, Mac, and Windows instructions, but the registry management examples are Windows/PowerShell-heavy and do not show Linux shell equivalents.
Recommendations
  • Add explicit Bash/Linux shell examples for registry login and resource management, alongside Azure CLI and PowerShell.
  • Clarify that Azure CLI commands work cross-platform and provide sample commands in Bash syntax.
  • Where PowerShell is mentioned, also mention Linux alternatives (e.g., Bash, zsh) and show how to perform equivalent tasks.
  • Ensure parity in command-line examples by including Linux-native instructions for all steps currently shown with PowerShell.
  • Consider adding a 'Linux' tab or section for each command-line step, showing how to accomplish the task in a Linux environment.
Container Registry Error Reference for Registry Health Checks ...-registry/container-registry-health-error-reference.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation page exhibits mild Windows bias, particularly in the 'NOTARY_VERSION_ERROR' section, where Windows-specific instructions and paths (e.g., notary.exe, C:\ProgramFiles\Docker\Docker\resources\bin) are given in detail, while Linux and macOS instructions are less explicit. Additionally, references to 'system variables' and 'system environment variables' in multiple sections use Windows terminology without mentioning Linux equivalents (e.g., PATH). There are no explicit Linux or macOS command examples or paths, and the troubleshooting steps do not provide parity for non-Windows users.
Recommendations
  • For every mention of Windows-specific tools, paths, or environment variables, provide equivalent instructions for Linux and macOS (e.g., specify typical Linux/Mac paths, use 'PATH environment variable' terminology).
  • In sections like NOTARY_VERSION_ERROR, include explicit Linux/macOS installation and path instructions, not just a reference to downloading a binary.
  • When referring to adding executables to the system path, clarify the process for Linux (e.g., modifying ~/.bashrc or /usr/local/bin) and macOS.
  • Where possible, provide command-line examples for both Windows (cmd/PowerShell) and Linux/macOS (bash/zsh).
  • Review all troubleshooting steps to ensure they are platform-agnostic or provide platform-specific guidance for all major OSes.
Container Registry Manage OCI Artifacts and Supply Chain Artifacts with ORAS ...ntainer-registry/container-registry-manage-artifact.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First 🔧 Windows Tools Powershell Heavy
Summary
The documentation provides both Linux/macOS and Windows examples for ORAS CLI commands, but Windows examples are consistently presented after Linux/macOS/WSL2, not before or exclusively. However, there is a mild Windows bias in the use of Windows-specific command syntax (e.g., .\oras.exe, ^ for line continuation) and explicit mention of Docker Desktop credential store, which is primarily a Windows tool. There is also a reliance on Azure CLI and Docker Desktop, both of which are cross-platform but have stronger adoption and integration on Windows. No Linux examples are missing, and Linux is not omitted in any scenario.
Recommendations
  • Ensure that Linux and Windows examples are presented with equal prominence, possibly side-by-side, and clarify any platform-specific differences.
  • Mention Linux credential store alternatives to Docker Desktop, such as using pass or other native credential helpers.
  • Explicitly note that all CLI commands work on Linux, macOS, and Windows, and provide troubleshooting tips for each OS.
  • Where Windows-specific tools or patterns are mentioned (e.g., Docker Desktop), provide equivalent Linux alternatives or links to relevant documentation.
  • Consider adding a table or section summarizing platform-specific setup steps and differences for authentication and environment configuration.
Container Registry Import Container Images to ACR using Azure APIs ...container-registry/container-registry-import-images.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Powershell Heavy Windows First 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by consistently providing Azure PowerShell examples alongside Azure CLI, referencing Windows-specific images (e.g., Windows Server Core), and mentioning PowerShell commands and patterns throughout. There is a lack of explicit Linux shell examples (e.g., Bash), and no mention of Linux-specific tools or workflows. The ordering and prominence of PowerShell and Windows references may make the documentation less approachable for Linux users.
Recommendations
  • Add explicit Bash/Linux shell examples for all Azure CLI commands, showing usage in a typical Linux terminal environment.
  • Include notes or sections clarifying that Azure CLI commands work identically on Linux, macOS, and Windows, and provide OS-agnostic instructions where possible.
  • Balance examples by including both Windows and Linux container images (e.g., show an import of an Ubuntu or Alpine image alongside Windows Server Core).
  • Avoid referencing Windows-specific tools or patterns (such as PowerShell) before their Linux equivalents; if both are mentioned, alternate the order or present them in parallel.
  • Add troubleshooting and setup notes relevant to Linux environments (e.g., permissions, shell differences, package installation).
Container Registry Azure Container Registry SKU Features and Limits ...articles/container-registry/container-registry-skus.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page presents both Azure CLI and Azure PowerShell examples for key operations, but PowerShell is mentioned alongside CLI in most cases and sometimes given equal prominence. There are no explicit Linux shell (bash) examples, nor is there mention of Linux-specific tools or workflows. The documentation refers to the Azure portal, which is cross-platform, but command-line examples do not show parity for Linux users (e.g., bash, zsh).
Recommendations
  • Add explicit bash or shell examples for Linux users alongside Azure CLI and PowerShell examples.
  • When listing command-line options, mention Azure CLI (cross-platform) first, then PowerShell, to avoid Windows-first bias.
  • Clarify that Azure CLI commands work natively on Linux/macOS and Windows, and provide sample shell commands where appropriate.
  • Include troubleshooting or usage notes relevant to Linux environments (e.g., common issues with Docker/Podman on Linux, file permissions, etc.).
  • Ensure that references to PowerShell are contextualized as primarily for Windows users, and highlight cross-platform alternatives.
Container Registry Verify Container Images in GitHub Workflows with Notation and Trusted Signing ...gistry-tutorial-github-verify-notation-trusted-signing.md
High Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation consistently provides both Linux (bash) and Windows (PowerShell) examples side-by-side, but Windows/PowerShell commands are always present and sometimes more verbose. Windows-specific tooling (PowerShell, Invoke-WebRequest, New-Item) is used, and Windows examples are given equal prominence to Linux, sometimes with more detailed instructions (e.g., directory creation). There is a slight tendency to mention Windows tools and patterns, such as PowerShell scripting, even when Linux equivalents are simpler. However, Linux parity is generally maintained, and the workflow itself runs on Ubuntu by default.
Recommendations
  • Ensure Linux examples are always as detailed as Windows ones, especially for tasks like directory creation.
  • Consider listing Linux (bash) examples before Windows (PowerShell) ones to reflect the default Ubuntu runner in GitHub Actions.
  • Where possible, use cross-platform commands (e.g., 'mkdir' instead of PowerShell's 'New-Item') in examples, or note cross-platform alternatives.
  • Add notes clarifying when commands are platform-specific and recommend using the default Ubuntu runner unless Windows is required.
  • Review for any subtle differences in instructions or outcomes between Linux and Windows examples and harmonize them.
Container Registry Import Container Images to ACR using Azure APIs ...container-registry/container-registry-import-images.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by consistently presenting Azure PowerShell examples alongside Azure CLI, referencing Windows-specific images (e.g., Windows Server Core), and omitting explicit Linux shell examples (such as Bash or sh). Windows tools and patterns (PowerShell cmdlets, Windows image import) are mentioned or shown before or alongside their Linux equivalents, but Linux-native usage patterns are not covered. There is no mention of Linux-specific shell environments, nor are there examples using Bash, zsh, or other common Linux shells.
Recommendations
  • Add explicit Bash or Linux shell examples for all Azure CLI commands, showing usage in a typical Linux terminal.
  • Include notes or sections on running Azure CLI commands in Linux environments, including installation and authentication steps specific to Linux.
  • Provide parity in image examples by including imports of popular Linux-based images (e.g., Ubuntu, Alpine) alongside Windows images.
  • Clarify that Azure CLI commands are cross-platform and demonstrate their use in both Windows and Linux environments.
  • Avoid referencing only Windows-specific images (such as Windows Server Core) and balance with Linux container images.
  • If PowerShell is shown, also show equivalent Bash scripts for Linux users, especially for authentication and token retrieval steps.
Container Registry Quickstart - Create Registry - Bicep ...ainer-registry/container-registry-get-started-bicep.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation demonstrates a Windows bias by referencing PowerShell and Visual Studio Code as primary tools, providing explicit PowerShell deployment instructions, and mentioning the integrated VS Code terminal shortcut (which is Windows-specific). There are no explicit Linux shell (bash) examples, nor is there mention of Linux-specific editors or terminal usage. The Azure CLI example is present, but it is not clearly contextualized for Linux users, and the PowerShell tab appears before CLI in the deployment section.
Recommendations
  • Add explicit bash shell examples for deploying the Bicep file on Linux/macOS.
  • Mention Linux-compatible editors (e.g., Vim, Nano, VS Code on Linux) in the 'Review the Bicep file' section.
  • Clarify that Azure CLI commands work cross-platform and provide terminal instructions for Linux/macOS (e.g., using 'cd' and './').
  • Avoid referencing Windows-specific shortcuts (e.g., ctrl+` for VS Code) without noting Linux/macOS equivalents.
  • Ensure that CLI examples are presented before PowerShell, or at least in parallel, to avoid Windows-first ordering.
Container Registry Service Principal Authentication for ACR ...-registry/container-registry-auth-service-principal.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation references both Azure CLI and Azure PowerShell sample scripts, but lists Azure PowerShell second and does not provide explicit Linux shell examples for service principal creation or management. The only command-line example shown is for 'docker login', which is cross-platform, but the links to sample scripts and the mention of PowerShell may suggest a slight Windows-first bias. There is no mention of Linux-specific tools or patterns, and no explicit Bash or shell script examples for service principal creation or credential management. The certificate section references 'openssl', which is cross-platform, but does not provide a full Linux workflow.
Recommendations
  • Add explicit Bash and Linux shell examples for service principal creation, credential reset, and certificate management.
  • List Azure CLI (cross-platform) examples before PowerShell, and clarify that CLI commands work on Linux, macOS, and Windows.
  • Provide links to Linux-focused sample scripts or workflows, and mention Linux-specific considerations where relevant.
  • Ensure parity in documentation by including both PowerShell and Bash examples side-by-side where possible.
Container Registry Azure Container Registry Authentication Options Explained ...ontainer-registry/container-registry-authentication.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools Missing Linux Example
Summary
The documentation page demonstrates a Windows bias by consistently presenting Azure PowerShell examples alongside or immediately after Azure CLI, referencing Windows-centric tools and patterns (PowerShell, Azure portal), and omitting explicit Linux shell examples (e.g., bash scripts, Linux-native workflows). While there is a brief mention of podman for RHEL, most authentication and management scenarios are described using Windows tools or interfaces first, with Linux alternatives only referenced as exceptions.
Recommendations
  • Add explicit bash/Linux shell examples for all authentication scenarios, not just Azure CLI but also for service principal and admin account workflows.
  • Present Linux-native workflows (e.g., bash, podman, environment variables) alongside or before Windows/PowerShell examples to ensure parity.
  • Include instructions for using Azure CLI and Docker/podman on Linux, including installation and troubleshooting steps relevant to Linux environments.
  • Reference Linux desktop environments and terminal usage where appropriate, not just the Azure portal or PowerShell.
  • Ensure all examples using environment variables, file paths, or command syntax are cross-platform (e.g., avoid Windows-style paths or commands unless also providing Linux equivalents).
Container Registry Push & Pull Container Image using Azure Container Registry ...-registry/container-registry-get-started-docker-cli.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Powershell Heavy 🔧 Windows Tools Windows First
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell examples are provided alongside Azure CLI, but there are no equivalent Linux shell examples (e.g., Bash, sh) for Azure-specific commands. Windows tools and patterns, such as Visual Studio Code and its Docker extension, are mentioned as recommended options. The order of presentation often puts Windows-centric tools (PowerShell, VS Code) before Linux alternatives, and there is no explicit mention of Linux-native Azure management tools or shell scripting.
Recommendations
  • Add Bash or sh examples for Azure CLI commands to demonstrate usage on Linux systems.
  • Explicitly mention Linux shell environments and provide guidance for using Azure CLI in Bash.
  • Balance recommendations for development tools by including Linux-native editors (e.g., Vim, Emacs, GNOME Builder) and extensions.
  • Clarify that Azure CLI works cross-platform and show examples of authentication and image management in Linux terminal environments.
  • Include troubleshooting or tips specific to Linux users, such as dealing with Docker permissions or using service principals in shell scripts.
Container Registry Quickstart - Create Registry in Portal ...iner-registry/container-registry-get-started-portal.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page presents both Azure CLI and Azure PowerShell options for signing in to the registry, but gives equal prominence to PowerShell, which is primarily a Windows-centric tool. There are no explicit Linux shell examples (e.g., Bash), and the PowerShell instructions may not be directly applicable to Linux users. The page references Docker installation for Mac, Windows, and Linux, but all command-line examples for Azure interactions are either Azure CLI (cross-platform) or PowerShell (Windows-first). There is no mention of Linux-specific patterns or tools, and PowerShell is given a dedicated section before any Linux shell alternatives.
Recommendations
  • Add explicit Bash/Linux shell examples for Azure CLI usage, demonstrating commands in a Linux terminal context.
  • Clarify that Azure CLI commands work equally well on Linux, macOS, and Windows, and provide sample outputs from a Linux shell.
  • De-emphasize PowerShell as a primary option, or move it after CLI/Bash examples to avoid Windows-first ordering.
  • Include notes or sections for Linux users, such as common troubleshooting steps, environment setup, or differences in authentication flows.
  • Ensure parity in screenshots and instructions, e.g., showing Linux terminal screenshots alongside Windows/PowerShell ones.
Container Registry Manage OCI Artifacts and Supply Chain Artifacts with ORAS ...ntainer-registry/container-registry-manage-artifact.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy 🔧 Windows Tools
Summary
The documentation provides both Linux/macOS and Windows examples for ORAS CLI usage, but Windows examples are consistently presented after Linux/macOS. Windows-specific command syntax (cmd.exe) is included, but there is no PowerShell-specific example. The documentation references Docker Desktop (a Windows-centric tool) for credential storage, and mentions WSL2 (Windows Subsystem for Linux), which is a Windows-specific compatibility layer. However, Linux and macOS are generally well-represented, and most commands are shown for bash first. There are no missing Linux examples, but Windows tooling and patterns are referenced, and Windows-specific instructions are provided throughout.
Recommendations
  • Add PowerShell examples alongside cmd.exe for Windows users, as PowerShell is increasingly the default shell.
  • Clarify Docker credential store usage for Linux (e.g., pass or secretservice) and macOS (keychain), not just Docker Desktop.
  • Present Windows and Linux/macOS examples in parallel, rather than always listing Linux/macOS first.
  • Reduce reliance on WSL2 references; provide native Linux instructions where possible.
  • Explicitly mention Linux credential store alternatives and authentication flows, not just AD token and Docker Desktop.
  • Where Windows-specific tools or patterns are mentioned, provide equivalent Linux/macOS alternatives and links.
Container Registry Azure Container Registry Entra permissions and role assignments overview ...try/container-registry-rbac-built-in-roles-overview.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation references Azure PowerShell as a primary method for role assignment alongside Azure CLI and portal, but does not provide explicit Linux-specific examples or mention Linux-native tools. The order of listing ('Azure portal', 'Azure CLI', 'Azure PowerShell') may suggest a Windows-first approach, and there are no Bash or Linux shell examples or references to Linux package managers or automation tools. The documentation is neutral in most technical details, but the lack of Linux-specific guidance and examples may disadvantage Linux users.
Recommendations
  • Add explicit examples for performing role assignments using Bash or Linux shell environments.
  • Clarify that Azure CLI is cross-platform and provide sample commands for Linux terminals.
  • Include references to Linux-native automation tools (e.g., shell scripts, Ansible) where appropriate.
  • Balance the mention of Azure PowerShell with equivalent Linux-friendly instructions, or note platform compatibility.
  • Consider reordering tool lists or explicitly stating platform parity to avoid perceived Windows-first bias.
Container Registry Error Reference for Registry Health Checks ...-registry/container-registry-health-error-reference.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
🔧 Windows Tools Windows First Missing Linux Example
Summary
The documentation exhibits mild Windows bias, particularly in the 'NOTARY_VERSION_ERROR' section, where Windows-specific instructions (e.g., using notary.exe, referencing C:\ProgramFiles\Docker\Docker\resources\bin) are given in detail, while Linux and macOS instructions are less explicit and appear after the Windows example. Several recommendations reference 'system variables' or 'system environment variables' without clarifying platform differences, and there are no explicit Linux or macOS command-line examples or file paths provided throughout the document.
Recommendations
  • For every mention of adding a tool to 'system variables' or 'system environment variables', provide explicit instructions or links for both Windows (using System Properties or setx) and Linux/macOS (editing ~/.bashrc, ~/.zshrc, or /etc/environment).
  • In the 'NOTARY_VERSION_ERROR' section, provide equally detailed instructions for Linux and macOS, including example file paths (e.g., /usr/local/bin/notary) and installation steps.
  • Wherever a Windows path or .exe is mentioned, also mention the equivalent for Linux/macOS (e.g., binary name, typical install location).
  • Add Linux/macOS-specific troubleshooting steps or notes where relevant, especially for Docker and Helm installation and path configuration.
  • Consider including example commands for both Windows (cmd/PowerShell) and Linux/macOS (bash/zsh) where manual command execution is suggested.
Container Registry Azure Container Registry SKU Features and Limits ...articles/container-registry/container-registry-skus.md
High Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation page presents both Azure CLI and Azure PowerShell examples for managing Azure Container Registry SKUs, but it consistently lists PowerShell (a Windows-centric tool) alongside or immediately after CLI commands, without providing explicit Linux shell examples (e.g., Bash). There is no mention of Linux-specific tools or workflows, and the examples do not clarify cross-platform usage or differences. The documentation assumes familiarity with PowerShell, which may not be common for Linux users.
Recommendations
  • Add explicit Bash/Linux shell examples for all CLI commands, clarifying cross-platform compatibility.
  • Clearly indicate that Azure CLI commands work on Linux, macOS, and Windows, while PowerShell is primarily Windows-focused.
  • If PowerShell is mentioned, also mention Linux alternatives (e.g., Bash scripts, shell scripting) and provide equivalent examples.
  • Consider listing Azure CLI (cross-platform) examples before PowerShell examples to avoid Windows-first perception.
  • Include a section or note on platform compatibility for all tools and commands referenced.
Container Registry https://github.com/MicrosoftDocs/azure-management-docs/blob/main/articles/container-registry/container-registry-rbac-built-in-roles-overview.md ...try/container-registry-rbac-built-in-roles-overview.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation lists Azure PowerShell as a primary method for performing role assignments, alongside Azure CLI and Portal, but does not provide any Linux-specific examples or mention Linux-native tools. PowerShell is a Windows-centric tool, and its inclusion without Linux parity can be seen as a Windows bias. The documentation does not provide command-line examples, but the ordering and tool selection suggest a Windows-first approach. There are no explicit Linux shell examples (e.g., Bash), nor are Linux-specific workflows or considerations mentioned.
Recommendations
  • Explicitly mention that Azure CLI is cross-platform and provide Bash/Linux shell examples for common role assignment tasks.
  • If PowerShell is referenced, clarify that PowerShell Core is available on Linux and macOS, or provide equivalent Bash commands.
  • Where tools are listed, alternate the order or explicitly state platform compatibility to avoid Windows-first perception.
  • Add a section or note for Linux users, highlighting any platform-specific considerations or best practices.
  • Ensure that all example commands (if added) are provided for both Windows (PowerShell) and Linux (Bash/CLI) environments.
Container Registry https://github.com/MicrosoftDocs/azure-management-docs/blob/main/articles/container-registry/container-registry-authentication.md ...ontainer-registry/container-registry-authentication.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 4 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example 🔧 Windows Tools
Summary
The documentation page demonstrates a Windows bias by consistently presenting Azure PowerShell examples alongside or immediately after Azure CLI examples, with no equivalent Linux shell or Bash scripting examples. Windows-specific tools and patterns (PowerShell, Azure portal UI) are mentioned and illustrated, while Linux-native workflows (e.g., Bash scripting, Linux authentication patterns) are largely absent or relegated to brief notes. The use of PowerShell is emphasized throughout, and Linux alternatives (such as podman) are only mentioned in a single section, with no comprehensive Linux-focused guidance or examples.
Recommendations
  • Add explicit Bash and Linux shell examples for all authentication flows, especially for service principal and admin account scenarios.
  • Present Linux-native workflows (e.g., Bash scripts using az CLI, environment variable management, podman usage) alongside or before PowerShell examples to ensure parity.
  • Include guidance for Linux users on installing and configuring the Azure CLI, Docker, and podman, with troubleshooting steps relevant to Linux environments.
  • Expand the section on alternative container tools to cover common Linux distributions and their package managers (e.g., apt, yum, dnf) for installing podman and Docker.
  • Ensure that all command examples are provided in both PowerShell and Bash syntax, and clarify OS-specific differences where relevant.
  • Mention and link to Linux-specific documentation or community resources for Azure authentication and container registry usage.
Container Registry https://github.com/MicrosoftDocs/azure-management-docs/blob/main/articles/container-registry/container-registry-auth-aci.md ...cles/container-registry/container-registry-auth-aci.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation provides both Azure CLI and Azure PowerShell script links, but PowerShell (a Windows-centric tool) is mentioned alongside CLI without explicit Linux shell examples. The note about 'export MSYS_NO_PATHCONV=1' references bash on Windows (MSYS), which may confuse Linux users. There are no explicit Linux shell script examples or references to Linux-native tools, and PowerShell is given parity with CLI rather than being secondary.
Recommendations
  • Add explicit Linux shell (bash) script examples and links, not just Azure CLI and PowerShell.
  • Clarify the note about MSYS_NO_PATHCONV to distinguish between Windows bash environments and native Linux shells.
  • Mention Linux-native tools and patterns where relevant, and ensure examples are tested and presented for Linux users.
  • If PowerShell is referenced, clarify its cross-platform availability, but avoid implying it is the default or primary choice for Linux users.
Container Registry https://github.com/MicrosoftDocs/azure-management-docs/blob/main/articles/container-registry/container-registry-auth-service-principal.md ...-registry/container-registry-auth-service-principal.md
High Priority View Details →
Scanned: 2026-01-09 00:34
Reviewed by: LLM Analysis
Issues: 3 bias types
Detected Bias Types
Windows First Powershell Heavy Missing Linux Example
Summary
The documentation references both Azure CLI and Azure PowerShell sample scripts, but lists Azure PowerShell (a Windows-centric tool) alongside Azure CLI without providing parity for Linux-native scripting (e.g., Bash, shell scripts). There is a lack of explicit Linux or Bash examples for creating service principals or managing credentials, and the mention of PowerShell scripts may imply a Windows-first approach. The only explicit command-line example is for 'docker login', which is cross-platform, but the sample script links and references favor Windows/PowerShell tools. There are no explicit Linux-specific instructions or examples, nor is there mention of Linux tools or patterns for certificate management beyond a brief mention of 'openssl'.
Recommendations
  • Provide explicit Bash/shell script examples for common tasks (e.g., creating service principals, managing credentials) alongside PowerShell examples.
  • List Azure CLI (cross-platform) examples before PowerShell to avoid Windows-first ordering.
  • Include instructions or tips for Linux users, such as using Bash environment variables, file permissions, and certificate management with Linux tools.
  • Add links to Linux-focused sample scripts or repositories, if available.
  • Clarify that Azure CLI commands work on both Windows and Linux, and highlight any platform-specific considerations.
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