Repository Analysis

Devolutions/UniGetUI

UniGetUI: The Graphical Interface for your package managers. Could be terribly described as a package manager manager to manage your package managers

4.0 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of Devolutions/UniGetUI, a C# project with 25,324 GitHub stars. SynthScan v2.0 examined 172,121 lines of code across 630 source files, recording 243 pattern matches distributed across 3 syntactic categories. The overall adjusted score of 4.0 places this repository in the Likely human-written 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).

4.0
Adjusted Score
4.0
Raw Score
100%
Time Factor
2026-07-31
Last Push
25.3K
Stars
C#
Language
172.1K
Lines of Code
630
Files
243
Pattern Hits
2026-08-02
Scan Date
0.00
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

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

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 0HIGH 0MEDIUM 201LOW 42

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 243 distinct pattern matches across 3 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.

Decorative Section Separators200 hits · 644 pts
SeverityFileLineSnippetContext
MEDIUMsrc/UniGetUI.Interface.Telemetry/TelemetryHandler.cs346 // ─── OpenSearch HTTP ──────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Interface.Telemetry/TelemetryHandler.cs384 // ─── Helpers ─────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/MainWindowViewModel.cs32 // ─── Pages ───────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/MainWindowViewModel.cs45 // ─── Navigation state ────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/MainWindowViewModel.cs63 // ─── Operations panel ─────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/MainWindowViewModel.cs174 // ─── Sidebar ─────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/MainWindowViewModel.cs177 // ─── Global search ───────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/MainWindowViewModel.cs210 // ─── Settings search suggestions ───────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/MainWindowViewModel.cs278 // ─── Title bar ───────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/MainWindowViewModel.cs286 // ─── Notifications (bottom-right toasts) ───────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/MainWindowViewModel.cs406 // ─── Constructor ─────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/MainWindowViewModel.cs571 // ─── Navigation ──────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/MainWindowViewModel.cs768 // ─── Notification activation ─────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/MainWindowViewModel.cs790 // ─── Search box ──────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/SidebarViewModel.cs13 // ─── Badge properties ─────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/SidebarViewModel.cs27 // ─── Loading indicators ───────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/SidebarViewModel.cs37 // ─── Pane open/closed ─────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/SidebarViewModel.cs117 // ─── Selected page ────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/UniGetUI.Avalonia/ViewModels/SidebarViewModel.cs121 // ─── Navigation ──────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs23 // ── Public result ──────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs31 // ── Translated static labels ───────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs106 // ── Capability flags (for IsEnabled bindings) ─────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs114 // ── Package icon ───────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs117 // ── Follow-global toggle ───────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs129 // ── Profile combo ──────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs149 // ── General tab ───────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs172 // ── Architecture / Scope / Location tab ───────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs187 // ── CLI params tab ────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs196 // ── Pre/Post commands tab ─────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs209 // ── Close apps tab ────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs225 // ── Command preview ───────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs228 // ── Constructor ───────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs362 // ── Commands ──────────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs423 // ── Ignore-future-updates state (package-level, like WinUI) ────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs442 // ── Enable/disable based on selected operation profile ────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs460 // ── Live command preview ──────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs480 // ── Package icon ──────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs509 // ── Async version loader ──────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/InstallOptionsViewModel.cs526 // ── Snapshot & apply ──────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/PackageDetailsViewModel.cs26 // ── Header ─────────────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/PackageDetailsViewModel.cs39 // ── Tags ───────────────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/PackageDetailsViewModel.cs48 // ── Description ────────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/PackageDetailsViewModel.cs69 // ── Actions ────────────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/PackageDetailsViewModel.cs78 // ── Extended details ───────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/PackageDetailsViewModel.cs100 // ── Dependencies ───────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/PackageDetailsViewModel.cs113 // ── Screenshots ────────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/PackageDetailsViewModel.cs125 // ── Release notes ──────────────────────────────────────────────────────────COMMENT
MEDIUM…onia/ViewModels/DialogPages/PackageDetailsViewModel.cs131 // ── Translated labels ──────────────────────────────────────────────────────COMMENT
MEDIUM….Avalonia/ViewModels/DialogPages/OperationViewModel.cs46 // ── Bindable properties ───────────────────────────────────────────────────COMMENT
MEDIUM….Avalonia/ViewModels/DialogPages/OperationViewModel.cs113 // ── Icon loading ──────────────────────────────────────────────────────────COMMENT
MEDIUM….Avalonia/ViewModels/DialogPages/OperationViewModel.cs150 // ── Status → visual properties ────────────────────────────────────────────COMMENT
MEDIUM….Avalonia/ViewModels/DialogPages/OperationViewModel.cs198 // ── "…" menu ─────────────────────────────────────────────────────────────COMMENT
MEDIUM….Avalonia/ViewModels/DialogPages/OperationViewModel.cs237 // ── Queue management ──────────────────────────────────────────────────COMMENT
MEDIUM….Avalonia/ViewModels/DialogPages/OperationViewModel.cs246 // ── Cancel / Retry ────────────────────────────────────────────────────COMMENT
MEDIUM….Avalonia/ViewModels/DialogPages/OperationViewModel.cs295 // ── Package details / install options ────────────────────────────────────COMMENT
MEDIUM….Avalonia/ViewModels/DialogPages/OperationViewModel.cs316 // ── Button / details actions ──────────────────────────────────────────────COMMENT
MEDIUM….Avalonia/ViewModels/DialogPages/OperationViewModel.cs340 // ── Minimal ICommand implementation ───────────────────────────────────────COMMENT
MEDIUM…wModels/Pages/SettingsPages/PackageManagerViewModel.cs19 // ── Events ────────────────────────────────────────────────────────────────COMMENT
MEDIUM…wModels/Pages/SettingsPages/PackageManagerViewModel.cs23 // ── Section headings ──────────────────────────────────────────────────────COMMENT
MEDIUM…wModels/Pages/SettingsPages/PackageManagerViewModel.cs29 // ── Status bar ────────────────────────────────────────────────────────────COMMENT
140 more matches not shown…
Over-Commented Block42 hits · 42 pts
SeverityFileLineSnippetContext
LOW.github/workflows/codeql.yml1# For most projects, this workflow file will not need changing; you simply needCOMMENT
LOW.github/workflows/codeql.yml61 with:COMMENT
LOW…Engine.PackageManagerClasses/Manager/PackageManager.cs461COMMENT
LOW…Engine.PackageManagerClasses/Manager/PackageManager.cs481 protected abstract IReadOnlyList<Package> GetAvailableUpdates_UnSafe();COMMENT
LOW…ckageManagerClasses/Packages/Classes/PackageDetails.cs21COMMENT
LOW…ckageManagerClasses/Packages/Classes/PackageDetails.cs41COMMENT
LOW…ckageManagerClasses/Packages/Classes/PackageDetails.cs61COMMENT
LOW…agerClasses/Packages/Classes/IgnoredUpdatesDatabase.cs141 return false;COMMENT
LOWsrc/UniGetUI.PackageEngine.Interfaces/ISourceFactory.cs1namespace UniGetUI.PackageEngine.InterfacesCOMMENT
LOWsrc/UniGetUI.PackageEngine.Interfaces/IPackage.cs21 public IPackageManager Manager { get; }COMMENT
LOWsrc/UniGetUI.PackageEngine.Interfaces/IPackage.cs41 /// - Package versionCOMMENT
LOWsrc/UniGetUI.PackageEngine.Interfaces/IPackage.cs61 /// For more specific comparison use package.Equals(object? other)COMMENT
LOWsrc/UniGetUI.PackageEngine.Interfaces/IPackage.cs81 /// Get the package's icon url. If the package has no icon, null is returned.COMMENT
LOWsrc/UniGetUI.PackageEngine.Interfaces/IPackage.cs101 public Task RemoveFromIgnoredUpdatesAsync();COMMENT
LOWsrc/UniGetUI.PackageEngine.Interfaces/IPackage.cs121 /// <returns>a Package object if found, null if not</returns>COMMENT
LOWsrc/UniGetUI.PackageEngine.Interfaces/IPackage.cs141COMMENT
LOW…c/UniGetUI.PackageEngine.Interfaces/IPackageManager.cs41 /// <summary>COMMENT
LOW…c/UniGetUI.PackageEngine.Interfaces/IPackageManager.cs61 /// </summary>COMMENT
LOW…c/UniGetUI.PackageEngine.Interfaces/IPackageDetails.cs21 /// <summary>COMMENT
LOW…c/UniGetUI.PackageEngine.Interfaces/IPackageDetails.cs41 /// <summary>COMMENT
LOW…c/UniGetUI.PackageEngine.Interfaces/IPackageDetails.cs61 /// <summary>COMMENT
LOW…c/UniGetUI.PackageEngine.Interfaces/IPackageDetails.cs81 /// <summary>COMMENT
LOW…ine.Interfaces/ManagerHelpers/IPackageDetailsHelper.cs1using UniGetUI.Core.IconEngine;COMMENT
LOW…ine.Interfaces/ManagerHelpers/IPackageDetailsHelper.cs21 /// If the manager does not support listing the versions, an empty array will be returned.COMMENT
LOW…Engine.Interfaces/ManagerHelpers/IMultiSourceHelper.cs21 /// </summary>COMMENT
LOW…valonia/Infrastructure/WindowsAppNotificationBridge.cs21/// is clicked, so the main-window view model keeps its handler. When the toast COM surfaceCOMMENT
LOW…UniGetUI.Avalonia/Infrastructure/Win32ToastNotifier.cs1#if WINDOWSCOMMENT
LOW…niGetUI.Avalonia/Infrastructure/AvaloniaAutoUpdater.cs61#endifCOMMENT
LOW…niGetUI.Avalonia/Infrastructure/AvaloniaAutoUpdater.cs181 /// On app startup, detects an interrupted update attempt — the log fileCOMMENT
LOWsrc/UniGetUI.Avalonia/Views/MainWindow.axaml.cs61COMMENT
LOWsrc/UniGetUI.Avalonia/Views/MainWindow.axaml.cs501 private void SetupTitleBar()COMMENT
LOW…valonia/Views/Pages/SettingsPages/SettingsPageStubs.cs1// ---------------------------------------------------------------------------COMMENT
LOWsrc/UniGetUI.Core.Data/CoreData.cs421COMMENT
LOW…UniGetUI.PackageEngine.Operations/PackageOperations.cs21using BrokerOperationStatus = Devolutions.Now.Policy.Api.OperationStatus;COMMENT
LOW…kageEngine.Operations/AbstractOperation_Auxiliaries.cs41 /// X has been installed successfullyCOMMENT
LOW…ine.Serializable.Tests/TestDuplicateUpdateDetection.cs1using NSubstitute;COMMENT
LOWsrc/UniGetUI.PackageEngine.Enums/Enums.cs81 /// Lists all the available updatesCOMMENT
LOW…ageManager.Interop/WindowsPackageManager/ClassModel.cs1// Copyright (c) Microsoft Corporation.COMMENT
LOW…PackageManager/WindowsPackageManagerElevatedFactory.cs1// Copyright (c) Microsoft Corporation.COMMENT
LOW…ger.Interop/WindowsPackageManager/ClassesDefinition.cs81 /// Get CLSID based on the provided context for the specified typeCOMMENT
LOW…UI.PackageEngine.Serializable/SerializableComponent.cs21COMMENT
LOW…I.PackageEngine.PackageLoader/AbstractPackageLoader.cs241 /// </summary>COMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/codeql.yml52 # If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize howCOMMENT