AI Slop Code RIsk Monitor

dotnet/msbuild

The Microsoft Build Engine (MSBuild) is the build platform for .NET and Visual Studio.

4.6 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for dotnet/msbuild, a C# project with 5,551 GitHub stars. SynthScan examined 767,770 lines of code across 2782 source files, recording 3316 pattern matches distributed across 16 syntactic categories. The legacy adjusted pattern signal is 4.6 (Low 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.

4.6
Adjusted Signal
4.6
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
5.6K
Stars
C#
Language
767.8K
Lines of Code
2.8K
Files
3.3K
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 19.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 3237 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 76 finding(s).

PR Review Velocity Impact 21.1/100 · LOW

Which changes need focused human review? 3316 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 5HIGH 14MEDIUM 100LOW 3197

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 3316 distinct pattern matches across 16 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 Block3130 hits · 3048 pts
SeverityFileLineSnippetContext
LOW.vsts-dotnet-ci.yml41 arguments: -ConfigFile $(Build.SourcesDirectory)/NuGet.config -Password $Env:TokenCOMMENT
LOW.vsts-dotnet-ci.yml161 env:COMMENT
LOW.vsts-dotnet-ci.yml281# - task: PowerShell@2COMMENT
LOW.vsts-dotnet-ci.yml541# targetPath: '$(Build.SourcesDirectory)/artifacts/TestResults/CoverageResults/WindowsFullFramework'COMMENT
LOWeng/common/SetupNugetSources.sh1#!/usr/bin/env bashCOMMENT
LOWeng/common/vmr-sync.sh1#!/bin/bashCOMMENT
LOWeng/common/vmr-sync.sh21###COMMENT
LOWeng/common/native/init-distro-rid.sh1#!/bin/shCOMMENT
LOWeng/common/native/init-distro-rid.sh61COMMENT
LOW…common/templates-official/variables/pool-providers.yml1# Select a pool provider based off branch name. Anything with branch name containing 'release' must go into an -Svc poolCOMMENT
LOWeng/common/templates/vmr-build-pr.yml1# This pipeline is used for running the VMR verification of the PR changes in repo-level PRs.COMMENT
LOWeng/common/templates/variables/pool-providers.yml1# Select a pool provider based off branch name. Anything with branch name containing 'release' must go into an -Svc poolCOMMENT
LOWeng/common/core-templates/stages/renovate.yml1# --------------------------------------------------------------------------------------COMMENT
LOW…g/common/core-templates/steps/get-github-app-token.yml1# Mints a short-lived GitHub App installation access token by signing a JWTCOMMENT
LOWeng/common/core-templates/steps/install-microbuild.yml1parameters:COMMENT
LOWeng/common/core-templates/job/renovate.yml1# --------------------------------------------------------------------------------------COMMENT
LOWeng/common/core-templates/job/source-build.yml1parameters:COMMENT
LOWeng/common/core-templates/job/source-build.yml21 # published by source-build.COMMENT
LOWdocumentation/specs/BuildCheck/BuildCheck.md261 /// </summary>COMMENT
LOWdocumentation/specs/BuildCheck/BuildCheck.md341 /// the current project, or from some import. If supported it can help tuning the level of detail or noise from cheCOMMENT
LOWdocumentation/wiki/Binary-Log.md421public sealed class BinaryLogReaderErrorEventArgs : EventArgsCOMMENT
LOWazure-pipelines/quarantine.yml1# Quarantined-test re-validation pipeline.COMMENT
LOWazure-pipelines/cts-collect.yml1# azure-pipelines/cts-collect.ymlCOMMENT
LOWazure-pipelines/cts-apply.yml1# azure-pipelines/cts-apply.ymlCOMMENT
LOWazure-pipelines/cts-apply.yml21#COMMENT
LOWazure-pipelines/cts-apply.yml41# job goes wrong — that is fine for the *pipeline* result, but itCOMMENT
LOWazure-pipelines/cts-apply.yml61 exclude:COMMENT
LOWazure-pipelines/cts-apply.yml81 default: https://devdiv.pkgs.visualstudio.com/_packaging/VS/nuget/v3/index.jsonCOMMENT
LOWazure-pipelines/cts-steps/collect-steps.yml1# azure-pipelines/cts-steps/collect-steps.ymlCOMMENT
LOWazure-pipelines/cts-steps/collect-steps.yml181 Write-Host "##vso[task.setvariable variable=CtsBaselineProduced]$produced"COMMENT
LOWazure-pipelines/cts-steps/collect-steps.yml201 # implicit non-zero from cts.COMMENT
LOWazure-pipelines/cts-steps/apply-steps.yml1# azure-pipelines/cts-steps/apply-steps.ymlCOMMENT
LOW.github/workflows/review.agent.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"9810f054f46aa011ec93d1c816f2fdfc23cc866201067abb95755471df9COMMENT
LOW.github/workflows/review.agent.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/review.agent.lock.yml41# - COPILOT_PAT_7COMMENT
LOW.github/workflows/review-on-open.agent.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"efdcc2c986f14cd241ed3dfb2f4ac3ba7d17ee8a796ae8e54586e8c0922COMMENT
LOW.github/workflows/review-on-open.agent.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/review-on-open.agent.lock.yml41# - COPILOT_PAT_7COMMENT
LOW.github/workflows/dreaming.agent.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"09b5bed382ee7c17de4e5545a1a393b8621554a64bc4b59e2196317addcCOMMENT
LOW.github/workflows/dreaming.agent.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/dreaming.agent.lock.yml41# - COPILOT_PAT_8COMMENT
LOW.github/workflows/flaky-test-fixer.agent.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"b6cd645c78c763ff04f73546e189d42eeb775a10ae42c6c4a0d6551abf2COMMENT
LOW.github/workflows/flaky-test-fixer.agent.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/flaky-test-fixer.agent.lock.yml41# - COPILOT_PAT_8COMMENT
LOW.github/workflows/labeler-predict-pulls.yml1# Workflow template imported and updated from:COMMENT
LOW.github/workflows/flaky-test-detector.agent.md61 max: 1COMMENT
LOW.github/workflows/flaky-test-detector.agent.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"7148393ef41f0ad490985f493b5dde708317c56b83b1159624f8e8df549COMMENT
LOW.github/workflows/flaky-test-detector.agent.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/flaky-test-detector.agent.lock.yml41# - COPILOT_PAT_8COMMENT
LOW.github/workflows/dreaming.agent.md41 # ATOMIC, independently-reviewable PR (each on its own branch) instead of one mixed bag. If everythingCOMMENT
LOW.github/workflows/dreaming.agent.md61 # approval before it can merge, so human review is preserved at the PR gate.COMMENT
LOW.github/workflows/flaky-test-fixer.agent.md61 # several create_pull_request outputs in one run, each captured as its own branch/bundle.COMMENT
LOW.github/workflows/close-stale-prs.agent.lock.yml1# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"5ca7adafe4941b87d64a84b28f6fc6574843a258f096e669cce8f8025b9COMMENT
LOW.github/workflows/close-stale-prs.agent.lock.yml21# gh aw compileCOMMENT
LOW.github/workflows/close-stale-prs.agent.lock.yml41# - COPILOT_PAT_8COMMENT
LOWsrc/GlobalUsings.cs1// Licensed to the .NET Foundation under one or more agreements.COMMENT
LOWsrc/MSBuild/MSBuildClientApp.cs21 /// 2. establishes a connection with MSBuild server and sends a build request.COMMENT
LOWsrc/MSBuild/InitializationException.cs21 /// </summary>COMMENT
LOWsrc/MSBuild/InitializationException.cs101COMMENT
LOWsrc/MSBuild/ProjectSchemaValidationHandler.cs21 {COMMENT
3070 more matches not shown…
Decorative Section Separators68 hits · 133 pts
SeverityFileLineSnippetContext
MEDIUM⚡eng/common/core-templates/stages/renovate.yml1# --------------------------------------------------------------------------------------COMMENT
MEDIUM⚡eng/common/core-templates/stages/renovate.yml3# --------------------------------------------------------------------------------------COMMENT
MEDIUM⚡eng/common/core-templates/stages/renovate.yml9# --------------------------------------------------------------------------------------COMMENT
MEDIUM⚡eng/common/core-templates/job/renovate.yml1# --------------------------------------------------------------------------------------COMMENT
MEDIUM⚡eng/common/core-templates/job/renovate.yml3# --------------------------------------------------------------------------------------COMMENT
MEDIUM⚡eng/common/core-templates/job/renovate.yml17# --------------------------------------------------------------------------------------COMMENT
MEDIUMazure-pipelines/cts-collect.yml17# ============================================================COMMENT
MEDIUMazure-pipelines/cts-collect.yml22# ============================================================COMMENT
MEDIUMazure-pipelines/cts-apply.yml22# ============================================================COMMENT
MEDIUMazure-pipelines/cts-apply.yml27# ============================================================COMMENT
MEDIUM.github/workflows/skill-validation.yml40 # ── Determine changed skills/agents (PRs only) ───────────────COMMENT
MEDIUM.github/workflows/skill-validation.yml80 # ── Filter to only changed skills/agents (PRs only) ──────────COMMENT
MEDIUM.github/workflows/skill-validation.yml114 # ── Download & cache skill-validator ──────────────────────────COMMENT
MEDIUM.github/workflows/skill-validation.yml149 # ── Run skill-validator check ─────────────────────────────────COMMENT
MEDIUM.github/workflows/skill-validation.yml206 # ── Upload results for the commenting workflow ────────────────COMMENT
MEDIUM.github/workflows/validate-pat-pool.yml37 # -----------------------------------------------------------COMMENT
MEDIUM.github/workflows/validate-pat-pool.yml41 # -----------------------------------------------------------COMMENT
MEDIUM.github/workflows/validate-pat-pool.yml143 # -----------------------------------------------------------COMMENT
MEDIUM.github/workflows/validate-pat-pool.yml145 # -----------------------------------------------------------COMMENT
MEDIUM…d.UnitTests/BackEnd/TaskParameterTypeVerifier_Tests.cs343 // ─── ITaskItem<T> and ITaskItem<T>[] coverage ─────────────────────────COMMENT
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs24 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs26 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs262 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs264 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs350 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs352 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs417 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs419 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs536 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs538 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs913 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs915 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs953 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs955 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs978 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs980 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs1393 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs1395 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs1669 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs1671 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs1761 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs1763 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs1832 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs1834 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs2051 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs2053 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs2319 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs2321 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…Analyzer.Tests/UnsupportedTaskItemTypeAnalyzerTests.cs117 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…Analyzer.Tests/UnsupportedTaskItemTypeAnalyzerTests.cs119 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…Analyzer.Tests/UnsupportedTaskItemTypeAnalyzerTests.cs189 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…Analyzer.Tests/UnsupportedTaskItemTypeAnalyzerTests.cs191 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…Analyzer.Tests/UnsupportedTaskItemTypeAnalyzerTests.cs366 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…Analyzer.Tests/UnsupportedTaskItemTypeAnalyzerTests.cs368 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…Analyzer.Tests/UnsupportedTaskItemTypeAnalyzerTests.cs387 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…Analyzer.Tests/UnsupportedTaskItemTypeAnalyzerTests.cs389 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…askAnalyzer.Tests/PreferTypedParameterAnalyzerTests.cs17 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…askAnalyzer.Tests/PreferTypedParameterAnalyzerTests.cs19 // ═══════════════════════════════════════════════════════════════════════COMMENT
MEDIUM…askAnalyzer.Tests/PreferTypedParameterAnalyzerTests.cs351 // ═══════════════════════════════════════════════════════════════════════STRING
MEDIUM…askAnalyzer.Tests/PreferTypedParameterAnalyzerTests.cs353 // ═══════════════════════════════════════════════════════════════════════STRING
8 more matches not shown…
Synthetic Comment Markers11 hits · 75 pts
SeverityFileLineSnippetContext
HIGH…ssets/Net35WinFormsApp/Properties/Settings.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…sets/Net35WinFormsApp/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHsrc/Tasks.UnitTests/Copy_Tests.cs3149 /// First copy fails as requested, subsequent copies succeed.COMMENT
HIGH…oslynCodeTaskFactory_Tests.CSharpFragment.verified.txt3// This code was generated by a tool.COMMENT
HIGH…y_Tests.VisualBasicFragmentWithProperties.verified.txt3' This code was generated by a tool.CODE
HIGH…ry_Tests.CSharpFragmentSourceCodeFromFile.verified.txt3// This code was generated by a tool.COMMENT
HIGH…tory_Tests.CSharpMethodSourceCodeFromFile.verified.txt3// This code was generated by a tool.COMMENT
HIGH…CodeTaskFactory_Tests.VisualBasicFragment.verified.txt3' This code was generated by a tool.CODE
HIGH…actory_Tests.CSharpFragmentWithProperties.verified.txt3// This code was generated by a tool.COMMENT
HIGH…ynCodeTaskFactory_Tests.VisualBasicMethod.verified.txt3' This code was generated by a tool.CODE
HIGH…/RoslynCodeTaskFactory_Tests.CSharpMethod.verified.txt3// This code was generated by a tool.COMMENT
Hallucination Indicators5 hits · 55 pts
SeverityFileLineSnippetContext
CRITICAL…c/Build.UnitTests/BuildEventArgsSerialization_Tests.cs767 e => e.TracingData.InfrastructureTracingData.Keys.Count.ToString(),CODE
CRITICAL…ild.OM.UnitTests/Definition/DefinitionEditing_Tests.cs1740 metadatum.Xml.Parent.Parent.Parent.RemoveAllChildren();CODE
CRITICALsrc/Tasks.UnitTests/CodeTaskFactoryTests.cs1587 string output = Microsoft.Build.UnitTests.Shared.RunnerUtilities.ExecMSBuild(STRING
CRITICAL…tTests/AssemblyDependency/AssemblyInformation_Tests.cs46 /// <see cref="Windows.Win32.System.Com.ComClassFactory.TryCreateFromModule(string, System.Guid, string, out WindCOMMENT
CRITICAL…tTests/AssemblyDependency/AssemblyInformation_Tests.cs300 /// <see cref="Windows.Win32.System.Com.ComClassFactory.TryCreateFromModule(string, System.Guid, string, out WiCOMMENT
Structural Annotation Overuse33 hits · 54 pts
SeverityFileLineSnippetContext
LOW…migration/skills/multithreaded-task-migration/SKILL.md12### Step 1: Update Task Class DeclarationCOMMENT
LOW…migration/skills/multithreaded-task-migration/SKILL.md28### Step 2: Absolutize Paths Before File OperationsCOMMENT
LOW…migration/skills/multithreaded-task-migration/SKILL.md48### Step 3: Replace Environment Variable APIsCOMMENT
LOW…migration/skills/multithreaded-task-migration/SKILL.md55### Step 4: Replace Process Start APIsCOMMENT
LOW.github/skills/dotnet-aot-compat/SKILL.md63### Step 1: Enable AOT analysis in the .csprojCOMMENT
LOW.github/skills/dotnet-aot-compat/SKILL.md75### Step 2: Build and collect warningsCOMMENT
LOW.github/skills/dotnet-aot-compat/SKILL.md93### Step 3: Triage warnings by code (do NOT read every file)COMMENT
LOW.github/skills/dotnet-aot-compat/SKILL.md105### Step 4: Fix warnings iteratively (innermost first)COMMENT
LOW.github/skills/dotnet-aot-compat/SKILL.md205### Step 5: Rebuild and repeatCOMMENT
LOW.github/skills/dotnet-aot-compat/SKILL.md209### Step 6: Validate all TFMsCOMMENT
LOW.github/skills/use-bootstrap-msbuild/SKILL.md14## Step 1: Build MSBuild with BootstrapCOMMENT
LOW.github/skills/use-bootstrap-msbuild/SKILL.md30## Step 2: Run Your Repro ProjectCOMMENT
LOW.github/skills/deploy-msbuild-to-vs/SKILL.md27## Step 1: Build MSBuildCOMMENT
LOW.github/skills/deploy-msbuild-to-vs/SKILL.md43## Step 2: Locate Your VS MSBuild Bin FolderCOMMENT
LOW.github/skills/deploy-msbuild-to-vs/SKILL.md85## Step 3: Deploy with the ScriptCOMMENT
LOW.github/skills/deploy-msbuild-to-vs/SKILL.md112## Step 4: Test in Visual StudioCOMMENT
LOW.github/skills/merge-dependency-updates/SKILL.md27### Step 1: Gather All Bot PRsCOMMENT
LOW.github/skills/merge-dependency-updates/SKILL.md41### Step 2: Analyze Each PR (in parallel)COMMENT
LOW.github/skills/merge-dependency-updates/SKILL.md106### Step 3: Update Branches & Bump Versions (dependency PRs only)COMMENT
LOW.github/skills/merge-dependency-updates/SKILL.md142### Step 4: Produce the DashboardCOMMENT
LOW⚡.github/skills/changewaves/SKILL.md37## Step 1: Determine the Correct Wave VersionCOMMENT
LOW⚡.github/skills/changewaves/SKILL.md41## Step 2: Condition Your Feature on the WaveCOMMENT
LOW⚡.github/skills/changewaves/SKILL.md45## Step 3: Write TestsCOMMENT
LOW⚡.github/skills/changewaves/SKILL.md49## Step 4: Document the FeatureCOMMENT
LOW.github/skills/pipelines-health-check/SKILL.md66### Step 1: Run all data collection scriptsCOMMENT
LOW.github/skills/pipelines-health-check/SKILL.md85### Step 2: Present the overview table IMMEDIATELYCOMMENT
LOW.github/skills/pipelines-health-check/SKILL.md169### Step 3: Identify problemsCOMMENT
LOWsrc/Tasks/CallTarget.cs17 /// NOTE: This class is not the implementation that actually runs at build time. The MSBuild engineCOMMENT
LOW⚡src/Utilities/ToolTask.cs1115 // Step 1: Wait for the process handle to be signaled.COMMENT
LOW⚡src/Utilities/ToolTask.cs1120 // Step 2: Wait for the AsyncStreamReader to deliver all remaining data.COMMENT
LOW…s.UnitTests/ResourceHandling/GenerateResource_Tests.cs1112 // Step 1: create a resx file directly from the resources, to get a framework generated resxCOMMENT
LOW…ts/ResourceHandling/GenerateResourceOutOfProc_Tests.cs742 // Step 1: create a resx file directly from the resources, to get a framework generated resxCOMMENT
LOWsrc/Build/Logging/ConsoleLogger.cs298 /// NOTE: This method was public by accident in Whidbey, so it cannot be made internal now. It hasCOMMENT
AI Slop Vocabulary16 hits · 44 pts
SeverityFileLineSnippetContext
MEDIUMeng/common/cross/install-debs.py126 # keyboxd, which makes it robust on hosts running GnuPG 2.4+ (e.g. AzureCOMMENT
LOW…ommon/core-templates/steps/enable-internal-sources.yml34 # If running on dnceng (internal project), just use the default behavior for NuGetAuthenticate.COMMENT
MEDIUMsrc/MSBuild/XMake.cs380 /// Returns true if arguments allows or make sense to leverage msbuild server.COMMENT
MEDIUMsrc/Tasks/ManifestUtil/TrustInfo.cs210 // If you want to utilize File and Registry Virtualization for backward compatibilityCOMMENT
MEDIUM…Build.UnitTests/BackEnd/TaskRouter_IntegrationTests.cs576 /// Provides robust assertions that are less fragile than raw log string matching.COMMENT
MEDIUMsrc/Build.UnitTests/BackEnd/BuildManager_Tests.cs4115 /// not reload it from disk but instead fully utilize the entire translate project instance stateSTRING
MEDIUMsrc/Tasks.UnitTests/XamlTestHelpers.cs23 // make as robust as possibleCOMMENT
MEDIUM…itTests/AssemblyDependency/GlobalAssemblyCacheTests.cs75 /// Essentially specific version for the gac resolver means do not filter by runtime.COMMENT
MEDIUM…itTests/AssemblyDependency/GlobalAssemblyCacheTests.cs98 /// Essentially specific version for the gac resolver means do not filter by runtime.COMMENT
MEDIUM…itTests/AssemblyDependency/GlobalAssemblyCacheTests.cs145 /// Essentially specific version for the gac resolver means do not filter by runtime.COMMENT
MEDIUM…itTests/AssemblyDependency/GlobalAssemblyCacheTests.cs166 /// Essentially specific version for the gac resolver means do not filter by runtime.COMMENT
MEDIUMsrc/Tasks.UnitTests/AssemblyDependency/Miscellaneous.cs4880 /// When very long paths are passed in we should be robust.COMMENT
MEDIUMsrc/Tasks.UnitTests/AssemblyDependency/Miscellaneous.cs4910 /// Need to be robust in the face of assembly names with special characters.COMMENT
MEDIUM…ld/BackEnd/Components/RequestBuilder/RequestBuilder.cs654 // another project or when we are Yielding the Build Engine while running certain tasks. Essentially, the RCOMMENT
MEDIUMsrc/Build/Instance/TaskRegistry.cs1550 // Another way to address this is to load types from compiled assembly - that would be more robuCOMMENT
MEDIUMsrc/Build/Evaluation/Evaluator.cs1684 // Essentially, we will try to load that project file by trying multiple values (search paths) for theCOMMENT
Modern AI Meta-Vocabulary10 hits · 28 pts
SeverityFileLineSnippetContext
MEDIUMdocumentation/specs/event-source.md130### Process, build, and graph orchestrationCOMMENT
MEDIUM…umentation/specs/BuildCheck/BuildCheck-Architecture.md60Prerequisites: [MSBuild Nodes Orchestration](../../wiki/Nodes-Orchestration.md#orchestration)CODE
MEDIUM.github/workflows/flaky-test-detector.agent.md80# Run agentic jobs in an isolated `copilot-pat-pool` environment.COMMENT
MEDIUM.github/workflows/review-on-open.agent.md41# Run agentic jobs in an isolated `copilot-pat-pool` environment.COMMENT
MEDIUM.github/workflows/review.agent.md28# Run agentic jobs in an isolated `copilot-pat-pool` environment.COMMENT
MEDIUM.github/workflows/dreaming.agent.md75# Run agentic jobs in an isolated `copilot-pat-pool` environment.COMMENT
MEDIUM.github/workflows/flaky-test-fixer.agent.md82# Run agentic jobs in an isolated `copilot-pat-pool` environment.COMMENT
MEDIUM.github/workflows/close-stale-prs.agent.md19# Run agentic jobs in an isolated `copilot-pat-pool` environment.COMMENT
MEDIUM.github/workflows/shared/pat_pool.README.md82# Run agentic jobs in an isolated `copilot-pat-pool` environment.COMMENT
MEDIUM.github/workflows/shared/pat_pool.README.md214[configure-repo]: https://github.github.com/gh-aw/guides/agentic-authoring/#configuring-your-repositoryCODE
Redundant / Tautological Comments12 hits · 18 pts
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LOWeng/common/tools.sh337 # Check if the script is older than 30 days using timestamp fileCOMMENT
LOWeng/common/tools.sh446 # Check if the toolset has already been extractedCOMMENT
LOWeng/common/SetupNugetSources.sh66 # Check if disabledPackageSources section existsCOMMENT
LOWeng/common/SetupNugetSources.sh72 # Check if this source name is disabledCOMMENT
LOWeng/common/SetupNugetSources.sh92 # Check if source already existsCOMMENT
LOWeng/common/SetupNugetSources.sh122 # Check if disabledPackageSources section existsCOMMENT
LOWeng/common/SetupNugetSources.sh192 # Check if there is no existing credential for this FeedNameCOMMENT
LOWeng/common/core-templates/steps/source-build.yml31 # Check if AzDO substitutes in a build config from a variable, and use it if so.COMMENT
LOWeng/common/core-templates/steps/install-microbuild.yml64 # Check if ESRP is disabled while SignType is realCOMMENT
LOW…ithub/workflows/SyncAnalyzerTemplateMSBuildVersion.yml33 # Check if the XML file existsCOMMENT
LOW…ithub/workflows/SyncAnalyzerTemplateMSBuildVersion.yml48 # Check if the JSON file existsCOMMENT
LOW…ithub/workflows/SyncAnalyzerTemplateMSBuildVersion.yml56 # Check if the versionPrefix is different from the current defaultValueCOMMENT
Self-Referential Comments5 hits · 15 pts
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MEDIUMeng/common/cross/build-rootfs.sh693 # Create the symlink in the same directoryCOMMENT
MEDIUMeng/common/core-templates/job/helix-job-monitor.yml214 # Create a minimal NuGet.config that only references the local nupkg directory.COMMENT
MEDIUMazure-pipelines/vs-insertion.yml1# Create a VS insertion (DotNet-MSBuild-Trusted -> VS) from a CI run on main or any servicing branch.COMMENT
MEDIUMazure-pipelines/vs-insertion-experimental.yml1# Create an experimental VS insertion auto-triggered from exp/* branches to validate changes before merging to mainCOMMENT
MEDIUM…ithub/workflows/SyncAnalyzerTemplateMSBuildVersion.yml29 # Define the paths to your XML and JSON filesCOMMENT
Cross-File Repetition3 hits · 15 pts
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HIGH…TaskAnalyzer.Tests/TransitiveCallChainAnalyzerTests.cs0is_global = true msbuild_task_analyzer.run_mt_analyzers_on_all_tasks = trueSTRING
HIGH…TaskAnalyzer.Tests/MultiThreadableTaskAnalyzerTests.cs0is_global = true msbuild_task_analyzer.run_mt_analyzers_on_all_tasks = trueSTRING
HIGH…lyzer.Tests/MultiThreadableTaskCodeFixProviderTests.cs0is_global = true msbuild_task_analyzer.run_mt_analyzers_on_all_tasks = trueSTRING
Verbosity Indicators6 hits · 10 pts
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LOWsrc/Tasks/GetAssembliesMetadata.cs54 // During DTB the referenced project may not has been built yet, so we need to check if the assembly alrCOMMENT
LOW⚡src/Utilities/ToolTask.cs1115 // Step 1: Wait for the process handle to be signaled.COMMENT
LOW⚡src/Utilities/ToolTask.cs1120 // Step 2: Wait for the AsyncStreamReader to deliver all remaining data.COMMENT
LOW…ties/TrackedDependencies/CanonicalTrackedInputFiles.cs383 // now that we have our dependencies, we need to check if any of them are newer than the outputs.COMMENT
LOW…s.UnitTests/ResourceHandling/GenerateResource_Tests.cs1112 // Step 1: create a resx file directly from the resources, to get a framework generated resxCOMMENT
LOW…ts/ResourceHandling/GenerateResourceOutOfProc_Tests.cs742 // Step 1: create a resx file directly from the resources, to get a framework generated resxCOMMENT
Example Usage Blocks5 hits · 8 pts
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LOWeng/common/native/install-dependencies.sh7# Usage:COMMENT
LOW…common/templates-official/variables/pool-providers.yml12# How to use:COMMENT
LOWeng/common/templates/variables/pool-providers.yml12# How to use:COMMENT
LOW⚡eng/common/core-templates/job/renovate.yml11# Usage:COMMENT
LOWsrc/Framework/IExtendedBuildEventArgs.cs21 /// Example usage:COMMENT
Deep Nesting6 hits · 6 pts
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LOWeng/common/cross/install-debs.py20CODE
LOWeng/common/cross/install-debs.py196CODE
LOWeng/common/cross/install-debs.py221CODE
LOWeng/common/cross/install-debs.py259CODE
LOWeng/common/cross/install-debs.py293CODE
LOWeng/common/cross/install-debs.py348CODE
Excessive Try-Catch Wrapping2 hits · 4 pts
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MEDIUMeng/common/cross/install-debs.py42 print(f"Error downloading {url}: {type(e).__name__} - {e}. Retrying...")CODE
MEDIUMeng/common/cross/install-debs.py206 print(f"Error: Package '{current}' was not found in the available packages.")CODE
Hyper-Verbose Identifiers3 hits · 3 pts
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LOWeng/common/cross/install-debs.py49async def download_deb_files_parallel(mirror, packages, tmp_dir):CODE
LOWeng/common/cross/install-debs.py65async def download_package_index_parallel(mirror, arch, suites, check_sig, keyring):CODE
LOWeng/common/cross/install-debs.py337def _rootfs_extraction_filter(member, dest_path):CODE
Unused Imports1 hit · 1 pts
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LOWeng/common/cross/install-debs.py18CODE