Role Based Access Control

115
Total Pages
75
Linux-Friendly Pages
40
Pages with Bias
34.8%
Bias Rate

Bias Trend Over Time

Pages with Bias Issues

240 issues found
Showing 101-125 of 240 flagged pages
Role Based Access Control Azure roles, Microsoft Entra roles, and classic subscription administrator roles ...based-access-control/rbac-and-directory-admin-roles.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation consistently references the Azure portal and Microsoft admin centers as the primary management interfaces, which are web-based and platform-neutral, but there is a notable absence of command-line examples. Where command-line tools are mentioned (Azure CLI, Azure PowerShell), PowerShell is listed before CLI, and there are no explicit Linux-specific instructions, screenshots, or examples. The documentation does not mention Linux tools or patterns, nor does it provide parity for Linux users in terms of command-line management or automation workflows.
Recommendations
  • Add explicit Azure CLI examples and instructions alongside or before PowerShell references, highlighting cross-platform usage.
  • Include screenshots or walkthroughs using Azure CLI on Linux/macOS terminals to demonstrate parity.
  • Reference Linux-native automation patterns (e.g., bash scripting, shell integration) where applicable.
  • Clarify that Azure CLI is fully supported on Linux and macOS, and provide links to installation guides for those platforms.
  • Ensure that any mention of PowerShell is balanced with equivalent Azure CLI commands, especially in role assignment and management scenarios.
GitHub Create Pull Request
Role Based Access Control FAQ for Azure role assignment conditions - Azure ABAC ...n/articles/role-based-access-control/conditions-faq.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation references PowerShell before Azure CLI and REST API when discussing tools for managing ABAC conditions, which may indicate a Windows-first bias. PowerShell is traditionally associated with Windows environments, and its mention before cross-platform tools like Azure CLI can suggest prioritization of Windows tooling. However, Azure CLI and REST API are also mentioned, providing some parity for Linux users. No explicit Linux examples or Linux-specific tools are provided.
Recommendations
  • Alternate the order of tool mentions (e.g., list Azure CLI before PowerShell in some sections) to avoid implicit prioritization.
  • Provide explicit examples for both Azure CLI and PowerShell when demonstrating commands or workflows.
  • Include a note clarifying that Azure CLI is fully supported on Linux and macOS, and provide links to installation guides for those platforms.
  • Add Linux-specific troubleshooting tips or usage notes where relevant.
  • Ensure that any referenced scripts or code snippets are available in both Bash (for CLI) and PowerShell formats.
GitHub Create Pull Request
Role Based Access Control Best practices for Azure RBAC ...n/articles/role-based-access-control/best-practices.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation page demonstrates a mild Windows bias by referencing Azure PowerShell before Azure CLI when discussing scripting and automation for role assignments. The example links and guidance prioritize PowerShell, which is traditionally a Windows-centric tool, even though Azure CLI is cross-platform and widely used on Linux. No explicit Linux examples, tools, or patterns are provided, and there is no mention of Linux-specific workflows or shell environments.
Recommendations
  • Ensure that Azure CLI examples and references are presented before or alongside Azure PowerShell, highlighting CLI's cross-platform compatibility.
  • Include explicit Linux shell (bash/zsh) examples for common RBAC tasks, demonstrating parity with PowerShell instructions.
  • Add notes or sections clarifying that all recommended practices and tools are applicable on Linux, macOS, and Windows, and provide links to platform-specific guidance where relevant.
  • Avoid language that implies PowerShell is the default or preferred automation tool; instead, present both PowerShell and CLI as equal options.
GitHub Create Pull Request
Role Based Access Control Azure built-in roles for Hybrid + multicloud - Azure RBAC ...sed-access-control/built-in-roles/hybrid-multicloud.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation page is heavily focused on Azure Stack HCI and System Center Virtual Machine Manager (ScVmm), which are Windows-centric technologies. All role definitions and permissions are centered around Windows-based infrastructure and management tools, with no mention of Linux-specific roles, tools, or examples. The documentation assumes a Windows environment and does not provide parity for Linux-based hybrid or multicloud scenarios.
Recommendations
  • Add equivalent role definitions and permissions for Linux-based hybrid/multicloud scenarios, such as those involving Azure Arc-enabled Linux servers or Kubernetes clusters.
  • Include examples and documentation for managing Linux resources, such as onboarding, patching, and monitoring Linux VMs via Azure Arc.
  • Reference Linux-native tools and workflows (e.g., SSH, Linux package managers, shell scripts) alongside or before Windows/PowerShell-centric tools.
  • Provide links to documentation for Linux hybrid/multicloud management, ensuring users can find guidance regardless of their platform.
  • Explicitly state platform requirements and limitations for each role, clarifying which roles are Windows-only and which are cross-platform.
GitHub Create Pull Request
Role Based Access Control Azure built-in roles for Security - Azure RBAC ...s/role-based-access-control/built-in-roles/security.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example
Summary
The documentation page lists Azure built-in roles for security and generally avoids platform-specific instructions or examples. However, there is evidence of Windows/Powershell bias in the 'Attestation Contributor' role, where the 'Learn more' link points specifically to a PowerShell quickstart, with no mention of Linux, Bash, or CLI alternatives. Other roles either link to generic guides or do not provide platform-specific examples, but the lack of parity in the referenced quickstart is notable.
Recommendations
  • For roles where the 'Learn more' link points to a PowerShell-specific guide (e.g., Attestation Contributor), add equivalent links or sections for Azure CLI, Bash, or Linux-based workflows.
  • Review all referenced guides to ensure Linux and cross-platform instructions are present and equally discoverable.
  • Where possible, provide example commands for both PowerShell and Azure CLI/Bash in documentation, or clarify that the instructions are platform-agnostic.
  • Audit other role documentation for similar issues and update links or content to improve Linux parity.
GitHub Create Pull Request
Role Based Access Control View activity logs for Azure RBAC changes ...les/role-based-access-control/change-history-report.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation provides both Azure PowerShell and Azure CLI examples, but the PowerShell section is presented first, is more detailed, and includes additional filtering and output formatting examples. The CLI section is shorter and less detailed. There are no explicit Linux-specific instructions, nor are Linux shell patterns (e.g., Bash, grep, jq) mentioned. The documentation implicitly favors Windows users by prioritizing PowerShell and its idioms.
Recommendations
  • Present Azure CLI examples before or alongside PowerShell examples to avoid Windows-first ordering.
  • Expand Azure CLI sections to include equivalent filtering and output formatting, using tools like jq for JSON parsing.
  • Add explicit notes or examples for Linux/macOS users, such as using Bash, zsh, or other common shells.
  • Mention cross-platform compatibility for both CLI and PowerShell, clarifying which commands work natively on Linux/macOS.
  • Include troubleshooting tips or references for installing and using Azure CLI and PowerShell on Linux.
GitHub Create Pull Request
Role Based Access Control Allow read access to blobs based on tags and custom security attributes - Azure ABAC ...ccess-control/conditions-custom-security-attributes.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation demonstrates a Windows bias by prioritizing Azure PowerShell examples and workflows, which are traditionally associated with Windows environments. The PowerShell section is presented before the Azure CLI section, and there are no explicit Linux-specific instructions, screenshots, or troubleshooting notes. The portal-based instructions also implicitly assume a Windows-centric workflow, with no mention of Linux desktop environments or alternative tools.
Recommendations
  • Present Azure CLI examples before or alongside PowerShell examples to avoid implying Windows-first workflows.
  • Explicitly mention that Azure CLI is cross-platform and works on Linux, macOS, and Windows.
  • Include troubleshooting notes or tips for Linux users, such as authentication differences or file path conventions.
  • Add screenshots or instructions that demonstrate the workflow on Linux (e.g., using a Linux terminal for Azure CLI).
  • Reference Linux-native tools (such as curl or jq) for blob access and verification, where appropriate.
  • Clarify that the Azure portal is accessible from any OS and provide browser recommendations for Linux users.
GitHub Create Pull Request
Role Based Access Control Azure classic subscription administrators ...es/role-based-access-control/classic-administrators.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation exclusively provides instructions using the Azure portal (web UI) and Azure Resource Graph, with no mention of command-line tools or scripts. There are no examples using PowerShell, Azure CLI, or any Linux-native tools. While PowerShell is not explicitly referenced, the lack of Azure CLI or bash examples means Linux users are not given parity. All steps assume use of a browser, which is platform-neutral but omits the common Linux workflow of using Azure CLI in shell environments.
Recommendations
  • Add equivalent examples using Azure CLI commands for listing, converting, and removing classic administrators, ensuring instructions work on Linux, macOS, and Windows.
  • Explicitly mention that all operations can be performed via Azure CLI or PowerShell, and provide links to relevant command-line documentation.
  • Include sample scripts or command snippets for common tasks (e.g., listing classic administrators, assigning Owner role, removing Co-Administrator) using Azure CLI.
  • Where screenshots are shown for the portal, consider adding terminal output examples for CLI workflows.
  • Clarify that the Azure portal is accessible from any OS, but highlight command-line alternatives for automation and Linux users.
GitHub Create Pull Request
Role Based Access Control Azure role assignment condition format and syntax - Azure ABAC ...rticles/role-based-access-control/conditions-format.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation page demonstrates mild Windows bias by mentioning Azure PowerShell and its string escaping requirements before Linux-equivalent tools, and by referencing PowerShell, Azure CLI, and REST API together but listing PowerShell first. There are no explicit Linux shell examples, nor is there parity in discussing Linux-specific usage patterns or issues. The only tool-specific note is about PowerShell string escaping with the dollar sign, which is a Windows-centric concern.
Recommendations
  • Add explicit examples for Linux shells (e.g., Bash) where relevant, especially for string escaping and command usage.
  • When listing cross-platform tools (PowerShell, CLI, REST), alternate or randomize the order, or explicitly state that all are supported equally.
  • Include notes about string escaping or syntax issues for Bash/Linux shells alongside PowerShell notes.
  • Provide links or references to Linux-specific documentation or troubleshooting guides where applicable.
  • Ensure that examples and instructions are not PowerShell-centric and clarify any platform-specific differences.
GitHub Create Pull Request
Role Based Access Control Add Azure role assignment conditions using Azure Resource Manager templates - Azure ABAC ...access-control/conditions-role-assignments-template.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation provides deployment examples using both Azure PowerShell (Windows-centric) and Azure CLI, but lists the PowerShell example first and uses the Windows-oriented New-AzResourceGroupDeployment command. There are no explicit Linux shell examples (e.g., bash), nor is there mention of Linux-specific tooling or patterns. The focus on PowerShell and ordering may subtly favor Windows users.
Recommendations
  • Alternate the order of examples, sometimes listing Azure CLI (cross-platform) before PowerShell.
  • Explicitly mention that Azure CLI works on Linux, macOS, and Windows, and provide bash/zsh shell examples where relevant.
  • Include notes or links for Linux users about installing and using Azure CLI.
  • Consider adding a table or section comparing deployment methods across platforms (Windows, Linux, macOS).
  • Avoid language or ordering that implies PowerShell is the default or preferred method.
GitHub Create Pull Request
Role Based Access Control Azure custom roles - Azure RBAC ...ain/articles/role-based-access-control/custom-roles.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation page exhibits a mild Windows bias. Azure PowerShell (a Windows-centric tool) is mentioned before Azure CLI in most places, and examples are provided for both, but PowerShell is often presented first or in greater detail. The input/output formats section gives PowerShell precedence, and the 'Next steps' links list the PowerShell tutorial before the CLI tutorial. However, Linux parity is reasonable since Azure CLI is also covered, and REST API and portal options are mentioned. There are no exclusive Windows-only tools or missing Linux examples, but the ordering and emphasis favor Windows/PowerShell.
Recommendations
  • Alternate the order of PowerShell and CLI examples and links to avoid implicit prioritization.
  • Explicitly mention that Azure CLI is cross-platform and suitable for Linux/macOS users.
  • Provide example commands (not just JSON) for both PowerShell and CLI to illustrate usage on different platforms.
  • Add a note clarifying that both PowerShell and CLI are supported on Windows, Linux, and macOS, and link to installation guides for each platform.
  • Ensure that any screenshots or walkthroughs using the command line include both PowerShell and CLI where applicable.
GitHub Create Pull Request
Role Based Access Control Examples to delegate Azure role assignment management with conditions - Azure ABAC ...d-access-control/delegate-role-assignments-examples.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Missing Linux Example
Summary
The documentation provides detailed Azure PowerShell examples for all scenarios but does not include equivalent Azure CLI or Bash examples, which are more commonly used on Linux and cross-platform environments. This results in a bias toward Windows and PowerShell users, making it less accessible for Linux users or those who prefer CLI tools.
Recommendations
  • Add Azure CLI examples for each scenario alongside PowerShell, showing equivalent commands and syntax.
  • Include Bash script snippets where appropriate to demonstrate cross-platform usage.
  • Explicitly mention that all examples can be run on Linux, macOS, and Windows, and clarify any platform-specific requirements.
  • Consider reordering or presenting CLI and PowerShell examples side-by-side to avoid implicit prioritization of Windows tools.
GitHub Create Pull Request
Role Based Access Control Azure permissions for Management and governance - Azure RBAC ...ccess-control/permissions/management-and-governance.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Powershell Heavy
Summary
The documentation page lists Azure permissions for management and governance but shows evidence of Windows bias, particularly in the Microsoft.Automation section. There is a heavy emphasis on PowerShell modules and runbooks, with repeated references to 'Azure Automation PowerShell module', 'PowerShell modules', and related activities. There is no mention of Linux equivalents (such as Bash, Python, or shell scripts) in the context of automation, nor are Linux-specific tools or examples provided. The documentation does not offer parity for Linux users in terms of automation scripting, module management, or runbook examples.
Recommendations
  • Include references to Linux-compatible automation options, such as Bash or Python runbooks, alongside PowerShell.
  • Add examples and descriptions for managing Linux-based automation modules and scripts in Azure Automation.
  • Clarify which features are cross-platform and which are Windows-specific, especially in automation and scripting contexts.
  • Provide links or guidance for Linux users on how to leverage Azure Automation with non-Windows tools.
  • Ensure that documentation for automation and scripting does not default to Windows/PowerShell, but presents Linux options equally.
GitHub Create Pull Request
Role Based Access Control Remove Azure role assignments - Azure RBAC ...s/role-based-access-control/role-assignments-remove.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation provides detailed examples for Azure PowerShell before Azure CLI, with multiple PowerShell code blocks and troubleshooting tips. PowerShell is a Windows-centric tool, and its prominence may suggest a Windows bias. While Azure CLI examples are present and cross-platform, the ordering and depth of PowerShell coverage could make Linux users feel secondary.
Recommendations
  • Present Azure CLI examples before Azure PowerShell, as CLI is cross-platform and widely used on Linux.
  • Balance the number of examples between PowerShell and CLI, ensuring parity in scope and complexity.
  • Explicitly note that Azure CLI works natively on Linux/macOS and Windows, while PowerShell may require installation on non-Windows systems.
  • Add troubleshooting tips for Azure CLI similar to those provided for PowerShell.
  • Consider adding Bash script examples for common scenarios to further support Linux users.
GitHub Create Pull Request
Role Based Access Control Understand scope for Azure RBAC ...n/articles/role-based-access-control/scope-overview.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation page demonstrates a mild Windows bias by mentioning Azure PowerShell before Azure CLI when discussing command-line methods to determine scope. The only explicit command-line example given is for Azure PowerShell, with the Azure CLI example presented as output rather than a command. No Linux-specific tools or shell examples (e.g., Bash) are provided, and PowerShell is referenced as a primary method, which is more closely associated with Windows environments.
Recommendations
  • Present Azure CLI examples before or alongside Azure PowerShell examples, as Azure CLI is cross-platform and widely used on Linux.
  • Include explicit Azure CLI command examples (not just output), showing how to list role assignments and determine scope.
  • Add notes clarifying that both Azure PowerShell and Azure CLI are available on Windows, Linux, and macOS.
  • Consider including Bash scripting examples for common tasks, to further improve Linux parity.
  • Avoid implying that PowerShell is the default or preferred method unless justified by usage data.
GitHub Create Pull Request
Role Based Access Control Transfer an Azure subscription to a different Microsoft Entra directory ...les/role-based-access-control/transfer-subscription.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Missing Linux Example
Summary
The documentation page primarily uses Azure CLI and Bash examples, which are cross-platform, and does not provide PowerShell or Windows-specific tool examples. However, there is a subtle Windows bias in the references to Azure CLI quickstarts for managed identities, which link first to Windows VM guides (e.g., 'qs-configure-cli-windows-vm.md') and VMSS guides with 'windows' in the filename. Additionally, when listing ACLs for Azure Data Lake Storage Gen2, the documentation mentions using the Azure portal or PowerShell, but does not provide equivalent Bash or CLI examples, which could disadvantage Linux users.
Recommendations
  • When referencing quickstart guides for managed identities, provide both Windows and Linux VM links, or use a neutral landing page that covers both platforms.
  • For steps involving listing ACLs, include Azure CLI or Bash examples alongside PowerShell and portal instructions to ensure Linux parity.
  • Review all linked resources and ensure that Linux-specific instructions are equally visible and accessible, not only Windows-focused guides.
  • Explicitly state that Azure CLI commands work on both Windows and Linux, and provide examples for both environments where differences exist.
GitHub Create Pull Request
Role Based Access Control Understand Azure role definitions - Azure RBAC ...articles/role-based-access-control/role-definitions.md
Medium Priority View Details →
Scanned: 2026-01-11 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation page demonstrates mild Windows bias by consistently listing Azure PowerShell (a Windows-centric tool) before Azure CLI and REST API when describing how to view role definitions and providing examples. JSON output examples are shown for both PowerShell and CLI, but PowerShell is always presented first. There are no explicit Linux-only examples or references to Linux-specific tools, and no mention of platform differences in usage or installation. The CLI is cross-platform, but the ordering and emphasis favor Windows/PowerShell.
Recommendations
  • Alternate the order of examples so that Azure CLI (cross-platform) is sometimes presented before Azure PowerShell, or present both together without prioritizing one.
  • Explicitly mention that Azure CLI is available and supported on Linux, macOS, and Windows, and provide installation links for all platforms.
  • Where possible, include notes or examples for Linux/macOS users, such as shell usage patterns or troubleshooting tips.
  • Consider adding a brief section clarifying that all shown commands and outputs are platform-agnostic unless otherwise noted.
  • If PowerShell is referenced, clarify that PowerShell Core is available cross-platform, but Azure PowerShell is most commonly used on Windows.
GitHub Create Pull Request
Role Based Access Control Prerequisites for Azure role assignment conditions - Azure ABAC .../role-based-access-control/conditions-prerequisites.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation lists Azure PowerShell prerequisites in detail before Azure CLI, including specific module versions and installation notes, which may suggest a Windows-centric approach. The PowerShell section is more elaborate than the CLI section, and there are no explicit Linux-specific instructions or examples. REST API usage is platform-neutral, but the overall emphasis is on Windows tools and patterns.
Recommendations
  • Provide equal detail for Azure CLI prerequisites, including module/version specifics and installation notes for Linux/macOS.
  • Include explicit instructions or examples for Linux/macOS environments, such as shell commands and installation steps.
  • Mention cross-platform compatibility for both PowerShell (e.g., PowerShell Core on Linux/macOS) and CLI.
  • Add links to platform-specific installation guides for both Windows and Linux/macOS.
  • Ensure that examples and troubleshooting steps are provided for both Windows and Linux users.
GitHub Create Pull Request
Role Based Access Control Best practices for Azure RBAC ...n/articles/role-based-access-control/best-practices.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation page demonstrates mild Windows bias by referencing Azure PowerShell before Azure CLI when discussing scripting and automation for role assignments. The example links and instructions prioritize PowerShell, which is more commonly used on Windows, and only mention Azure CLI secondarily. There are no explicit Linux examples, nor are Linux-specific tools or patterns discussed. The page does not provide parity in examples or guidance for Linux users.
Recommendations
  • Ensure that Azure CLI examples are presented before or alongside PowerShell examples, as CLI is cross-platform and widely used on Linux.
  • Include explicit Linux usage patterns or examples, such as shell scripting with Azure CLI.
  • Reference Linux-native tools or environments where appropriate, and clarify that Azure CLI works on both Windows and Linux.
  • Avoid language that implies PowerShell is the default or preferred method unless justified by technical reasons.
  • Add a section or note highlighting cross-platform support and best practices for both Windows and Linux users.
GitHub Create Pull Request
Role Based Access Control FAQ for Azure role assignment conditions - Azure ABAC ...n/articles/role-based-access-control/conditions-faq.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation page references PowerShell before Azure CLI and REST API when listing tools for managing ABAC conditions, and mentions code editor options in a way that may imply a Windows-centric workflow. There are no explicit Linux examples or tool parity notes, and PowerShell (a Windows-native tool) is listed first, suggesting a Windows-first bias.
Recommendations
  • List Azure CLI before PowerShell when mentioning command-line tools, as CLI is cross-platform.
  • Provide explicit examples for both Azure CLI and PowerShell in relevant sections.
  • Clarify that all tools (PowerShell, CLI, REST API) are supported on Windows, Linux, and macOS where applicable.
  • Add notes or links to Linux/macOS usage guides for Azure CLI and REST API.
  • Avoid implying that PowerShell is the primary or default tool for cross-platform users.
GitHub Create Pull Request
Role Based Access Control Azure role assignment condition format and syntax - Azure ABAC ...rticles/role-based-access-control/conditions-format.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation page demonstrates mild Windows bias by referencing Azure PowerShell and its string escaping patterns before mentioning Azure CLI, REST API, or other cross-platform tools. Specifically, in the 'Special characters' and 'Exists' operator sections, PowerShell is mentioned first or exclusively, and Windows-specific string escaping is described. There are no explicit Linux or bash examples, nor is there parity in tool usage explanations.
Recommendations
  • When describing string escaping or syntax requirements, include equivalent examples for bash/Azure CLI and REST API, not just PowerShell.
  • List cross-platform tools (Azure CLI, REST API) before or alongside PowerShell when describing how to use operators or features.
  • Add explicit Linux/macOS command-line examples where relevant, especially in sections discussing tooling or scripting.
  • Clarify that all described features and syntax are available across platforms, and link to platform-specific guides if differences exist.
GitHub Create Pull Request
Role Based Access Control View activity logs for Azure RBAC changes ...les/role-based-access-control/change-history-report.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation provides both Azure PowerShell and Azure CLI examples for viewing Azure RBAC activity logs, but the PowerShell section is presented first and in greater detail, with more example commands and output formatting. PowerShell is a Windows-centric tool, and its prominence may signal a Windows bias. The CLI section is present and functional, but less detailed. There are no explicit Linux-only tools or workflows mentioned, and no Bash or shell scripting examples are provided.
Recommendations
  • Present Azure CLI examples before or alongside PowerShell examples to avoid 'Windows first' ordering.
  • Expand the Azure CLI section to include more detailed examples, output formatting, and filtering, matching the depth of the PowerShell section.
  • Include Bash or shell scripting examples for filtering or processing CLI output, demonstrating Linux-native workflows.
  • Explicitly mention that Azure CLI is cross-platform and suitable for Linux, macOS, and Windows.
  • Add notes or links for Linux users on installing and using Azure CLI, and clarify that PowerShell Core is available cross-platform if relevant.
GitHub Create Pull Request
Role Based Access Control Create or update Azure custom roles using Bicep - Azure RBAC ...ticles/role-based-access-control/custom-roles-bicep.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Powershell Heavy Windows First
Summary
The documentation provides both Azure CLI and Azure PowerShell examples for all operations, but the PowerShell examples are prominent and equally featured, which may indicate a Windows bias. PowerShell is primarily a Windows tool, though it is available cross-platform. There are no Linux-specific shell examples (e.g., Bash), and variable assignment examples use PowerShell syntax alongside CLI, potentially favoring Windows users. No Linux tools or patterns are mentioned, and instructions do not address Linux-specific considerations.
Recommendations
  • Add Bash shell examples for variable assignment and command execution alongside Azure CLI, to better support Linux users.
  • Clarify that Azure CLI commands work on both Windows and Linux/macOS, and provide any OS-specific notes if needed.
  • Consider reducing the prominence of PowerShell unless there are Windows-specific steps, or explicitly state cross-platform support for PowerShell Core.
  • Include troubleshooting notes for common Linux shell issues (e.g., quoting, environment variables) when using Azure CLI.
  • Mention that the Bicep file and Azure CLI are fully supported on Linux, and link to relevant Linux installation guides.
GitHub Create Pull Request
Role Based Access Control Azure built-in roles - Azure RBAC ...n/articles/role-based-access-control/built-in-roles.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
🔧 Windows Tools Windows First
Summary
The documentation page for Azure built-in roles is generally platform-neutral, focusing on role definitions and permissions. However, there is evidence of Windows bias in the naming and description of certain roles and services, such as 'Windows Admin Center Administrator Login', 'Windows 365 Network Interface Contributor', and 'Windows 365 Network User', which are Windows-specific tools and services. These roles are present in the Compute section and are not balanced by equivalent Linux-specific roles or tools. Additionally, Azure Stack HCI and SCVMM (System Center Virtual Machine Manager) roles in the Hybrid + Multicloud section are Windows-centric, with no mention of Linux-based equivalents. The documentation lists Windows tools and roles explicitly, while Linux-specific management tools or roles (e.g., SSH, Linux VM management) are not mentioned or described in similar detail.
Recommendations
  • Add Linux-specific roles and management tools where relevant, such as roles for SSH access, Linux VM management, or integration with Linux-based automation/configuration tools.
  • Provide parity in documentation by including Linux equivalents or alternatives for Windows-centric roles and services, such as describing how Linux VMs are managed and what roles apply.
  • Where Windows tools (e.g., Windows Admin Center, SCVMM, Windows 365) are mentioned, also mention Linux management tools (e.g., Cockpit, Ansible, SSH) and clarify which roles or permissions apply to those scenarios.
  • Review role descriptions for platform bias and update them to explicitly state applicability to both Windows and Linux environments, or clarify any platform-specific limitations.
GitHub Create Pull Request
Role Based Access Control Allow read access to blobs based on tags and custom security attributes - Azure ABAC ...ccess-control/conditions-custom-security-attributes.md
Medium Priority View Details →
Scanned: 2026-01-10 00:00
Reviewed by: LLM Analysis
Issues: 2 bias types
Detected Bias Types
Windows First Powershell Heavy
Summary
The documentation demonstrates a mild Windows bias. The main workflow is described using the Azure portal (which is cross-platform via browser), but command-line examples are provided for both Azure PowerShell and Azure CLI. However, the PowerShell section appears before the Azure CLI section, and PowerShell is a Windows-centric tool (despite recent cross-platform support). There are no explicit Linux shell examples (e.g., Bash), and no mention of Linux-specific tools or patterns. The CLI examples use Azure CLI, which is cross-platform, but the ordering and emphasis slightly favor Windows/PowerShell users.
Recommendations
  • Present Azure CLI examples before PowerShell examples, as Azure CLI is more widely used across platforms.
  • Explicitly mention that Azure CLI commands work on Linux, macOS, and Windows.
  • Add Bash script examples for common tasks, especially for blob access and role assignment, to improve Linux parity.
  • Include notes or links for Linux users regarding installation and usage of Azure CLI and PowerShell on Linux.
  • Avoid language that implies PowerShell is the default or preferred method unless justified by feature parity.
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