Repository Analysis

dotnet/fsharp

The F# compiler, F# core library, F# language service, and F# tooling integration for Visual Studio

6.2 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of dotnet/fsharp, a F# project with 4,316 GitHub stars. SynthScan v2.0 examined 120,658 lines of code across 573 source files, recording 214 pattern matches distributed across 13 syntactic categories. The overall adjusted score of 6.2 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

6.2
Adjusted Score
6.2
Raw Score
100%
Time Factor
2026-07-14
Last Push
4.3K
Stars
F#
Language
120.7K
Lines of Code
573
Files
214
Pattern Hits
2026-07-14
Scan Date
0.09
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 49HIGH 0MEDIUM 25LOW 140

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 214 distinct pattern matches across 13 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hallucination Indicators49 hits · 522 pts
SeverityFileLineSnippetContext
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs102[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs103[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs106[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs107[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs108[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs109[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs110[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs114[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs119[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs123[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs124[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs125[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs132[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs134[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs140[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs142[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs145[assembly: SuppressMessage("Microsoft.Usage", "CA2208:InstantiateArgumentExceptionsCorrectly", Scope = "member", Target CODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs146[assembly: SuppressMessage("Microsoft.Usage", "CA2208:InstantiateArgumentExceptionsCorrectly", Scope = "member", Target CODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs148[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs150[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs152[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs153[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs155[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs188[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs195[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs196[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs197[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs201[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs202[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs203[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs204[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs213[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs214[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs227[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs232[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs241[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs250[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs257[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs277[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs284[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs286[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs287[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs288[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs297[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs301[assembly: SuppressMessage("Microsoft.Usage", "CA1806:DoNotIgnoreMethodResults", Scope = "member", Target = "Microsoft.VCODE
CRITICAL…on/src/FSharp.ProjectSystem.Base/GlobalSuppressions.cs40[assembly: SuppressMessage("Microsoft.Security", "CA2122:DoNotIndirectlyExposeMethodsWithLinkDemands", Scope = "member",CODE
CRITICAL…c/FSharp.ProjectSystem.Base/Automation/OAProperties.cs100 return this.target.Node.ProjectMgr.Site.GetService(typeof(EnvDTE.DTE)) as EnvDTE.DTE;CODE
CRITICAL…src/FSharp.ProjectSystem.Base/Automation/OAProperty.cs151 IVsExtensibility3 extensibility = this.parent.Target.Node.ProjectMgr.Site.GetService(typeof(IVsExtensibiCODE
CRITICAL…src/FSharp.ProjectSystem.Base/Automation/OAProperty.cs180 IVsExtensibility3 extensibility = this.parent.Target.Node.ProjectMgr.Site.GetService(typeof(IVsExtensibiCODE
Over-Commented Block105 hits · 104 pts
SeverityFileLineSnippetContext
LOWazure-pipelines-PR.yml681 # steps: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/job/source-build.yml1parameters:COMMENT
LOWeng/common/core-templates/job/source-build.yml21 # published by source-build.COMMENT
LOWeng/templates/batched-test-steps.yml1# Steps template for batched test jobs.COMMENT
LOWtests/KnownFail.txt1## If no tags specified, then the test is excluded on any configurationCOMMENT
LOWtests/KnownFail.txt21# VS2008 - F# VS2008 installedCOMMENT
LOWtests/fsharp/core/forwarders/a.cs1// The test strategy here is:COMMENT
LOW…ders/DummyProviderForLanguageServiceTesting/FSData.txt1# FSharp.Data resource stringsCOMMENT
LOW…/src/FSharp.ProjectSystem.Base/ProjectReferenceNode.cs41COMMENT
LOW…ation/src/FSharp.ProjectSystem.Base/DocumentManager.cs41 {COMMENT
LOW…ation/src/FSharp.ProjectSystem.Base/DocumentManager.cs61 /// </summary>COMMENT
LOW…ration/src/FSharp.ProjectSystem.Base/IDEBuildLogger.cs701 // 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.cs581COMMENT
LOW…tegration/src/FSharp.ProjectSystem.Base/ProjectNode.cs3721COMMENT
LOW…tegration/src/FSharp.ProjectSystem.Base/ProjectNode.cs4341 }COMMENT
LOW…tegration/src/FSharp.ProjectSystem.Base/ProjectNode.cs4821 /// <param name="op"></param>COMMENT
LOW…tegration/src/FSharp.ProjectSystem.Base/ProjectNode.cs6141COMMENT
LOW…src/FSharp.ProjectSystem.Base/ProjectNode.CopyPaste.cs21 /// Manages the CopyPaste and Drag and Drop scenarios for a Project.COMMENT
LOW…src/FSharp.ProjectSystem.Base/ProjectNode.CopyPaste.cs161 /// <summary>COMMENT
LOW…src/FSharp.ProjectSystem.Base/ProjectNode.CopyPaste.cs881 /// <summary>COMMENT
LOW…ration/src/FSharp.ProjectSystem.Base/ProjectFactory.cs81 /// <summary>COMMENT
LOW…ation/src/FSharp.ProjectSystem.Base/StructuresEnums.cs261 /// Defines the global properties used by the msbuild project.COMMENT
LOW…ation/src/FSharp.ProjectSystem.Base/StructuresEnums.cs281 /// <summary>COMMENT
LOW…ation/src/FSharp.ProjectSystem.Base/StructuresEnums.cs301 /// <summary>COMMENT
LOW…ation/src/FSharp.ProjectSystem.Base/StructuresEnums.cs401 /// </summary>COMMENT
LOW…integration/src/FSharp.ProjectSystem.Base/Utilities.cs101COMMENT
LOW…tegration/src/FSharp.ProjectSystem.Base/OutputGroup.cs221 {COMMENT
LOW…ration/src/FSharp.ProjectSystem.Base/ConfigProvider.cs141 }COMMENT
LOW…n/src/FSharp.ProjectSystem.Base/FileDocumentManager.cs41 /// <param name="windowFrameAction">Determine the UI action on the document window</param>COMMENT
LOWvsintegration/src/FSharp.ProjectSystem.Base/FileNode.cs701 /// </summary>COMMENT
LOW…gration/src/FSharp.ProjectSystem.Base/ProjectConfig.cs1381 pages[0] = PackageUtilities.CreateCAUUIDFromGuidArray(guids);COMMENT
LOW…ion/src/FSharp.ProjectSystem.Base/FileChangeManager.cs21 /// 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.cs1// Copyright (c) Microsoft Corporation. All Rights Reserved. See License.txt in the project root for license informatiCOMMENT
LOW…ration/src/FSharp.ProjectSystem.Base/LinkedFileNode.cs81 /// Override GetProperty so we can support linked files.COMMENT
LOW…gration/src/FSharp.ProjectSystem.Base/HierarchyNode.cs1101 /// Called by the drag and drop implementation to ask the nodeCOMMENT
LOW…gration/src/FSharp.ProjectSystem.Base/HierarchyNode.cs1441COMMENT
LOW…gration/src/FSharp.ProjectSystem.Base/HierarchyNode.cs1461 if (cmdGroup == VsMenus.guidVsUIHierarchyWindowCmds)COMMENT
LOW…gration/src/FSharp.ProjectSystem.Base/HierarchyNode.cs2701 }COMMENT
LOW…gration/src/FSharp.ProjectSystem.Base/HierarchyNode.cs2801 elseCOMMENT
LOW…on/src/FSharp.ProjectSystem.Base/OleServiceProvider.cs141 /// <summary>COMMENT
LOW…p.ProjectSystem.Base/Misc/AutomationExtenderManager.cs521 EventDescriptorCollection ICustomTypeDescriptor.GetEvents() {COMMENT
LOW…p.ProjectSystem.Base/Misc/AutomationExtenderManager.cs801COMMENT
LOW…on/src/FSharp.ProjectSystem.Base/Misc/NativeMethods.cs581 return s.ToString();COMMENT
LOW…/FSharp.ProjectSystem.Base/Automation/OAProjectItem.cs401 }COMMENT
LOW…ojectSystem.Base/Automation/OANavigableProjectItems.cs61 }COMMENT
LOW…ojectSystem.Base/Automation/OANavigableProjectItems.cs141 /// <summary>COMMENT
LOW…ojectSystem.Base/Automation/OANavigableProjectItems.cs161COMMENT
LOW…src/FSharp.ProjectSystem.Base/Automation/OAProperty.cs121COMMENT
LOW…egration/src/FSharp.LanguageService.Base/ViewFilter.cs21COMMENT
LOW…gration/src/FSharp.LanguageService.Base/Preferences.cs21COMMENT
LOW…egration/src/FSharp.LanguageService.Base/EditorView.cs21 /// This class View provides an abstract base class for simple editor viewsCOMMENT
LOW…egration/src/FSharp.LanguageService.Base/EditorView.cs101 }COMMENT
45 more matches not shown…
Modern AI Meta-Vocabulary10 hits · 26 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/agentic-state-machine.lock.yml25# Reads all agentic workflow .md files in this repo, extracts theCOMMENT
MEDIUM.github/workflows/agentic-state-machine.lock.yml242 {{#runtime-import .github/workflows/agentic-state-machine.md}}CODE
MEDIUM.github/agents/agentic-workflows.agent.md41- Configuration: https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/github-agentic-workflows.mdCODE
MEDIUM.github/agents/agentic-workflows.agent.md63**Prompt file**: https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/create-agentic-workflow.mdCODE
MEDIUM.github/agents/agentic-workflows.agent.md73**Prompt file**: https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/update-agentic-workflow.mdCODE
MEDIUM.github/agents/agentic-workflows.agent.md83**Prompt file**: https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/debug-agentic-workflow.mdCODE
MEDIUM.github/agents/agentic-workflows.agent.md93**Prompt file**: https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/upgrade-agentic-workflows.mdCODE
MEDIUM.github/agents/agentic-workflows.agent.md113**Prompt file**: https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/create-shared-agentic-workflow.mdCODE
MEDIUM.github/agents/agentic-workflows.agent.md197# Initialize repository for agentic workflowsCOMMENT
MEDIUM.github/agents/agentic-workflows.agent.md229- Always reference the instructions file at https://github.com/github/gh-aw/blob/v0.74.8/.github/aw/github-agentic-workfCODE
Decorative Section Separators8 hits · 24 pts
SeverityFileLineSnippetContext
MEDIUMsrc/LegacyMSBuildResolver/LegacyResolver.txt1# -------------------------------------------------------------------------------COMMENT
MEDIUMsrc/LegacyMSBuildResolver/LegacyResolver.txt3# -------------------------------------------------------------------------------COMMENT
MEDIUMsrc/Compiler/FSComp.txt1# -------------------------------------------------------------------------------COMMENT
MEDIUMsrc/Compiler/FSComp.txt3# -------------------------------------------------------------------------------COMMENT
MEDIUMsrc/Compiler/FSComp.txt1022# -----------------------------------------------------------------------------COMMENT
MEDIUMsrc/Compiler/FSComp.txt1024# -----------------------------------------------------------------------------COMMENT
MEDIUMsrc/Compiler/FSComp.txt1135# -----------------------------------------------------------------------------COMMENT
MEDIUMsrc/Compiler/FSComp.txt1137# -----------------------------------------------------------------------------COMMENT
Structural Annotation Overuse11 hits · 20 pts
SeverityFileLineSnippetContext
LOW.github/skills/pr-build-status/SKILL.md77### Step 1: Get Failed Build IDCOMMENT
LOW.github/skills/pr-build-status/SKILL.md83### Step 2: List ALL Failed Jobs (Cross-Platform!)COMMENT
LOW.github/skills/pr-build-status/SKILL.md93### Step 3: Get Errors Per PlatformCOMMENT
LOW.github/skills/pr-build-status/SKILL.md101### Step 4: Write CI_ERRORS.mdCOMMENT
LOW.github/skills/pr-build-status/SKILL.md135### Step 5: Reproduce Locally BEFORE FixingCOMMENT
LOW.github/skills/pr-build-status/SKILL.md144### Step 6: Fix and VerifyCOMMENT
LOW.github/skills/hypothesis-driven-debugging/SKILL.md31### Step 1: Create Minimal ReproductionCOMMENT
LOW.github/skills/hypothesis-driven-debugging/SKILL.md59### Step 2: Form 3 HypothesesCOMMENT
LOW.github/skills/hypothesis-driven-debugging/SKILL.md83### Step 3: Verification MethodsCOMMENT
LOW.github/skills/hypothesis-driven-debugging/SKILL.md120### Step 4: Document FindingsCOMMENT
LOW.github/skills/hypothesis-driven-debugging/SKILL.md162### Step 5: Critical - Always Re-run TestsCOMMENT
Redundant / Tautological Comments9 hits · 14 pts
SeverityFileLineSnippetContext
LOWeng/common/tools.sh309 # Check if the script is older than 30 days using timestamp fileCOMMENT
LOWeng/common/SetupNugetSources.sh60 # Check if disabledPackageSources section existsCOMMENT
LOWeng/common/SetupNugetSources.sh66 # Check if this source name is disabledCOMMENT
LOWeng/common/SetupNugetSources.sh86 # Check if source already existsCOMMENT
LOWeng/common/SetupNugetSources.sh116 # Check if disabledPackageSources section existsCOMMENT
LOWeng/common/SetupNugetSources.sh198 # 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.yml60 # Check if ESRP is disabled while SignType is realCOMMENT
LOW.github/workflows/check_release_notes.yml105 # Check if path is in modified files:COMMENT
AI Slop Vocabulary5 hits · 14 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.yml24 # If running on dnceng (internal project), just use the default behavior for NuGetAuthenticate.COMMENT
MEDIUM…ration/src/FSharp.ProjectSystem.Base/ConfigProvider.cs108 // Be robust in releaseCOMMENT
MEDIUM…tegration/src/FSharp.LanguageService.Base/Utilities.cs631 // Absolutely no matchCOMMENT
MEDIUM.github/workflows/commands.yml60 # This second job by definition runs user-supplied code - you must NOT elevate its permissions to `write`COMMENT
Example Usage Blocks4 hits · 6 pts
SeverityFileLineSnippetContext
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
LOWeng/templates/batched-test-steps.yml4# Example usage:COMMENT
Deep Nesting6 hits · 6 pts
SeverityFileLineSnippetContext
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
SeverityFileLineSnippetContext
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
SeverityFileLineSnippetContext
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
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMeng/common/cross/build-rootfs.sh636 # Create the symlink in the same directoryCOMMENT
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWeng/common/cross/install-debs.py18CODE