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AI Slop Code Risk Monitor

Flow-Launcher/Flow.Launcher

SlopCodeMonitor badge for Flow-Launcher/Flow.Launcher Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

:mag: Quick file search & app launcher for Windows with community-made plugins

1.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Flow-Launcher/Flow.Launcher, a C# project with 15,931 GitHub stars. SynthScan examined 85,449 lines of code across 445 source files, recording 124 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 1.7 (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.

1.7
Adjusted Signal
1.7
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
15.9K
Stars
C#
Language
85.4K
Lines of Code
445
Files
124
Pattern Hits
2026-10-31
Scan Date
0.01
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 7.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 120 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 8.2/100 · LOW

Which changes need focused human review? 124 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 0HIGH 3MEDIUM 4LOW 117

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 124 distinct pattern matches across 6 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 Block115 hits · 108 pts
SeverityFileLineSnippetContext
LOW…ns/Flow.Launcher.Plugin.Program/Programs/UWPPackage.cs641 //public ImageSource Logo()COMMENT
LOW…ns/Flow.Launcher.Plugin.Program/Programs/UWPPackage.cs661 // }COMMENT
LOW…ns/Flow.Launcher.Plugin.Program/Programs/UWPPackage.cs681COMMENT
LOW…ns/Flow.Launcher.Plugin.Program/Programs/UWPPackage.cs701 // context.Close();COMMENT
LOW…/Flow.Launcher.Plugin.Explorer/Search/SearchManager.cs61 /// - Quick Access LinksCOMMENT
LOW…her.Plugin.Explorer/Search/Everything/EverythingAPI.cs21 const uint EVERYTHING_REQUEST_RUN_COUNT = 0x00000400u;COMMENT
LOW…ow.Launcher.Plugin.Explorer/Helper/ShellContextMenu.cs1using System;COMMENT
LOW…ow.Launcher.Plugin.Explorer/Helper/ShellContextMenu.cs21 /// COMMENT
LOWPlugins/Flow.Launcher.Plugin.WindowsSettings/Main.cs21 /// <summary>COMMENT
LOWPlugins/Flow.Launcher.Plugin.WindowsSettings/Main.cs41 /// <summary>COMMENT
LOW…ncher.Plugin.WindowsSettings/Classes/WindowsSetting.cs21 /// <summary>COMMENT
LOW…ncher.Plugin.WindowsSettings/Classes/WindowsSetting.cs41 public string Type { get; set; }COMMENT
LOW…ncher.Plugin.WindowsSettings/Classes/WindowsSetting.cs61COMMENT
LOW…lugin.WindowsSettings/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWFlow.Launcher.Infrastructure/StringMatcher.cs41 /// 2. Character appears after a spaceCOMMENT
LOWFlow.Launcher.Infrastructure/Win32Helper.cs581 /// Edited from: https://github.com/dotnet/winformsCOMMENT
LOWFlow.Launcher.Infrastructure/IAlphabet.cs1namespace Flow.Launcher.InfrastructureCOMMENT
LOWFlow.Launcher.Infrastructure/Image/ThumbnailReader.cs141COMMENT
LOWFlow.Launcher.Infrastructure/Http/Http.cs141 /// <summary>COMMENT
LOW…Launcher.Infrastructure/Hotkey/RegisteredHotkeyData.cs1using System;COMMENT
LOW…Launcher.Infrastructure/Hotkey/RegisteredHotkeyData.cs21 /// which represents the string "Reload Plugins Data" in <c>en.xaml</c>COMMENT
LOW…Launcher.Infrastructure/Hotkey/RegisteredHotkeyData.cs41 /// </summary>COMMENT
LOW…Launcher.Infrastructure/Hotkey/RegisteredHotkeyData.cs61 /// <summary>COMMENT
LOW…Launcher.Infrastructure/Hotkey/RegisteredHotkeyData.cs81 string hotkey, string descriptionResourceKey, object? descriptionFormatVariable, Action? removeHotkey = nullCOMMENT
LOWFlow.Launcher/Settings.cs1namespace Flow.Launcher.PropertiesCOMMENT
LOWFlow.Launcher/ViewModel/MainViewModel.cs1861 // Use private field to avoid infinite recursionCOMMENT
LOW…uncher/Resources/Controls/CustomWindowTitleBar.xaml.cs81COMMENT
LOW…ow.Launcher/Resources/Controls/CustomScrollViewerEx.cs181 /// <summary>COMMENT
LOWFlow.Launcher/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWFlow.Launcher/Helper/SingleInstance.cs21 /// Note: this class should be used with some caution, because it does noCOMMENT
LOWFlow.Launcher/Helper/SingleInstance.cs41COMMENT
LOWFlow.Launcher.Core/Storage/IRemovable.cs1namespace Flow.Launcher.Core.Storage;COMMENT
LOWFlow.Launcher.Plugin/UserPlugin.cs21 /// Description of the pluginCOMMENT
LOWFlow.Launcher.Plugin/UserPlugin.cs41 /// Website of the pluginCOMMENT
LOWFlow.Launcher.Plugin/UserPlugin.cs61 /// Icon path of the pluginCOMMENT
LOWFlow.Launcher.Plugin/PluginInitContext.cs1namespace Flow.Launcher.PluginCOMMENT
LOWFlow.Launcher.Plugin/AllowedLanguage.cs21 /// C#COMMENT
LOWFlow.Launcher.Plugin/AllowedLanguage.cs41 /// TypeScriptCOMMENT
LOWFlow.Launcher.Plugin/PluginMetadata.cs21COMMENT
LOWFlow.Launcher.Plugin/PluginMetadata.cs41 public string Description { get; set; }COMMENT
LOWFlow.Launcher.Plugin/PluginMetadata.cs101 /// <summary>COMMENT
LOWFlow.Launcher.Plugin/PluginMetadata.cs141 /// The minimum Flow Launcher version required for this plugin. Default is "".COMMENT
LOWFlow.Launcher.Plugin/Query.cs1using System;COMMENT
LOWFlow.Launcher.Plugin/Query.cs21 /// </summary>COMMENT
LOWFlow.Launcher.Plugin/Query.cs41 public bool IsReQuery { get; internal set; } = false;COMMENT
LOWFlow.Launcher.Plugin/Query.cs61COMMENT
LOWFlow.Launcher.Plugin/Query.cs101 /// <summary>COMMENT
LOWFlow.Launcher.Plugin/EventHandler.cs21 /// </summary>COMMENT
LOWFlow.Launcher.Plugin/EventHandler.cs41 public delegate void VisibilityChangedEventHandler(object sender, VisibilityChangedEventArgs args);COMMENT
LOWFlow.Launcher.Plugin/EventHandler.cs61 /// <summary>COMMENT
LOWFlow.Launcher.Plugin/PluginPair.cs1namespace Flow.Launcher.PluginCOMMENT
LOWFlow.Launcher.Plugin/ActionContext.cs21 {COMMENT
LOWFlow.Launcher.Plugin/KeyEvent.cs1using Windows.Win32;COMMENT
LOWFlow.Launcher.Plugin/Result.cs41COMMENT
LOWFlow.Launcher.Plugin/Result.cs61 /// for user on the plugin result. If autocomplete action for example is tab, pressing tab will haveCOMMENT
LOWFlow.Launcher.Plugin/Result.cs181 /// <param name="glyph"></param>COMMENT
LOWFlow.Launcher.Plugin/Result.cs201 /// <remarks>COMMENT
LOWFlow.Launcher.Plugin/Result.cs241 }COMMENT
LOWFlow.Launcher.Plugin/Result.cs261 public string TitleToolTip { get; set; }COMMENT
LOWFlow.Launcher.Plugin/Result.cs281 /// </summary>COMMENT
55 more matches not shown…
Synthetic Comment Markers3 hits · 22 pts
SeverityFileLineSnippetContext
HIGH…lugin.WindowsSettings/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHFlow.Launcher/Properties/Settings.Designer.cs3// This code was generated by a tool.COMMENT
HIGHFlow.Launcher/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
Excessive Try-Catch Wrapping3 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUM.github/update_release_pr.py52 print(f"Error fetching pull requests: {e}")CODE
MEDIUM.github/update_release_pr.py176 print(f"Error updating pull request #{pr_number}: {e}")CODE
MEDIUM.github/update_release_pr.py187 print("Error: GITHUB_TOKEN environment variable not set.")CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMFlow.Launcher.Infrastructure/StringMatcher.cs378 // Acronym won't utilize the substring to matchCOMMENT
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOW.github/update_release_pr.py140def update_pull_request_description(token: str, owner: str, repo: str, pr_number: int, new_description: str) -> None:CODE
Modern Structural Boilerplate1 hit · 1 pts
SeverityFileLineSnippetContext
LOW.github/update_release_pr.py140def update_pull_request_description(token: str, owner: str, repo: str, pr_number: int, new_description: str) -> None:CODE