6.2

Adjusted Signal

6.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.3K

Stars

Language

155.8K

Lines of Code

673

Files

332

Pattern Hits

2026-10-31

Scan Date

0.09

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 10.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 259 finding(s).

Hallucinated Dependency & Supply Chain Risk 17.0/100 · LOW

Are imports declared and package/API names verified? 57 finding(s).

Agent Over-Engineering Ratio 3.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 73 finding(s).

PR Review Velocity Impact 25.8/100 · MEDIUM

Which changes need focused human review? 332 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 51HIGH 10MEDIUM 44LOW 227

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 332 distinct pattern matches across 15 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.

Hallucination Indicators51 hits · 542 pts

Severity	File	Line	Snippet	Context
CRITICAL	…onTests/TestFramework/FSharpLanguageServiceApexTest.cs	160	this.Library.Editor.LightBulb.Verify.IsLightBulbPresent(TimeSpan.FromSeconds(60)),	CODE
CRITICAL	…onTests/TestFramework/FSharpLanguageServiceApexTest.cs	212	this.Library.VisualStudio.ObjectModel.Solution.BuildManager.Build(waitForBuildToFinish: true);	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	102	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	103	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	106	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	107	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	108	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	109	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	110	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	114	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	119	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	123	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	124	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	125	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	132	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	134	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	140	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	142	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	145	[assembly: SuppressMessage("Microsoft.Usage", "CA2208:InstantiateArgumentExceptionsCorrectly", Scope = "member", Target	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	146	[assembly: SuppressMessage("Microsoft.Usage", "CA2208:InstantiateArgumentExceptionsCorrectly", Scope = "member", Target	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	148	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	150	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	152	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	153	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	155	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	188	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	195	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	196	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	197	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	201	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	202	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	203	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	204	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	213	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	214	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	227	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	232	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	241	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	250	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	257	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	277	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	284	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	286	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	287	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	288	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	297	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL⚡	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	301	[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.V	CODE
CRITICAL	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	40	[assembly: SuppressMessage("Microsoft.Security", "CA2122:DoNotIndirectlyExposeMethodsWithLinkDemands", Scope = "member",	CODE
CRITICAL	…c/FSharp.ProjectSystem.Base/Automation/OAProperties.cs	100	return this.target.Node.ProjectMgr.Site.GetService(typeof(EnvDTE.DTE)) as EnvDTE.DTE;	CODE
CRITICAL	…src/FSharp.ProjectSystem.Base/Automation/OAProperty.cs	151	IVsExtensibility3 extensibility = this.parent.Target.Node.ProjectMgr.Site.GetService(typeof(IVsExtensibi	CODE
CRITICAL	…src/FSharp.ProjectSystem.Base/Automation/OAProperty.cs	180	IVsExtensibility3 extensibility = this.parent.Target.Node.ProjectMgr.Site.GetService(typeof(IVsExtensibi	CODE

Over-Commented Block130 hits · 130 pts

Severity	File	Line	Snippet	Context
LOW	azure-pipelines-PR.yml	601	publishLocation: pipeline	COMMENT
LOW	eng/common/SetupNugetSources.sh	1	#!/usr/bin/env bash	COMMENT
LOW	eng/common/vmr-sync.sh	1	#!/bin/bash	COMMENT
LOW	eng/common/vmr-sync.sh	21	###	COMMENT
LOW	eng/common/native/init-distro-rid.sh	1	#!/bin/sh	COMMENT
LOW	eng/common/native/init-distro-rid.sh	61		COMMENT
LOW	…common/templates-official/variables/pool-providers.yml	1	# Select a pool provider based off branch name. Anything with branch name containing 'release' must go into an -Svc pool	COMMENT
LOW	eng/common/templates/vmr-build-pr.yml	1	# This pipeline is used for running the VMR verification of the PR changes in repo-level PRs.	COMMENT
LOW	eng/common/templates/variables/pool-providers.yml	1	# Select a pool provider based off branch name. Anything with branch name containing 'release' must go into an -Svc pool	COMMENT
LOW	eng/common/core-templates/stages/renovate.yml	1	# --------------------------------------------------------------------------------------	COMMENT
LOW	…g/common/core-templates/steps/get-github-app-token.yml	1	# Mints a short-lived GitHub App installation access token by signing a JWT	COMMENT
LOW	eng/common/core-templates/steps/install-microbuild.yml	1	parameters:	COMMENT
LOW	eng/common/core-templates/job/renovate.yml	1	# --------------------------------------------------------------------------------------	COMMENT
LOW	eng/common/core-templates/job/source-build.yml	1	parameters:	COMMENT
LOW	eng/common/core-templates/job/source-build.yml	21	# published by source-build.	COMMENT
LOW	eng/templates/batched-test-steps.yml	1	# Steps template for batched test jobs.	COMMENT
LOW	tests/KnownFail.txt	1	## If no tags specified, then the test is excluded on any configuration	COMMENT
LOW	tests/KnownFail.txt	21	# VS2008 - F# VS2008 installed	COMMENT
LOW	tests/fsharp/core/forwarders/a.cs	1	// The test strategy here is:	COMMENT
LOW	…ders/DummyProviderForLanguageServiceTesting/FSData.txt	1	# FSharp.Data resource strings	COMMENT
LOW	…ditor.Apex.IntegrationTests/Build/BuildProjectTests.cs	1	// Copyright (c) Microsoft Corporation. All Rights Reserved. See License.txt in the project root for license informati	COMMENT
LOW	…grationTests/TestFramework/RetryTestMethodAttribute.cs	1	// Copyright (c) Microsoft Corporation. All Rights Reserved. See License.txt in the project root for license informati	COMMENT
LOW	…pex.IntegrationTests/TestFramework/TextDocumentView.cs	61		COMMENT
LOW	…onTests/TestFramework/FSharpLanguageServiceApexTest.cs	41	/// </summary>	COMMENT
LOW	…onTests/TestFramework/FSharpLanguageServiceApexTest.cs	201		COMMENT
LOW	…/src/FSharp.ProjectSystem.Base/ProjectReferenceNode.cs	41		COMMENT
LOW	…ation/src/FSharp.ProjectSystem.Base/DocumentManager.cs	41	{	COMMENT
LOW	…ation/src/FSharp.ProjectSystem.Base/DocumentManager.cs	61	/// </summary>	COMMENT
LOW	…ration/src/FSharp.ProjectSystem.Base/IDEBuildLogger.cs	701	// TODO: Continue this code to get the Verbosity when we have a version that supports automation to get the	COMMENT
LOW	…tegration/src/FSharp.ProjectSystem.Base/ProjectNode.cs	581		COMMENT
LOW	…tegration/src/FSharp.ProjectSystem.Base/ProjectNode.cs	3721		COMMENT
LOW	…tegration/src/FSharp.ProjectSystem.Base/ProjectNode.cs	4341	}	COMMENT
LOW	…tegration/src/FSharp.ProjectSystem.Base/ProjectNode.cs	4821	/// <param name="op"></param>	COMMENT
LOW	…tegration/src/FSharp.ProjectSystem.Base/ProjectNode.cs	6141		COMMENT
LOW	…src/FSharp.ProjectSystem.Base/ProjectNode.CopyPaste.cs	21	/// Manages the CopyPaste and Drag and Drop scenarios for a Project.	COMMENT
LOW	…src/FSharp.ProjectSystem.Base/ProjectNode.CopyPaste.cs	161	/// <summary>	COMMENT
LOW	…src/FSharp.ProjectSystem.Base/ProjectNode.CopyPaste.cs	881	/// <summary>	COMMENT
LOW	…ration/src/FSharp.ProjectSystem.Base/ProjectFactory.cs	81	/// <summary>	COMMENT
LOW	…ation/src/FSharp.ProjectSystem.Base/StructuresEnums.cs	261	/// Defines the global properties used by the msbuild project.	COMMENT
LOW	…ation/src/FSharp.ProjectSystem.Base/StructuresEnums.cs	281	/// <summary>	COMMENT
LOW	…ation/src/FSharp.ProjectSystem.Base/StructuresEnums.cs	301	/// <summary>	COMMENT
LOW	…ation/src/FSharp.ProjectSystem.Base/StructuresEnums.cs	401	/// </summary>	COMMENT
LOW	…integration/src/FSharp.ProjectSystem.Base/Utilities.cs	101		COMMENT
LOW	…tegration/src/FSharp.ProjectSystem.Base/OutputGroup.cs	221	{	COMMENT
LOW	…ration/src/FSharp.ProjectSystem.Base/ConfigProvider.cs	141	}	COMMENT
LOW	…n/src/FSharp.ProjectSystem.Base/FileDocumentManager.cs	41	/// <param name="windowFrameAction">Determine the UI action on the document window</param>	COMMENT
LOW	vsintegration/src/FSharp.ProjectSystem.Base/FileNode.cs	701	/// </summary>	COMMENT
LOW	…gration/src/FSharp.ProjectSystem.Base/ProjectConfig.cs	1381	pages[0] = PackageUtilities.CreateCAUUIDFromGuidArray(guids);	COMMENT
LOW	…ion/src/FSharp.ProjectSystem.Base/FileChangeManager.cs	21	/// Defines a data structure that can link a item moniker to the item and its file change cookie.	COMMENT
LOW	…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs	1	// Copyright (c) Microsoft Corporation. All Rights Reserved. See License.txt in the project root for license informati	COMMENT
LOW	…ration/src/FSharp.ProjectSystem.Base/LinkedFileNode.cs	81	/// Override GetProperty so we can support linked files.	COMMENT
LOW	…gration/src/FSharp.ProjectSystem.Base/HierarchyNode.cs	1101	/// Called by the drag and drop implementation to ask the node	COMMENT
LOW	…gration/src/FSharp.ProjectSystem.Base/HierarchyNode.cs	1441		COMMENT
LOW	…gration/src/FSharp.ProjectSystem.Base/HierarchyNode.cs	1461	if (cmdGroup == VsMenus.guidVsUIHierarchyWindowCmds)	COMMENT
LOW	…gration/src/FSharp.ProjectSystem.Base/HierarchyNode.cs	2701	}	COMMENT
LOW	…gration/src/FSharp.ProjectSystem.Base/HierarchyNode.cs	2801	else	COMMENT
LOW	…on/src/FSharp.ProjectSystem.Base/OleServiceProvider.cs	141	/// <summary>	COMMENT
LOW	…p.ProjectSystem.Base/Misc/AutomationExtenderManager.cs	521	EventDescriptorCollection ICustomTypeDescriptor.GetEvents() {	COMMENT
LOW	…p.ProjectSystem.Base/Misc/AutomationExtenderManager.cs	801		COMMENT
LOW	…on/src/FSharp.ProjectSystem.Base/Misc/NativeMethods.cs	581	return s.ToString();	COMMENT
70 more matches not shown…

Modern AI Meta-Vocabulary23 hits · 58 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ms/regression-sourcebuild-cpm-runtime-version-floor.md	67	[#20290](https://github.com/dotnet/fsharp/pull/20290): reference `$(System*Version)` directly in `eng/Packages.props` (m	CODE
MEDIUM	docs/performance-improvement-review/evidence.md	5	Attribution correction (sprint 10): the #20348/#20352 seeds came from orchestration, not an original-user attestatio	CODE
MEDIUM	docs/performance-improvement-review/validation.md	808	Archive T = `R\b8acc633-d504-4744-b6c6-467dd7b37ea1\files`, using R from [archive coordinates](#frozen-identities-an	CODE
MEDIUM⚡	docs/performance-improvement-review/corpus.md	226	\| [PR-19629](https://github.com/dotnet/fsharp/pull/19629) Add LabelOps agentic workflows (conflict & CI auto-resolve) \|	CODE
MEDIUM⚡	docs/performance-improvement-review/corpus.md	232	\| [PR-19655](https://github.com/dotnet/fsharp/pull/19655) Disable noop report-as-issue for all agentic workflows \| Copil	CODE
MEDIUM⚡	docs/performance-improvement-review/corpus.md	238	\| [PR-19680](https://github.com/dotnet/fsharp/pull/19680) Add PR Tooling Safety Check — scanner for detecting changes in	CODE
MEDIUM⚡	docs/performance-improvement-review/corpus.md	239	\| [PR-19682](https://github.com/dotnet/fsharp/pull/19682) Add weekly state machine diagram generator for agentic workflo	CODE
MEDIUM⚡	docs/performance-improvement-review/corpus.md	248	\| [PR-19720](https://github.com/dotnet/fsharp/pull/19720) [Agentic State Machine] Add agentic workflow state mac	CODE
MEDIUM⚡	docs/performance-improvement-review/corpus.md	248	\| [PR-19720](https://github.com/dotnet/fsharp/pull/19720) [Agentic State Machine] Add agentic workflow state mac	CODE
MEDIUM	docs/performance-improvement-review/corpus.md	313	\| [PR-19852](https://github.com/dotnet/fsharp/pull/19852) Fix agentic-state-machine workflow: add protected-files: allow	CODE
MEDIUM	docs/performance-improvement-review/corpus.md	342	\| [PR-19901](https://github.com/dotnet/fsharp/pull/19901) Improve agentic state-machine generator prompt \| T-Gro/User \|	CODE
MEDIUM	docs/performance-improvement-review/corpus.md	364	\| [PR-19953](https://github.com/dotnet/fsharp/pull/19953) Stop agentic-workflow failure-issue spam \| T-Gro/User \| 2026-0	CODE
MEDIUM	docs/performance-improvement-review/corpus.md	653	\| [PR-20606](https://github.com/dotnet/fsharp/pull/20606) Prevent scheduled agentic workflows from running in forks \| T-	CODE
MEDIUM	.github/workflows/agentic-state-machine.lock.yml	25	# Reads all agentic workflow .md files in this repo, extracts the	COMMENT
MEDIUM	.github/workflows/agentic-state-machine.lock.yml	248	{{#runtime-import .github/workflows/agentic-state-machine.md}}	CODE
MEDIUM	.github/agents/agentic-workflows.agent.md	41	- Configuration: https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/github-agentic-workflows.md	CODE
MEDIUM⚡	.github/agents/agentic-workflows.agent.md	63	Prompt file: https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/create-agentic-workflow.md	CODE
MEDIUM⚡	.github/agents/agentic-workflows.agent.md	73	Prompt file: https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/update-agentic-workflow.md	CODE
MEDIUM⚡	.github/agents/agentic-workflows.agent.md	83	Prompt file: https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/debug-agentic-workflow.md	CODE
MEDIUM⚡	.github/agents/agentic-workflows.agent.md	93	Prompt file: https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/upgrade-agentic-workflows.md	CODE
MEDIUM	.github/agents/agentic-workflows.agent.md	113	Prompt file: https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/create-shared-agentic-workflow.md	CODE
MEDIUM	.github/agents/agentic-workflows.agent.md	197	# Initialize repository for agentic workflows	COMMENT
MEDIUM	.github/agents/agentic-workflows.agent.md	229	- Always reference the instructions file at https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/github-agentic-workf	CODE

Decorative Section Separators14 hits · 51 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	eng/common/core-templates/stages/renovate.yml	1	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	eng/common/core-templates/stages/renovate.yml	3	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	eng/common/core-templates/stages/renovate.yml	9	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	eng/common/core-templates/job/renovate.yml	1	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	eng/common/core-templates/job/renovate.yml	3	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	eng/common/core-templates/job/renovate.yml	17	# --------------------------------------------------------------------------------------	COMMENT
MEDIUM	src/LegacyMSBuildResolver/LegacyResolver.txt	1	# -------------------------------------------------------------------------------	COMMENT
MEDIUM	src/LegacyMSBuildResolver/LegacyResolver.txt	3	# -------------------------------------------------------------------------------	COMMENT
MEDIUM	src/Compiler/FSComp.txt	1	# -------------------------------------------------------------------------------	COMMENT
MEDIUM	src/Compiler/FSComp.txt	3	# -------------------------------------------------------------------------------	COMMENT
MEDIUM	src/Compiler/FSComp.txt	1022	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	src/Compiler/FSComp.txt	1024	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	src/Compiler/FSComp.txt	1134	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	src/Compiler/FSComp.txt	1136	# -----------------------------------------------------------------------------	COMMENT

Hyper-Verbose Identifiers57 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	eng/common/cross/install-debs.py	51	async def download_deb_files_parallel(mirror, packages, tmp_dir):	CODE
LOW	eng/common/cross/install-debs.py	67	async def download_package_index_parallel(mirror, arch, suites, check_sig, keyring):	CODE
LOW	eng/common/cross/install-debs.py	339	def _rootfs_extraction_filter(member, dest_path):	CODE
LOW	…rmance-improvement-review/mining/tools/test_collect.py	39	def test_reconcile_preserves_authors_and_linked_membership(self):	CODE
LOW	…rmance-improvement-review/mining/tools/test_collect.py	55	def test_original_inventory_ignores_marker_mentions_in_prose(self):	CODE
LOW	…rmance-improvement-review/mining/tools/test_collect.py	64	def test_reconciliation_mutations(self):	CODE
LOW	…rmance-improvement-review/mining/tools/test_collect.py	88	def test_cache_read_is_relative_hashed_and_never_downloaded(self):	CODE
LOW	…rmance-improvement-review/mining/tools/test_collect.py	107	def test_historical_inspection_is_not_promoted(self):	CODE
LOW	…rmance-improvement-review/mining/tools/test_collect.py	120	def test_write_reuses_identical_outputs_but_never_discards_edits(self):	CODE
LOW	…rmance-improvement-review/mining/tools/test_collect.py	190	def test_recover_and_cli_reuse_complete_temporary_archive(self):	CODE
LOW	…rmance-improvement-review/mining/tools/test_collect.py	243	def test_recover_and_cli_reject_invalid_temporary_archives(self):	CODE
LOW	…rmance-improvement-review/mining/tools/test_collect.py	275	def test_cli_rejects_changed_source_seal_before_writing(self):	CODE
LOW⚡	…mance-improvement-review/mining/tools/test_validate.py	102	def test_other_release_note_files_still_freeze_all_bytes(self):	CODE
LOW⚡	…mance-improvement-review/mining/tools/test_validate.py	112	def test_frozen_fixture_passes_without_completion_credit(self):	CODE
LOW⚡	…mance-improvement-review/mining/tools/test_validate.py	120	def test_identity_and_schema_mutations(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	70	def test_release_note_preserves_the_entry_without_freezing_unrelated_additions(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	85	def test_release_note_rejects_missing_duplicate_or_reclassified_entries(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	179	def test_loaders_and_sealed_digest(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	213	def test_scope_and_exposure_freeze(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	222	def test_scope_mutations_fail_closed(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	260	def test_protocol_is_immutable_before_outputs(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	273	def test_family_renaming_does_not_erase_exposure(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	279	def test_unknown_or_semantic_exposure_cannot_be_fresh(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	296	def test_central_package_management_variants_share_exposure_boundary(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	324	def test_freshness_requires_complete_audits(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	351	def test_connected_family_cannot_straddle_splits(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	358	def test_coordinated_family_rename_cannot_clear_history(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	373	def test_invalid_human_authorship_attestations(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	407	def test_live_inventory_and_fail_closed_stages(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	433	def test_cli_cannot_accept_an_injected_manifest_or_bypass_inventory(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	471	def test_scope_freeze_cannot_reseal_substituted_data(self):	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	481	def test_frozen_reviewer_and_evidence_unchanged(self):	CODE
LOW	…hub/workflows/tests/test_build_failure_contributors.py	114	def test_patch_is_complete_applicable_bounded_and_not_executed(self):	STRING
LOW	…hub/workflows/tests/test_build_failure_contributors.py	169	def test_command_retries_deduplicate_bot_summaries_and_reviews_for_the_exact_request(self):	STRING
LOW	…hub/workflows/tests/test_build_failure_contributors.py	196	def test_patch_link_requires_a_successful_upload(self):	STRING
LOW	…hub/workflows/tests/test_build_failure_contributors.py	212	def test_source_and_compiled_patch_guards_precede_publication(self):	STRING
LOW	…hub/workflows/tests/test_build_failure_contributors.py	240	def test_local_agent_reuses_the_pinned_mcp_and_validated_collector(self):	STRING
LOW⚡	…hub/workflows/tests/test_build_failure_contributors.py	313	def test_fork_pr_failures_notify_the_author_without_trusting_pr_code(self):	STRING
LOW⚡	…hub/workflows/tests/test_build_failure_contributors.py	322	def test_default_branch_failures_have_one_owner_triaged_issue(self):	STRING
LOW⚡	…hub/workflows/tests/test_build_failure_contributors.py	330	def test_stale_closed_prs_are_not_blamed_and_missing_association_is_escalated(self):	STRING
LOW⚡	…hub/workflows/tests/test_build_failure_contributors.py	337	def test_recovered_or_superseded_attempts_do_not_notify_and_wrong_workflows_fail(self):	STRING
LOW	…hub/workflows/tests/test_build_failure_contributors.py	348	def test_pr_failure_notifications_update_only_the_existing_bot_owned_report(self):	STRING
LOW	…hub/workflows/tests/test_build_failure_contributors.py	357	def test_regression_runs_on_every_pr_and_notifications_are_least_privileged(self):	STRING
LOW	.github/workflows/tests/test_fetch_build_binlogs.py	104	def test_extracts_regular_binlogs_to_generated_names(self):	STRING
LOW	.github/workflows/tests/test_fetch_build_binlogs.py	116	def test_rejects_unsafe_paths_and_entry_types(self):	STRING
LOW	.github/workflows/tests/test_fetch_build_binlogs.py	134	def test_preserves_validated_output_prefixes(self):	STRING
LOW	.github/workflows/tests/test_fetch_build_binlogs.py	141	def test_budget_failure_removes_partial_outputs(self):	STRING
LOW	.github/workflows/tests/test_fetch_build_binlogs.py	152	def test_archive_limits_are_enforced_before_extraction(self):	STRING
LOW	.github/workflows/tests/test_fetch_build_binlogs.py	167	def test_accepts_documented_artifact_hosts_only(self):	STRING
LOW	.github/workflows/tests/test_fetch_build_binlogs.py	191	def test_build_and_current_revision_must_match(self):	STRING
LOW	.github/workflows/tests/test_fetch_build_binlogs.py	246	def test_exact_copy_budgets_charge_failed_attempts_before_writing(self):	STRING
LOW	.github/workflows/tests/test_fetch_build_binlogs.py	255	def test_http_redirect_retry_and_body_deadline(self):	STRING
LOW	.github/workflows/tests/test_command_publication.py	95	def test_completion_requires_agent_cli_and_safe_output_success(self):	STRING
LOW	.github/workflows/tests/test_command_publication.py	111	def test_completion_is_bound_to_the_exact_command(self):	STRING
LOW	.github/workflows/tests/test_command_publication.py	117	def test_compiled_workflow_preserves_the_source_predicate(self):	STRING
LOW	.github/workflows/tests/test_command_publication.py	131	def test_fix_delivery_requires_validation_and_blocks_fork_pushes(self):	STRING
LOW	.github/workflows/tests/test_command_publication.py	181	def test_suggestions_require_one_validated_surgical_patch(self):	STRING

Cross-Language Confusion5 hits · 38 pts

Severity	File	Line	Snippet	Context
HIGH⚡	…hub/workflows/tests/test_build_failure_contributors.py	25	actions: {async getWorkflowRun() {return {data: input.current_run \|\| input.run};}},	CODE
HIGH⚡	…hub/workflows/tests/test_build_failure_contributors.py	30	async createComment(value) {calls.push(["comment", value]);},	CODE
HIGH⚡	…hub/workflows/tests/test_build_failure_contributors.py	31	async updateComment(value) {calls.push(["update-comment", value]);},	CODE
HIGH⚡	…hub/workflows/tests/test_build_failure_contributors.py	32	async create(value) {calls.push(["issue", value]);},	CODE
HIGH⚡	…hub/workflows/tests/test_build_failure_contributors.py	33	async update(value) {calls.push(["update-issue", value]);},	CODE

Synthetic Comment Markers5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	docs/performance-improvement-review/corpus.md	998	Author says the trait-source walk eagerly imports all namespaces of non-F# references even though their value lists cann	CODE
HIGH	docs/performance-improvement-review/corpus.md	1124	\| [inline-comments:3812377984](https://github.com/dotnet/fsharp/pull/20244#discussion_r3812377984) \| T-Gro; MEMBER; auth	CODE
HIGH	docs/performance-improvement-review/corpus.md	1124	\| [inline-comments:3812377984](https://github.com/dotnet/fsharp/pull/20244#discussion_r3812377984) \| T-Gro; MEMBER; auth	CODE
HIGH	docs/performance-improvement-review/corpus.md	1743	\| [reviews:5155491204](https://github.com/dotnet/fsharp/pull/20416#pullrequestreview-5155491204) \| T-Gro; MEMBER; review	CODE
HIGH	docs/performance-improvement-review/corpus.md	1743	\| [reviews:5155491204](https://github.com/dotnet/fsharp/pull/20416#pullrequestreview-5155491204) \| T-Gro; MEMBER; review	CODE

Structural Annotation Overuse11 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW⚡	.github/skills/pr-build-status/SKILL.md	77	### Step 1: Get Failed Build ID	COMMENT
LOW⚡	.github/skills/pr-build-status/SKILL.md	83	### Step 2: List ALL Failed Jobs (Cross-Platform!)	COMMENT
LOW⚡	.github/skills/pr-build-status/SKILL.md	93	### Step 3: Get Errors Per Platform	COMMENT
LOW⚡	.github/skills/pr-build-status/SKILL.md	101	### Step 4: Write CI_ERRORS.md	COMMENT
LOW	.github/skills/pr-build-status/SKILL.md	135	### Step 5: Reproduce Locally BEFORE Fixing	COMMENT
LOW	.github/skills/pr-build-status/SKILL.md	144	### Step 6: Fix and Verify	COMMENT
LOW	.github/skills/hypothesis-driven-debugging/SKILL.md	31	### Step 1: Create Minimal Reproduction	COMMENT
LOW	.github/skills/hypothesis-driven-debugging/SKILL.md	59	### Step 2: Form 3 Hypotheses	COMMENT
LOW	.github/skills/hypothesis-driven-debugging/SKILL.md	83	### Step 3: Verification Methods	COMMENT
LOW	.github/skills/hypothesis-driven-debugging/SKILL.md	120	### Step 4: Document Findings	COMMENT
LOW	.github/skills/hypothesis-driven-debugging/SKILL.md	162	### Step 5: Critical - Always Re-run Tests	COMMENT

Redundant / Tautological Comments10 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	eng/common/tools.sh	337	# Check if the script is older than 30 days using timestamp file	COMMENT
LOW	eng/common/tools.sh	446	# Check if the toolset has already been extracted	COMMENT
LOW	eng/common/SetupNugetSources.sh	66	# Check if disabledPackageSources section exists	COMMENT
LOW	eng/common/SetupNugetSources.sh	72	# Check if this source name is disabled	COMMENT
LOW	eng/common/SetupNugetSources.sh	92	# Check if source already exists	COMMENT
LOW	eng/common/SetupNugetSources.sh	122	# Check if disabledPackageSources section exists	COMMENT
LOW	eng/common/SetupNugetSources.sh	192	# Check if there is no existing credential for this FeedName	COMMENT
LOW	eng/common/core-templates/steps/source-build.yml	31	# Check if AzDO substitutes in a build config from a variable, and use it if so.	COMMENT
LOW	eng/common/core-templates/steps/install-microbuild.yml	64	# Check if ESRP is disabled while SignType is real	COMMENT
LOW	.github/workflows/check_release_notes.yml	137	# Check if path is in modified files:	COMMENT

Deep Nesting12 hits · 12 pts

Severity	File	Line	Context
LOW	eng/common/cross/install-debs.py	20	CODE
LOW	eng/common/cross/install-debs.py	198	CODE
LOW	eng/common/cross/install-debs.py	223	CODE
LOW	eng/common/cross/install-debs.py	261	CODE
LOW	eng/common/cross/install-debs.py	295	CODE
LOW	eng/common/cross/install-debs.py	350	CODE
LOW	…rmance-improvement-review/mining/tools/test_collect.py	88	CODE
LOW	…erformance-improvement-review/mining/tools/validate.py	190	CODE
LOW	…mance-improvement-review/mining/tools/test_validate.py	179	CODE
LOW	…hub/workflows/tests/test_build_failure_contributors.py	114	CODE
LOW	…hub/workflows/tests/test_build_failure_contributors.py	196	CODE
LOW	.github/workflows/tests/test_fetch_build_binlogs.py	255	CODE

AI Slop Vocabulary4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	eng/common/cross/install-debs.py	128	# keyboxd, which makes it robust on hosts running GnuPG 2.4+ (e.g. Azure	COMMENT
LOW	…ommon/core-templates/steps/enable-internal-sources.yml	34	# If running on dnceng (internal project), just use the default behavior for NuGetAuthenticate.	COMMENT
MEDIUM	…ration/src/FSharp.ProjectSystem.Base/ConfigProvider.cs	108	// Be robust in release	COMMENT
MEDIUM	…tegration/src/FSharp.LanguageService.Base/Utilities.cs	631	// Absolutely no match	COMMENT

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	eng/common/native/install-dependencies.sh	7	# Usage:	COMMENT
LOW	…common/templates-official/variables/pool-providers.yml	12	# How to use:	COMMENT
LOW	eng/common/templates/variables/pool-providers.yml	12	# How to use:	COMMENT
LOW⚡	eng/common/core-templates/job/renovate.yml	11	# Usage:	COMMENT
LOW	eng/templates/batched-test-steps.yml	4	# Example usage:	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	eng/common/cross/build-rootfs.sh	693	# Create the symlink in the same directory	COMMENT
MEDIUM	eng/common/core-templates/job/helix-job-monitor.yml	214	# Create a minimal NuGet.config that only references the local nupkg directory.	COMMENT

Excessive Try-Catch Wrapping2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	eng/common/cross/install-debs.py	44	print(f"Error downloading {url}: {type(e).__name__} - {e}. Retrying...")	CODE
MEDIUM	eng/common/cross/install-debs.py	208	print(f"Error: Package '{current}' was not found in the available packages.")	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	eng/common/cross/install-debs.py	18		CODE

dotnet/fsharp

Open-Source Code Quality, Security and Technical Debt Review