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AI Slop Code RIsk Monitor

Azure/azure-powershell

Microsoft Azure PowerShell

5.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Azure/azure-powershell, a C# project with 4,799 GitHub stars. SynthScan examined 17,838,974 lines of code across 55653 source files, recording 81474 pattern matches distributed across 17 syntactic categories. The legacy adjusted pattern signal is 5.5 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

5.5
Adjusted Signal
5.5
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
4.8K
Stars
C#
Language
17.8M
Lines of Code
55.7K
Files
81.5K
Pattern Hits
2026-10-12
Scan Date
0.05
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 20.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 79626 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.0/100 · LOW

Are imports declared and package/API names verified? 1814 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 57 finding(s).

PR Review Velocity Impact 24.9/100 · LOW

Which changes need focused human review? 81474 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 1763HIGH 920MEDIUM 98LOW 78693

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 81474 distinct pattern matches across 17 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block78586 hits · 73445 pts
SeverityFileLineSnippetContext
LOW…opment-docs/design-guidelines/module-best-practices.md61# Minimum version of the PowerShell engine required by this moduleCOMMENT
LOW…ocs/design-guidelines/should-process-confirm-impact.md61```COMMENT
LOW…ocs/design-guidelines/should-process-confirm-impact.md81/// is being overwritten). By Default, only ShouldProcess will be executed unless useShouldContinue returnsCOMMENT
LOWtools/TestFx/EnvironmentSetupHelper.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/ConnectionStringKeys.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/ConnectionStringKeys.cs21 public const string AZURE_TEST_MODE_ENVKEY = "AZURE_TEST_MODE";COMMENT
LOWtools/TestFx/ConnectionStringKeys.cs41 public const string TenantIdKey = "TenantId";COMMENT
LOWtools/TestFx/ConnectionStringKeys.cs61 public const string ServicePrincipalKey = "ServicePrincipal";COMMENT
LOWtools/TestFx/ConnectionStringKeys.cs81 public const string AADClientIdKey = "AADClientId";COMMENT
LOWtools/TestFx/ConnectionStringKeys.cs101 public const string GraphTokenAudienceUriKey = "GraphTokenAudienceUri";COMMENT
LOWtools/TestFx/ConnectionStringKeys.cs121 public const string GalleryUriKey = "GalleryUri";COMMENT
LOWtools/TestFx/TestRunnerBase.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/SubscriptionInfo.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/TestEnvironment.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/TestEnvironment.cs41COMMENT
LOWtools/TestFx/TestEnvironment.cs61COMMENT
LOWtools/TestFx/TestExecutionHelpers.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/TestConstants.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/PowerShellExtensions.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/RMTestBase.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/ITestRunnerFactory.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/XunitTracingInterceptor.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/TestEnvironmentFactory.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/TokenInfo.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/TestManager.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/TestEndpoints.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/ITestRunner.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/TestModelExtensions.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/TestModelExtensions.cs21 public static class TestModelExtensionsCOMMENT
LOWtools/TestFx/TestModelExtensions.cs61 /// <summary>COMMENT
LOWtools/TestFx/TestUtilities.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/PSCmdletExtensions.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/ConnectionString.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/ExtensionMethods.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Mocks/MockCommandRuntime.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Mocks/MockAccessTokenProvider.cs1// ----------------------------------------------------------------------------------COMMENT
LOW…s/TestFx/Mocks/MockCertificateAuthenticationFactory.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Mocks/MockContext.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Mocks/MockClientFactory.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Mocks/MockTokenAuthenticationFactory.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Mocks/MockPowerShellTokenCacheProvider.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Mocks/MockAccessToken.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Properties/AssemblyInfo.cs21// Version information for an assembly consists of the following four values:COMMENT
LOW…der/PermissiveRecordMatcherWithResourceApiExclusion.cs1// ----------------------------------------------------------------------------------COMMENT
LOW…Fx/Recorder/PermissiveRecordMatcherWithApiExclusion.cs1// ---------------------------------------------------------------------------------- COMMENT
LOWtools/TestFx/Recorder/Records.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Recorder/RecordedFiles.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Recorder/RecordEntry.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Recorder/CompactLroEntries.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Recorder/IRecordMatcher.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Recorder/AssetNames.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Recorder/SimpleRecordMatcher.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Recorder/RecordSanitizer.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Recorder/FileSystemUtils.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Recorder/RecorderUtilities.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Recorder/RequestResponseInfo.cs1// ----------------------------------------------------------------------------------COMMENT
LOWtools/TestFx/Recorder/RecordEntryPack.cs1// ----------------------------------------------------------------------------------COMMENT
LOW…ls/TestFx/DelegatingHandlers/RetryDelegatingHandler.cs1// ----------------------------------------------------------------------------------COMMENT
LOW…ls/TestFx/DelegatingHandlers/RetryDelegatingHandler.cs61 DefaultMaxBackoff,COMMENT
LOW…DelegatingHandlers/ResourceCleanerDelegatingHandler.cs1// ----------------------------------------------------------------------------------COMMENT
78526 more matches not shown…
Hallucination Indicators1763 hits · 18045 pts
SeverityFileLineSnippetContext
CRITICALdocumentation/troubleshoot-module-load.md27Import-Module : The following error occurred while loading the extended type data file: , C:\Program Files\WindowsPowerSCODE
CRITICAL⚡…/development-docs/breakingchange-for-autogen-module.md138[Microsoft.Azure.PowerShell.Cmdlets.Databricks.Runtime.GenericBreakingChangeAttribute("message about the change", "16.0.CODE
CRITICAL⚡…/development-docs/breakingchange-for-autogen-module.md144[Microsoft.Azure.PowerShell.Cmdlets.Databricks.Runtime.CmdletBreakingChangeAttribute("16.0.0", "4.0.0", "2022/05/30", ReCODE
CRITICAL⚡…/development-docs/breakingchange-for-autogen-module.md150[Microsoft.Azure.PowerShell.Cmdlets.Databricks.Runtime.OutputBreakingChangeAttribute("oldtype", "11.0.0", "5.0.0", "2022CODE
CRITICAL⚡…/development-docs/breakingchange-for-autogen-module.md156[Microsoft.Azure.PowerShell.Cmdlets.Databricks.Runtime.ParameterBreakingChangeAttribute("ResourceGroupName", "11.0.0", "CODE
CRITICAL⚡…/development-docs/breakingchange-for-autogen-module.md162[Microsoft.Azure.PowerShell.Cmdlets.Databricks.Runtime.PreviewMessageAttribute("This is a preview version", "2028/06/18"CODE
CRITICAL…eGraph.Management.Sdk/Generated/ResourceGraphClient.cs443 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ent.Sdk/Generated/DisasterRecoveryConfigsOperations.cs441 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ent.Sdk/Generated/DisasterRecoveryConfigsOperations.cs1402 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ent.Sdk/Generated/DisasterRecoveryConfigsOperations.cs2414 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ServiceBus.Management.Sdk/Generated/RulesOperations.cs555 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL….Sdk/Generated/PrivateEndpointConnectionsOperations.cs432 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…us.Management.Sdk/Generated/SubscriptionsOperations.cs515 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…Management.Sdk/Generated/MigrationConfigsOperations.cs1315 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…erviceBus.Management.Sdk/Generated/TopicsOperations.cs473 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…erviceBus.Management.Sdk/Generated/TopicsOperations.cs1526 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…erviceBus.Management.Sdk/Generated/TopicsOperations.cs2055 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ceBus.Management.Sdk/Generated/NamespacesOperations.cs867 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ceBus.Management.Sdk/Generated/NamespacesOperations.cs1128 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ceBus.Management.Sdk/Generated/NamespacesOperations.cs2075 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ceBus.Management.Sdk/Generated/NamespacesOperations.cs3064 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ceBus.Management.Sdk/Generated/NamespacesOperations.cs3270 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ceBus.Management.Sdk/Generated/NamespacesOperations.cs3507 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…erviceBus.Management.Sdk/Generated/QueuesOperations.cs473 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…erviceBus.Management.Sdk/Generated/QueuesOperations.cs1526 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…erviceBus.Management.Sdk/Generated/QueuesOperations.cs2055 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…anagement.Sdk/Generated/ApiTagDescriptionOperations.cs1069 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…nt.Management.Sdk/Generated/ApiDiagnosticOperations.cs1048 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…nt.Management.Sdk/Generated/ApiDiagnosticOperations.cs1381 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…gement.Sdk/Generated/ApiManagementServiceOperations.cs1116 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…gement.Sdk/Generated/ApiManagementServiceOperations.cs1576 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…gement.Sdk/Generated/ApiManagementServiceOperations.cs1818 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…gement.Sdk/Generated/ApiManagementServiceOperations.cs2059 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…gement.Sdk/Generated/ApiManagementServiceOperations.cs2313 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…gement.Sdk/Generated/ApiManagementServiceOperations.cs2772 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…Management.Management.Sdk/Generated/GroupOperations.cs952 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…Management.Management.Sdk/Generated/GroupOperations.cs1259 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…nagement.Sdk/Generated/ApiOperationPolicyOperations.cs1079 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…nagement.Management.Sdk/Generated/GatewayOperations.cs952 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…nagement.Management.Sdk/Generated/GatewayOperations.cs1259 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…nagement.Management.Sdk/Generated/GatewayOperations.cs2027 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…nagement.Management.Sdk/Generated/GatewayOperations.cs2270 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ement.Sdk/Generated/OpenIdConnectProviderOperations.cs949 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ement.Sdk/Generated/OpenIdConnectProviderOperations.cs1255 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…nt.Management.Sdk/Generated/ApiVersionSetOperations.cs964 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…nt.Management.Sdk/Generated/ApiVersionSetOperations.cs1275 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ent.Management.Sdk/Generated/GlobalSchemaOperations.cs1225 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…Management.Sdk/Generated/IdentityProviderOperations.cs908 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…Management.Sdk/Generated/IdentityProviderOperations.cs1204 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ement.Management.Sdk/Generated/ApiReleaseOperations.cs1047 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ement.Management.Sdk/Generated/ApiReleaseOperations.cs1379 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…dk/Generated/GatewayHostnameConfigurationOperations.cs1033 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…agement.Sdk/Generated/AuthorizationServerOperations.cs963 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…agement.Sdk/Generated/AuthorizationServerOperations.cs1274 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ement.Management.Sdk/Generated/DiagnosticOperations.cs964 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…ement.Management.Sdk/Generated/DiagnosticOperations.cs1275 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL….Management.Sdk/Generated/ApiIssueCommentOperations.cs1143 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…nagement.Sdk/Generated/DelegationSettingsOperations.cs651 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…nagement.Sdk/Generated/DelegationSettingsOperations.cs884 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
CRITICAL…t.Management.Sdk/Generated/PortalRevisionOperations.cs1037 _httpRequest.Content.Headers.ContentType =System.Net.Http.Headers.MediaTypeHeaderValue.Parse("applicatioCODE
1703 more matches not shown…
Synthetic Comment Markers917 hits · 6878 pts
SeverityFileLineSnippetContext
HIGH…oft.Azure.Build.Tasks/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHtools/StaticAnalysis/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…hecks/InstallerChecks/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/ServiceBus/ServiceBus/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…agement/ApiManagement/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…ent.ServiceManagement/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…vTestLabs/DevTestLabs/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…RedisCache/RedisCache/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…otificationHubs/NotificationHubs/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…onitor/Properties/ResourcesForEventCmdlets.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…onitor/Properties/ResourcesForAlertCmdlets.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…or/Properties/ResourcesForAutoscaleCmdlets.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…torageSync/Properties/StorageSyncResources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/LogicApp/LogicApp/Properties/Resource.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…ices/AnalysisServices/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…sisServices.Dataplane/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/KeyVault/KeyVault/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/KeyVault/KeyVault.Test/Resource.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/Security/Security/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/SignalR/SignalR/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/HPCCache/HPCCache/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…ment/AlertsManagement/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…edded/PowerBIEmbedded/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…werBIEmbedded/PowerBI/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…/PowerBIEmbedded.Test/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…c/FrontDoor/FrontDoor/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…gning/ArtifactSigning/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…urces/ResourceManager/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…Resources/ManagementGroups/Common/Resource.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…c/Resources/Resources/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/Resources/Tags/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…ources/Resources.Test/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…Factory/DataFactoryV2/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…Factory/DataFactoryV1/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…ner/ManagementPartner/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…teDns/PrivateDns.Test/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…PrivateDns/PrivateDns/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…k/Network.Test/ScenarioTests/VirtualNetworkTapTests.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…Network.Test/ScenarioTests/RouteTableTestsGenerated.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…cenarioTests/ApplicationSecurityGroupTestsGenerated.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…etwork.Test/ScenarioTests/RouteFilterTestsGenerated.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…work/Network.Test/ScenarioTests/NetworkProfileTests.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…twork.Test/ScenarioTests/LoadBalancerTestsGenerated.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…k.Test/ScenarioTests/NetworkInterfaceTestsGenerated.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…est/ScenarioTests/ExpressRouteCircuitTestsGenerated.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…yGroup/RemoveAzureRMApplicationSecurityGroupCommand.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…rityGroup/GetAzureRMApplicationSecurityGroupCommand.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…rityGroup/NewAzureRMApplicationSecurityGroupCommand.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…/Network/Generated/Usage/GetAzureRMUsageListCommand.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…work/Generated/Models/PSExpressRouteCircuitArpTable.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…odels/PSApplicationGatewayFirewallDisabledRuleGroup.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…/Network/Generated/Models/PSFrontendIPConfiguration.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…enerated/Models/PSApplicationGatewayFirewallRuleSet.cs17// Warning: This code was generated by a tool.COMMENT
HIGHsrc/Network/Network/Generated/Models/PSRoute.cs17// Warning: This code was generated by a tool.COMMENT
HIGHsrc/Network/Network/Generated/Models/PSOutboundRule.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…rated/Models/PSIpv6ExpressRouteCircuitPeeringConfig.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…Network/Generated/Models/PSVpnClientRootCertificate.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…k/Network/Generated/Models/PSResourceNavigationLink.cs17// Warning: This code was generated by a tool.COMMENT
HIGH…c/Network/Network/Generated/Models/PSNetworkProfile.cs17// Warning: This code was generated by a tool.COMMENT
HIGHsrc/Network/Network/Generated/Models/PSGatewayRoute.cs17// Warning: This code was generated by a tool.COMMENT
857 more matches not shown…
AI Slop Vocabulary48 hits · 127 pts
SeverityFileLineSnippetContext
MEDIUMtools/TestFx/TestUtilities.cs79 // Temporary connection string parser. We should replace with more robust oneCOMMENT
MEDIUMtools/Mcp/src/services/logger.ts42// need for fileURLToPath and remains robust when transpiled to build/.COMMENT
MEDIUM…nt.Sdk/Generated/Models/RedisLinkedServerProperties.cs37 /// cache among the linked redis caches for seamless Geo Failover experience.COMMENT
MEDIUM…/Generated/Models/RedisLinkedServerCreateProperties.cs37 /// cache among the linked redis caches for seamless Geo Failover experience.COMMENT
MEDIUM…/Generated/Models/RedisLinkedServerCreateProperties.cs80 /// cache among the linked redis caches for seamless Geo Failover experience.COMMENT
MEDIUM…dk/Generated/Models/RedisLinkedServerWithProperties.cs49 /// cache among the linked redis caches for seamless Geo Failover experience.COMMENT
MEDIUM…dk/Generated/Models/RedisLinkedServerWithProperties.cs97 /// cache among the linked redis caches for seamless Geo Failover experience.COMMENT
MEDIUM…/Generated/Models/RedisLinkedServerCreateParameters.cs38 /// cache among the linked redis caches for seamless Geo Failover experience.COMMENT
MEDIUM…/Generated/Models/RedisLinkedServerCreateParameters.cs81 /// cache among the linked redis caches for seamless Geo Failover experience.COMMENT
MEDIUM…ecuritySubAssessmentTests/GetSingleSubAssessments.json60 "ResponseBody": "{\r\n \"value\": [\r\n {\r\n \"type\": \"Microsoft.Security/assessments/subAssessments\"CODE
MEDIUM…ecuritySubAssessmentTests/GetSingleSubAssessments.json120 "ResponseBody": "{\r\n \"value\": [\r\n {\r\n \"type\": \"Microsoft.Security/assessments/subAssessments\"CODE
MEDIUM…s.SecuritySubAssessmentTests/GetAllSubAssessments.json60 "ResponseBody": "{\r\n \"value\": [\r\n {\r\n \"type\": \"Microsoft.Security/assessments/subAssessments\"CODE
MEDIUM…s.SecuritySubAssessmentTests/GetAllSubAssessments.json120 "ResponseBody": "{\r\n \"value\": [\r\n {\r\n \"type\": \"Microsoft.Security/assessments/subAssessments\"CODE
MEDIUM…rioTests.SecurityAlertTests/GetResourceGroupScope.json64 "ResponseBody": "{\r\n \"value\": [\r\n {\r\n \"id\": \"/subscriptions/487bb485-b5b0-471e-9c0d-10717612f8CODE
MEDIUM…/Resources/Models.Authorization/AuthorizationClient.cs208 // https://learn.microsoft.com/en-us/azure/role-based-access-control/elevate-access-global-admin#elevate-accCOMMENT
MEDIUMsrc/Aks/Aks/Commands/NewOrUpdateAgentPoolBase.cs81 [Parameter(Mandatory = false, HelpMessage = "The maximum number or percentage of nodes that are surged during upCODE
MEDIUMsrc/Aks/Aks/Commands/NewOrUpdateAgentPoolBase.cs84 [Parameter(Mandatory = false, HelpMessage = "The maximum number or percentage of nodes that can be simultaneouslCODE
MEDIUM…torest/test/Invoke-AzAcatDownloadReport.Recording.json88 "Content": "{\"complianceReport\":[{\"categoryName\":\"Operational Security\",\"controlFamilyName\":\"Awareness TrCODE
MEDIUM…torest/test/Invoke-AzAcatDownloadReport.Recording.json88 "Content": "{\"complianceReport\":[{\"categoryName\":\"Operational Security\",\"controlFamilyName\":\"Awareness TrCODE
MEDIUM⚡…torest/test/Get-AzAcatControlAssessment.Recording.json48 "Content": "{\"value\":[{\"id\":\"/providers/Microsoft.AppComplianceAutomation/reports/powershell-test-report/snapCODE
MEDIUM⚡…torest/test/Get-AzAcatControlAssessment.Recording.json48 "Content": "{\"value\":[{\"id\":\"/providers/Microsoft.AppComplianceAutomation/reports/powershell-test-report/snapCODE
MEDIUM⚡…torest/test/Get-AzAcatControlAssessment.Recording.json48 "Content": "{\"value\":[{\"id\":\"/providers/Microsoft.AppComplianceAutomation/reports/powershell-test-report/snapCODE
MEDIUM⚡…torest/test/Get-AzAcatControlAssessment.Recording.json48 "Content": "{\"value\":[{\"id\":\"/providers/Microsoft.AppComplianceAutomation/reports/powershell-test-report/snapCODE
MEDIUM…earch.Management.Sdk/Generated/Models/SearchService.cs136 /// utilize API keys for authentication. This cannot be set to true ifCOMMENT
MEDIUM…earch.Management.Sdk/Generated/Models/SearchService.cs332 /// permitted to utilize API keys for authentication. This cannot be set toCOMMENT
MEDIUM…Management.Sdk/Generated/Models/SearchServiceUpdate.cs140 /// utilize API keys for authentication. This cannot be set to true ifCOMMENT
MEDIUM…Management.Sdk/Generated/Models/SearchServiceUpdate.cs354 /// permitted to utilize API keys for authentication. This cannot be set toCOMMENT
MEDIUM…gement.Sdk/Generated/Models/SearchServiceProperties.cs104 /// utilize API keys for authentication. This cannot be set to true ifCOMMENT
MEDIUM…gement.Sdk/Generated/Models/SearchServiceProperties.cs280 /// permitted to utilize API keys for authentication. This cannot be set toCOMMENT
LOWsrc/Ssh/Ssh.Helpers/Compute/Models/ImageReference.cs52 /// for deployment, to use &#39;latest&#39; version of gallery image, just setCOMMENT
MEDIUM…t/test/New-AzSelfHelpSimplifiedSolution.Recording.json38 "Content": "{\"id\":\"/subscriptions/6bded6d5-a6af-43e1-96d3-bf71f6f5f8ba/resourcegroups/sm1dxne74h/providers/MicrCODE
MEDIUM…t/test/New-AzSelfHelpSimplifiedSolution.Recording.json126 "Content": "{\"id\":\"/subscriptions/6bded6d5-a6af-43e1-96d3-bf71f6f5f8ba/resourcegroups/sm1dxne74h/providers/MicrCODE
MEDIUM…t/test/Get-AzSelfHelpSimplifiedSolution.Recording.json38 "Content": "{\"id\":\"/subscriptions/6bded6d5-a6af-43e1-96d3-bf71f6f5f8ba/resourcegroups/sm1dxne74h/providers/MicrCODE
MEDIUM…t/test/Get-AzSelfHelpSimplifiedSolution.Recording.json126 "Content": "{\"id\":\"/subscriptions/6bded6d5-a6af-43e1-96d3-bf71f6f5f8ba/resourcegroups/sm1dxne74h/providers/MicrCODE
MEDIUM…t/test/Get-AzSelfHelpSimplifiedSolution.Recording.json170 "Content": "{\"id\":\"/subscriptions/6bded6d5-a6af-43e1-96d3-bf71f6f5f8ba/resourcegroups/sm1dxne74h/providers/MicrCODE
MEDIUM…/Generated/Models/DefaultVirtualMachineScaleSetInfo.cs12 /// seamless migration without downtime of the VMs via theCOMMENT
MEDIUM…/Generated/Models/DefaultVirtualMachineScaleSetInfo.cs35 /// moved to upon triggering a seamless migration via theCOMMENT
MEDIUM…/Generated/Models/DefaultVirtualMachineScaleSetInfo.cs62 /// will be moved to upon triggering a seamless migration via theCOMMENT
MEDIUM…enerated/Models/VirtualMachineScaleSetMigrationInfo.cs29 /// seamless migration without downtime of the VMs via theCOMMENT
MEDIUM…enerated/Models/VirtualMachineScaleSetMigrationInfo.cs52 /// triggering a seamless migration without downtime of the VMs via theCOMMENT
LOW…pute.Management.Sdk/Generated/Models/ImageReference.cs52 /// for deployment, to use &#39;latest&#39; version of gallery image, just setCOMMENT
MEDIUM⚡…orest/test/deployment-templates/metadata/template.json196 "serializedData": "{\"version\":\"Notebook/1.0\",\"items\":[{\"type\":9,\"content\":{\"version\":\"KqlPaCODE
MEDIUM…ervices.Backup.Models/Properties/Resources.Designer.cs1780 /// Looks up a localized string similar to The disks of the managed VM will be restored as unmanaged since TarCOMMENT
MEDIUM…ry.Management.Sdk/Generated/Models/InnerHealthError.cs15 /// inner health errors and all API consumers can utilize this in the sameCOMMENT
MEDIUM…ecovery.Management.Sdk/Generated/Models/HealthError.cs31 /// and all API consumers can utilize this in the same fashion as ExceptionCOMMENT
MEDIUM…ecovery.Management.Sdk/Generated/Models/HealthError.cs108 /// inner health errors and all API consumers can utilize this in the sameCOMMENT
MEDIUM…SqlDatabaseBackupShortTermRetentionPolicyCmdletBase.cs135 /// Ideally this would utilize Microsoft.Azure.Management.Internal.Resources.Utilities.Models.ResourceIdentifierCOMMENT
MEDIUM…ckup/Cmdlet/AzureSqlManagedDatabaseBackupCmdletBase.cs147 /// Ideally this would utilize Microsoft.Azure.Management.Internal.Resources.Utilities.Models.ResourceIdentifierCOMMENT
Decorative Section Separators32 hits · 102 pts
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MEDIUM.x/tools/settings.py1# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/settings.py5# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/reviewer/azure_powershell/review.py1# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/reviewer/azure_powershell/review.py5# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/reviewer/policy/analysis.py1# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/reviewer/policy/analysis.py5# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/fixer/formatting/guidance.py1# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/fixer/formatting/guidance.py5# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/fixer/azure_powershell/targets.py1# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/fixer/azure_powershell/targets.py5# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/fixer/azure_powershell/triage.py1# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/fixer/azure_powershell/triage.py5# --------------------------------------------------------------------------COMMENT
MEDIUM⚡.x/tools/fixer/azure_powershell/guidance.py1# --------------------------------------------------------------------------COMMENT
MEDIUM⚡.x/tools/fixer/azure_powershell/guidance.py5# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/fixer/title_gate/title_repair.py1# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/fixer/title_gate/title_repair.py5# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/tester/azure_powershell/live_tests.py1# --------------------------------------------------------------------------COMMENT
MEDIUM.x/tools/tester/azure_powershell/live_tests.py5# --------------------------------------------------------------------------COMMENT
MEDIUMsrc/SpringCloud/SpringCloud.Autorest/README.md182#------------------------------------------------------------------------------COMMENT
MEDIUMsrc/FrontDoor/FrontDoor.Autorest/README.md469 # --------------------------------------------------------------------------COMMENT
MEDIUMsrc/FrontDoor/FrontDoor.Autorest/README.md471 # --------------------------------------------------------------------------COMMENT
MEDIUMsrc/FrontDoor/FrontDoor.Autorest/README.md506 # --------------------------------------------------------------------------COMMENT
MEDIUMsrc/FrontDoor/FrontDoor.Autorest/README.md508 # --------------------------------------------------------------------------COMMENT
MEDIUMsrc/Resources/Policy.Autorest/custom/BackCompatTypes.cs6 // ── Back-compatibility marker types ─────────────────────────────────────────COMMENT
MEDIUMsrc/Resources/Policy.Autorest/custom/Any.cs17 // ── IAssociativeArray<object> ────────────────────────────────────────────COMMENT
MEDIUMsrc/Resources/Policy.Autorest/custom/Any.cs33 // ── Copy helpers (PowerShell deserialization) ────────────────────────────COMMENT
MEDIUMsrc/Resources/Policy.Autorest/custom/Any.cs72 // ── Scalar support ───────────────────────────────────────────────────────COMMENT
MEDIUM⚡src/Resources/Policy.Autorest/custom/Any.cs93 // ── Implicit conversion ──────────────────────────────────────────────────COMMENT
MEDIUM⚡src/Resources/Policy.Autorest/custom/Any.cs97 // ── JSON partial-method implementations ──────────────────────────────────COMMENT
MEDIUMsrc/Resources/Policy.Autorest/custom/Any.cs129 // ── PowerShell partial-method implementations ────────────────────────────COMMENT
MEDIUMsrc/Cdn/Cdn.Autorest/README.md506 # --------------------------------------------------------------------------COMMENT
MEDIUMsrc/Cdn/Cdn.Autorest/README.md508 # --------------------------------------------------------------------------COMMENT
Fake / Example Data49 hits · 49 pts
SeverityFileLineSnippetContext
LOW…entation/migration-guides/Az.12.0.0-migration-guide.md2538New-AzSupportTicket -Name "test1" -Title "Test" -Description "Test" -Severity "minimal" -ProblemClassificationId "/proviCODE
LOW…entation/migration-guides/Az.12.0.0-migration-guide.md2540New-AzSupportTicket -Name "test1" -Title "Test" -Description "Test" -Severity "minimal" -ProblemClassificationId "/proviCODE
LOW…entation/migration-guides/Az.12.0.0-migration-guide.md2569New-AzSupportTicket -Name "test1" -AdvancedDiagnosticConsent "Yes" -ContactDetailCountry "USA" -ContactDetailFirstName "CODE
LOW…entation/migration-guides/Az.12.0.0-migration-guide.md2571New-AzSupportTicket -Name "test1" -AdvancedDiagnosticConsent "Yes" -ContactDetailCountry "USA" -ContactDetailFirstName "CODE
LOWtools/TestFx/Mocks/MockClientFactory.cs178 SubscriptionCloudCredentials creds = new TokenCloudCredentials(subscription.Id.ToString(), "fake_token");CODE
LOWtools/Mcp/src/services/utils.ts20 name: 'John Doe',CODE
LOW…ud/help/New-AzSpringCloudGitPatternRepositoryObject.md29New-AzSpringCloudGitPatternRepositoryObject -Name fake -Uri "https://github.com/fake-user/fake-repository"CODE
LOW…zSpringCloudConfigurationServiceGitRepositoryObject.md29New-AzSpringCloudConfigurationServiceGitRepositoryObject -Name fake -Label master -Uri "https://github.com/fake-user/fakCODE
LOW…st/docs/New-AzSpringCloudGitPatternRepositoryObject.md29New-AzSpringCloudGitPatternRepositoryObject -Name fake -Uri "https://github.com/fake-user/fake-repository"CODE
LOW…zSpringCloudConfigurationServiceGitRepositoryObject.md28New-AzSpringCloudConfigurationServiceGitRepositoryObject -Name fake -Label master -Uri "https://github.com/fake-user/fakCODE
LOW…xamples/New-AzSpringCloudGitPatternRepositoryObject.md3New-AzSpringCloudGitPatternRepositoryObject -Name fake -Uri "https://github.com/fake-user/fake-repository"CODE
LOW…zSpringCloudConfigurationServiceGitRepositoryObject.md3New-AzSpringCloudConfigurationServiceGitRepositoryObject -Name fake -Label master -Uri "https://github.com/fake-user/fakCODE
LOW…onfluent/Confluent/help/New-AzConfluentOrganization.md48New-AzConfluentOrganization -ResourceGroupName azure-rg-test -Name confluentorg-02-pwsh -Location eastus -OfferDetailId CODE
LOW…Confluent.Autorest/docs/New-AzConfluentOrganization.md48New-AzConfluentOrganization -ResourceGroupName azure-rg-test -Name confluentorg-02-pwsh -Location eastus -OfferDetailId CODE
LOW…luent.Autorest/examples/New-AzConfluentOrganization.md3New-AzConfluentOrganization -ResourceGroupName azure-rg-test -Name confluentorg-02-pwsh -Location eastus -OfferDetailId CODE
LOWsrc/Monitor/Monitor/help/New-AzActionGroup.md70 "emailAddress": "user@example.com",CODE
LOW…Monitor/ActionGroup.Autorest/docs/New-AzActionGroup.md70 "emailAddress": "user@example.com",CODE
LOW…tor/ActionGroup.Autorest/examples/New-AzActionGroup.md15 "emailAddress": "user@example.com",CODE
LOW…ault.Test/UnitTests/NewAzureKeyVaultSoftDeleteTests.cs101 new Microsoft.Rest.TokenCredentials("fake-token"),CODE
LOWsrc/Resources/Resources/help/New-AzADGroupOwner.md27$userId = (Get-AzADUser -DisplayName "John Doe").IdCODE
LOW…/Resources/MSGraph.Autorest/docs/New-AzADGroupOwner.md27$userId = (Get-AzADUser -DisplayName "John Doe").IdCODE
LOW…ources/MSGraph.Autorest/examples/New-AzADGroupOwner.md3$userId = (Get-AzADUser -DisplayName "John Doe").IdCODE
LOW…sfer/DataTransfer/help/New-AzDataTransferConnection.md146New-AzDataTransferConnection -ResourceGroupName ResourceGroup01 -Name Connection03 -PipelineName Pipeline01 -Location "ECODE
LOW…sfer/DataTransfer/help/New-AzDataTransferConnection.md146New-AzDataTransferConnection -ResourceGroupName ResourceGroup01 -Name Connection03 -PipelineName Pipeline01 -Location "ECODE
LOW…Transfer.Autorest/docs/New-AzDataTransferConnection.md145New-AzDataTransferConnection -ResourceGroupName ResourceGroup01 -Name Connection03 -PipelineName Pipeline01 -Location "ECODE
LOW…Transfer.Autorest/docs/New-AzDataTransferConnection.md145New-AzDataTransferConnection -ResourceGroupName ResourceGroup01 -Name Connection03 -PipelineName Pipeline01 -Location "ECODE
LOW…sfer.Autorest/examples/New-AzDataTransferConnection.md102New-AzDataTransferConnection -ResourceGroupName ResourceGroup01 -Name Connection03 -PipelineName Pipeline01 -Location "ECODE
LOW…sfer.Autorest/examples/New-AzDataTransferConnection.md102New-AzDataTransferConnection -ResourceGroupName ResourceGroup01 -Name Connection03 -PipelineName Pipeline01 -Location "ECODE
LOWsrc/Support/Support.Autorest/test/env.json31 "ContactDetailPrimaryEmailAddress": "test@test.com",CODE
LOWsrc/Support/Support.Autorest/test/localEnv.json27 "ContactDetailPrimaryEmailAddress": "test@test.com"CODE
LOW…c/Support/Support.Autorest/docs/New-AzSupportTicket.md50New-AzSupportTicket -Name "test12345678" -AdvancedDiagnosticConsent "no" -ContactDetailPrimaryEmailAddress "test@test.coCODE
LOW…c/Support/Support.Autorest/docs/New-AzSupportTicket.md105New-AzSupportTicket -Name "test_ticket_1234" -AdvancedDiagnosticConsent "Yes" -ContactDetailCountry "USA" -ContactDetailCODE
LOW…c/Support/Support.Autorest/docs/New-AzSupportTicket.md164New-AzSupportTicket -Name "testticket12345" -AdvancedDiagnosticConsent "Yes" -ContactDetailCountry "USA" -ContactDetailFCODE
LOW…rt/Support.Autorest/docs/New-AzSupportCommunication.md28 New-AzSupportCommunication -Name "test123" -SupportTicketName "test12345678" -Body "this is a test message from PS" -SuCODE
LOW…rt.Autorest/docs/New-AzSupportTicketsNoSubscription.md43New-AzSupportTicketsNoSubscription -SupportTicketName "test12345678" -AdvancedDiagnosticConsent "no" -ContactDetailPrimaCODE
LOW…pport/Support.Autorest/examples/New-AzSupportTicket.md3New-AzSupportTicket -Name "test12345678" -AdvancedDiagnosticConsent "no" -ContactDetailPrimaryEmailAddress "test@test.coCODE
LOW…pport/Support.Autorest/examples/New-AzSupportTicket.md59New-AzSupportTicket -Name "test_ticket_1234" -AdvancedDiagnosticConsent "Yes" -ContactDetailCountry "USA" -ContactDetailCODE
LOW…pport/Support.Autorest/examples/New-AzSupportTicket.md118New-AzSupportTicket -Name "testticket12345" -AdvancedDiagnosticConsent "Yes" -ContactDetailCountry "USA" -ContactDetailFCODE
LOW…upport.Autorest/examples/New-AzSupportCommunication.md3 New-AzSupportCommunication -Name "test123" -SupportTicketName "test12345678" -Body "this is a test message from PS" -SuCODE
LOW…utorest/examples/New-AzSupportTicketsNoSubscription.md3New-AzSupportTicketsNoSubscription -SupportTicketName "test12345678" -AdvancedDiagnosticConsent "no" -ContactDetailPrimaCODE
LOWsrc/Support/Support/help/New-AzSupportTicket.md49New-AzSupportTicket -Name "test12345678" -AdvancedDiagnosticConsent "no" -ContactDetailPrimaryEmailAddress "test@test.coCODE
LOWsrc/Support/Support/help/New-AzSupportTicket.md104New-AzSupportTicket -Name "test_ticket_1234" -AdvancedDiagnosticConsent "Yes" -ContactDetailCountry "USA" -ContactDetailCODE
LOWsrc/Support/Support/help/New-AzSupportTicket.md163New-AzSupportTicket -Name "testticket12345" -AdvancedDiagnosticConsent "Yes" -ContactDetailCountry "USA" -ContactDetailFCODE
LOWsrc/Support/Support/help/New-AzSupportCommunication.md28New-AzSupportCommunication -Name "test123" -SupportTicketName "test12345678" -Body "this is a test message from PS" -SubCODE
LOW…ort/Support/help/New-AzSupportTicketsNoSubscription.md43New-AzSupportTicketsNoSubscription -SupportTicketName "test12345678" -AdvancedDiagnosticConsent "no" -ContactDetailPrimaCODE
LOWsrc/Site/Site.Autorest/docs/New-AzSite.md44New-AzSite -SiteName "mysite-002" -ResourceGroupName "rg-sites" -SubscriptionId "12345678-1234-1234-1234-123456789012" -CODE
LOWsrc/Site/Site.Autorest/examples/New-AzSite.md16New-AzSite -SiteName "mysite-002" -ResourceGroupName "rg-sites" -SubscriptionId "12345678-1234-1234-1234-123456789012" -CODE
LOWsrc/Site/Site/help/New-AzSite.md44New-AzSite -SiteName "mysite-002" -ResourceGroupName "rg-sites" -SubscriptionId "12345678-1234-1234-1234-123456789012" -CODE
LOWsrc/NewRelic/NewRelic.Autorest/test/env.json11 "testerEmail": "user@example.com",CODE
Structural Annotation Overuse22 hits · 32 pts
SeverityFileLineSnippetContext
LOW…cumentation/development-docs/using-config-framework.md24### Step 1: Define the ConfigCOMMENT
LOW…cumentation/development-docs/using-config-framework.md78### Step 2: Register the ConfigCOMMENT
LOW…cumentation/development-docs/using-config-framework.md88### Step 3: Regenerate Help DocumentsCOMMENT
LOW.x/definitions/reviewer.md75### Step 2 - Read live-test state ONCE (Agent PRs or explicit live-test requests)STRING
LOW…ub/instructions/compute-test-debugging.instructions.md33### Step 1: Identify the Target TestCOMMENT
LOW…ub/instructions/compute-test-debugging.instructions.md48### Step 2: Build the ModuleCOMMENT
LOW…ub/instructions/compute-test-debugging.instructions.md57### Step 3: Run the Test in Record ModeCOMMENT
LOW…ub/instructions/compute-test-debugging.instructions.md75### Step 4: Analyze the FailureCOMMENT
LOW…ub/instructions/compute-test-debugging.instructions.md107### Step 5: Fix and Re-run (Iterate)COMMENT
LOW…ub/instructions/compute-test-debugging.instructions.md126### Step 6: Verify Playback ModeCOMMENT
LOW…ub/instructions/compute-test-debugging.instructions.md142### Step 7: Commit ChangesCOMMENT
LOW…ub/instructions/compute-test-debugging.instructions.md149### Step 8: Update These Instructions with Lessons LearnedCOMMENT
LOW.github/agents/dependencyUpdate.agent.md30## Step 1: Gather RequirementsCOMMENT
LOW.github/agents/dependencyUpdate.agent.md41## Step 2: Compare Transitive DependenciesCOMMENT
LOW.github/agents/dependencyUpdate.agent.md68## Step 3: Update manifest.json and Run Update-DevAssemblyCOMMENT
LOW.github/agents/dependencyUpdate.agent.md138## Step 4: Fix Build Errors Caused by the UpgradeCOMMENT
LOW.github/agents/dependencyUpdate.agent.md162## Step 5: Resolve Module-Level csproj Version ConflictsCOMMENT
LOW…ceManager/SdkClient/DeploymentStacksWhatIfSdkClient.cs709 // Step 1: Create what-if result object to submitCOMMENT
LOW…ceManager/SdkClient/DeploymentStacksWhatIfSdkClient.cs739 // Step 2: Submit the WhatIf request (CreateOrUpdate creates/updates a WhatIf result resource)COMMENT
LOW…ts/Item/RedoAzureRmRecoveryServicesBackupProtection.cs68 // Step 1: Stop protectionCOMMENT
LOW…ts/Item/RedoAzureRmRecoveryServicesBackupProtection.cs124 // Step 2: Unregister/register container (only for supported workloads)COMMENT
LOW…ts/Item/RedoAzureRmRecoveryServicesBackupProtection.cs143 // Step 3: Configure backup in target vaultCOMMENT
Hyper-Verbose Identifiers23 hits · 28 pts
SeverityFileLineSnippetContext
LOWdocumentation/development-docs/vm-for-partners.md52 function CreateResourceGroupIfNone() {CODE
LOWtools/Mcp/src/services/utils.ts359export async function createDirectoryIfNotExists(dirPath: string): Promise<void> {CODE
LOWtools/Mcp/src/services/utils.ts385export function getIdealModuleExamplePaths(): string {CODE
LOW⚡.x/tools/reviewer/azure_powershell/review.py38def _is_powershell_production_file(path):CODE
LOW⚡.x/tools/reviewer/azure_powershell/review.py42def _powershell_review_component(parts):CODE
LOW⚡.x/tools/reviewer/azure_powershell/review.py48def _is_powershell_autorest_path(path):CODE
LOW⚡.x/tools/reviewer/azure_powershell/review.py52def _powershell_command_checks():CODE
LOW⚡.x/tools/reviewer/azure_powershell/review.py59def _review_codegen_id_from_patch(patch, side):CODE
LOW.x/tools/reviewer/azure_powershell/review.py86def _powershell_codegen_owned_change(root, change):CODE
LOW.x/tools/reviewer/azure_powershell/review.py114def _review_powershell_autorest(changes, head_repo, head_sha, make_finding):CODE
LOW.x/tools/reviewer/policy/analysis.py40def _review_is_production_file(repo_full_name, path):CODE
LOW.x/tools/reviewer/policy/analysis.py51def _review_has_customer_visible_change(change):CODE
LOW.x/tools/reviewer/policy/analysis.py64def _review_has_generated_history_marker(change):CODE
LOW.x/tools/reviewer/policy/analysis.py139def _generated_ownership_check(repo_full_name, pr, changes, production_changes, head_repo, head_sha, generation_source_pCODE
LOW.x/tools/fixer/azure_powershell/targets.py20def list_azure_powershell_modules(branch="main", token=None, refresh=False):CODE
LOW.x/tools/fixer/azure_powershell/triage.py28def dispatch_powershell_copilot(owner, repo, issue_number, body, token=None):CODE
LOW⚡.x/tools/fixer/azure_powershell/guidance.py10def _codegen_execution_guidance(safe_component):CODE
LOW⚡.x/tools/fixer/title_gate/title_repair.py83def expected_cli_title_component(pr_files):CODE
LOW⚡.x/tools/fixer/title_gate/title_repair.py89def cli_title_component_matches(title, pr_files):CODE
LOW⚡.x/tools/fixer/title_gate/title_repair.py97def _replace_history_note_component(body, current, expected):CODE
LOW.x/tools/fixer/title_gate/title_repair.py164def _repaired_cli_history_notes(body, component=None):CODE
LOW…t.ScenarioTests.AdlsAliasTests/TestAdlsFileSystem.json3970 "RequestBody": "<#\r\n.SYNOPSIS\r\nTests DataLakeStore Account trusted identity provider Lifecycle (Create, UpdateCODE
LOW…e.Test.ScenarioTests.AdlsTests/TestAdlsFileSystem.json3970 "RequestBody": "<#\r\n.SYNOPSIS\r\nTests DataLakeStore Account trusted identity provider Lifecycle (Create, UpdateCODE
Slop Phrases12 hits · 25 pts
SeverityFileLineSnippetContext
MEDIUM…sts.ApiManagementTests/ApiImportExportSwaggerTest.json330 "ResponseBody": "{\r\n \"id\": \"/subscriptions/dbdbebc3-1f15-4e74-9ef2-7db25483cb15/resourceGroups/Apim-NetSdk-2CODE
MEDIUM…sts.ApiManagementTests/ApiImportExportSwaggerTest.json396 "ResponseBody": "{\r\n \"id\": \"/subscriptions/dbdbebc3-1f15-4e74-9ef2-7db25483cb15/resourceGroups/Apim-NetSdk-2CODE
MEDIUM…ApiManagementTests/ApiImportExportOpenApiJsonTest.json7 "RequestBody": "{\r\n \"properties\": {\r\n \"path\": \"openapifromFile\",\r\n \"value\": \"{\\r\\n \\\"CODE
MEDIUM…ApiManagementTests/ApiImportExportOpenApiJsonTest.json132 "ResponseBody": "{\r\n \"id\": \"/subscriptions/dbdbebc3-1f15-4e74-9ef2-7db25483cb15/resourceGroups/Apim-NetSdk-2CODE
MEDIUM…ApiManagementTests/ApiImportExportOpenApiJsonTest.json198 "ResponseBody": "{\r\n \"id\": \"/subscriptions/dbdbebc3-1f15-4e74-9ef2-7db25483cb15/resourceGroups/Apim-NetSdk-2CODE
MEDIUM….ServiceManagement.Test/Resources/petstoreOpenApi.json9 "description": ":dog: :cat: :rabbit: This is a sample server Petstore server. You can find out more about SwaggCODE
MEDIUM…t/test/New-AzSelfHelpSimplifiedSolution.Recording.json38 "Content": "{\"id\":\"/subscriptions/6bded6d5-a6af-43e1-96d3-bf71f6f5f8ba/resourcegroups/sm1dxne74h/providers/MicrCODE
MEDIUM…t/test/New-AzSelfHelpSimplifiedSolution.Recording.json126 "Content": "{\"id\":\"/subscriptions/6bded6d5-a6af-43e1-96d3-bf71f6f5f8ba/resourcegroups/sm1dxne74h/providers/MicrCODE
MEDIUM…t/test/Get-AzSelfHelpSimplifiedSolution.Recording.json38 "Content": "{\"id\":\"/subscriptions/6bded6d5-a6af-43e1-96d3-bf71f6f5f8ba/resourcegroups/sm1dxne74h/providers/MicrCODE
MEDIUM…t/test/Get-AzSelfHelpSimplifiedSolution.Recording.json126 "Content": "{\"id\":\"/subscriptions/6bded6d5-a6af-43e1-96d3-bf71f6f5f8ba/resourcegroups/sm1dxne74h/providers/MicrCODE
MEDIUM…t/test/Get-AzSelfHelpSimplifiedSolution.Recording.json170 "Content": "{\"id\":\"/subscriptions/6bded6d5-a6af-43e1-96d3-bf71f6f5f8ba/resourcegroups/sm1dxne74h/providers/MicrCODE
MEDIUM⚡…orest/test/deployment-templates/metadata/template.json196 "serializedData": "{\"version\":\"Notebook/1.0\",\"items\":[{\"type\":9,\"content\":{\"version\":\"KqlPaCODE
Modern AI Meta-Vocabulary4 hits · 12 pts
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MEDIUMsrc/Monitor/MonitorWorkspace.Autorest/README.md54 # Remove the operations list cmdlet as it is internal scaffolding not intended for public useCOMMENT
MEDIUMsrc/Compute/Compute/help/Remove-AzVM.md42### Example 2: Remove a VM in a VMSS with the orchestration mode set to Flex.COMMENT
MEDIUMsrc/Compute/Compute/help/Remove-AzVM.md44# Get a VMSS with the orchestration mode set to Flex.COMMENT
MEDIUM⚡…orest/test/deployment-templates/metadata/template.json196 "serializedData": "{\"version\":\"Notebook/1.0\",\"items\":[{\"type\":9,\"content\":{\"version\":\"KqlPaCODE
Verbosity Indicators7 hits · 10 pts
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LOW…ceManager/SdkClient/DeploymentStacksWhatIfSdkClient.cs709 // Step 1: Create what-if result object to submitCOMMENT
LOW…ceManager/SdkClient/DeploymentStacksWhatIfSdkClient.cs739 // Step 2: Submit the WhatIf request (CreateOrUpdate creates/updates a WhatIf result resource)COMMENT
LOW…/RemoveAzureExpressRouteCircuitPeeringConfigCommand.cs56 // When a PeerAddressType is specified, we need to check if the corresponding address family peering is COMMENT
LOW…oveAzureRMExpressRouteCrossConnectionPeeringCommand.cs69 // When a PeerAddressType is specified, we need to check if the corresponding address family peerCOMMENT
LOW…ts/Item/RedoAzureRmRecoveryServicesBackupProtection.cs68 // Step 1: Stop protectionCOMMENT
LOW…ts/Item/RedoAzureRmRecoveryServicesBackupProtection.cs124 // Step 2: Unregister/register container (only for supported workloads)COMMENT
LOW…ts/Item/RedoAzureRmRecoveryServicesBackupProtection.cs143 // Step 3: Configure backup in target vaultCOMMENT
Cross-Language Confusion2 hits · 10 pts
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HIGH.x/tools/reviewer/policy/analysis.py190 target = _review_target('test-strength', [change['filename'] for change in test_changes + production_changes], [CODE
HIGH.x/tools/reviewer/policy/analysis.py213 targets.append(_review_target('domain-edge-cases', edge_files, ['Inspect null, empty, missing, multiple-value anCODE
AI Response Leakage1 hit · 5 pts
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HIGH…irtualNetworkGatewayVpnDeviceConfigurationScripts.json15333 "ResponseBody": "\"\\r\\n! Microsoft Corporation\\r\\n! ----------------------------------------------------------CODE
Dead Code2 hits · 4 pts
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MEDIUM.x/tools/reviewer/policy/analysis.py49CODE
MEDIUM.x/tools/reviewer/policy/analysis.py81CODE
Self-Referential Comments2 hits · 4 pts
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MEDIUM…t.ScenarioTests.AdlsAliasTests/TestAdlsFileSystem.json3970 "RequestBody": "<#\r\n.SYNOPSIS\r\nTests DataLakeStore Account trusted identity provider Lifecycle (Create, UpdateCODE
MEDIUM…e.Test.ScenarioTests.AdlsTests/TestAdlsFileSystem.json3970 "RequestBody": "<#\r\n.SYNOPSIS\r\nTests DataLakeStore Account trusted identity provider Lifecycle (Create, UpdateCODE
Deep Nesting3 hits · 3 pts
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LOW.x/tools/reviewer/azure_powershell/review.py59CODE
LOW…xample/heart-classifier-mlflow/batch_driver_parquet.py12CODE
LOW…iptCodeExample/heart-classifier-mlflow/batch_driver.py11CODE
Redundant / Tautological Comments1 hit · 2 pts
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LOW…ute/Compute/Extension/AEM/TestAzureRmVMAEMExtension.cs112 //# Check if VM existsCOMMENT