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AI Slop Code Risk Monitor

BornToBeRoot/NETworkManager

SlopCodeMonitor badge for BornToBeRoot/NETworkManager Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

A powerful open-source tool for managing networks and troubleshooting network problems!

3.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for BornToBeRoot/NETworkManager, a C# project with 8,857 GitHub stars. SynthScan examined 139,517 lines of code across 988 source files, recording 419 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 3.3 (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.

3.3
Adjusted Signal
3.3
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
8.9K
Stars
C#
Language
139.5K
Lines of Code
988
Files
419
Pattern Hits
2026-10-31
Scan Date
0.00
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 14.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 415 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 14.9/100 · LOW

Which changes need focused human review? 419 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 1HIGH 3MEDIUM 4LOW 411

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 419 distinct pattern matches across 5 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 Block411 hits · 411 pts
SeverityFileLineSnippetContext
LOWSource/NETworkManager.Documentation/ResourceInfo.cs1namespace NETworkManager.Documentation;COMMENT
LOW…ETworkManager.Documentation/DocumentationIdentifier.cs1namespace NETworkManager.Documentation;COMMENT
LOW…ETworkManager.Documentation/DocumentationIdentifier.cs21 ApplicationNetworkInterface,COMMENT
LOW…ETworkManager.Documentation/DocumentationIdentifier.cs41 ApplicationPingMonitor,COMMENT
LOW…ETworkManager.Documentation/DocumentationIdentifier.cs61 ApplicationPowerShell,COMMENT
LOW…ETworkManager.Documentation/DocumentationIdentifier.cs81 ApplicationSnmp,COMMENT
LOW…ETworkManager.Documentation/DocumentationIdentifier.cs101 ApplicationDiscoveryProtocol,COMMENT
LOW…ETworkManager.Documentation/DocumentationIdentifier.cs121 ApplicationIPGeolocation,COMMENT
LOW…ETworkManager.Documentation/DocumentationIdentifier.cs141 ApplicationConnections,COMMENT
LOW…ETworkManager.Documentation/DocumentationIdentifier.cs161 SettingsWindow,COMMENT
LOW…ETworkManager.Documentation/DocumentationIdentifier.cs181 SettingsStatus,COMMENT
LOW…ETworkManager.Documentation/DocumentationIdentifier.cs201 SettingsProfiles,COMMENT
LOWSource/NETworkManager.Documentation/LibraryInfo.cs1namespace NETworkManager.Documentation;COMMENT
LOWSource/NETworkManager.Documentation/BaseInfo.cs21 /// <summary>COMMENT
LOWSource/NETworkManager.Settings/ProfileViewState.cs1using System;COMMENT
LOWSource/NETworkManager.Settings/AssemblyInfo.cs21 public Version Version { get; set; }COMMENT
LOWSource/NETworkManager.Settings/SettingsViewInfo.cs1using System.Windows;COMMENT
LOWSource/NETworkManager.Settings/SettingsViewInfo.cs41 Icon = canvas;COMMENT
LOWSource/NETworkManager.Settings/SettingsViewManager.cs1using System.Collections.Generic;COMMENT
LOWSource/NETworkManager.Settings/ConfigurationInfo.cs41 /// <summary>COMMENT
LOWSource/NETworkManager.Settings/CommandLineInfo.cs21 /// Indicates if the application should reset the settingsCOMMENT
LOWSource/NETworkManager.Settings/AppearanceManager.cs41 /// </summary>COMMENT
LOWSource/NETworkManager.Settings/SettingsManager.cs21 /// Logger for logging.COMMENT
LOWSource/NETworkManager.Settings/SettingsManager.cs41 /// Settings file extension.COMMENT
LOWSource/NETworkManager.Settings/SettingsManager.cs381COMMENT
LOWSource/NETworkManager.Settings/SettingsInfo.cs21// ReSharper disable InconsistentNamingCOMMENT
LOW…rce/NETworkManager.Localization/LocalizationManager.cs81 /// Variable with the currently used <see cref="LocalizationInfo" />.COMMENT
LOWSource/NETworkManager.Localization/LocalizationInfo.cs41 /// Native name of the language.COMMENT
LOW…nager.Localization/Resources/StaticStrings.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOW…workManager.Localization/Resources/Strings.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOW…workManager.Localization/Resources/Strings.Designer.cs5801 }COMMENT
LOW…workManager.Localization/Resources/Strings.Designer.cs9501 }COMMENT
LOWSource/NETworkManager/NotificationManager.cs21 /// Margin (in DIP) between the screen edges and between stacked notification windows.COMMENT
LOWSource/NETworkManager/RunCommandRunMode.cs1namespace NETworkManager;COMMENT
LOWSource/NETworkManager/App.xaml.cs181 /// Handles the tick event of the dispatcher timer to trigger a background job and save data.COMMENT
LOWSource/NETworkManager/ApplicationRequest.cs21COMMENT
LOWSource/NETworkManager/ApplicationRequest.cs41 /// DNS server(s) to use (e.g. "1.1.1.1"). If null, the DNS server selected in the application is used.COMMENT
LOWSource/NETworkManager/ApplicationRequest.cs61COMMENT
LOWSource/NETworkManager/ApplicationRequest.cs101/// <summary>COMMENT
LOWSource/NETworkManager/IApplicationRequestHandler.cs1namespace NETworkManager;COMMENT
LOWSource/NETworkManager/RunCommandSuggestion.cs21 /// <summary>COMMENT
LOWSource/NETworkManager/RunCommandSuggestion.cs41 /// <summary>COMMENT
LOWSource/NETworkManager/RunCommandSuggestion.cs81 /// <summary>COMMENT
LOWSource/NETworkManager/RunCommandHint.cs1namespace NETworkManager;COMMENT
LOWSource/NETworkManager/InputSuggestions.cs21public sealed record InputSuggestion(string Text, string Description, string Group)COMMENT
LOWSource/NETworkManager/DialogHelper.cs21 /// Occurs before a message or confirmation dialog is shown, e.g. so a dialog that stays open (the run commandCOMMENT
LOWSource/NETworkManager/DialogHelper.cs61 /// <summary>COMMENT
LOW…ce/NETworkManager/Generated Files/WinRTEventHelpers.cs1//------------------------------------------------------------------------------COMMENT
LOW…rkManager/Generated Files/CsWinRT/WinRTEventHelpers.cs1//------------------------------------------------------------------------------COMMENT
LOW…ce/NETworkManager/ViewModels/BitCalculatorViewModel.cs161 /// <summary>COMMENT
LOW…ce/NETworkManager/ViewModels/DNSLookupHostViewModel.cs141 ((args.DragablzItem.Content as DragablzTabItem)?.View as IDragablzTabItem)?.CloseTab();COMMENT
LOWSource/NETworkManager/ViewModels/FirewallViewModel.cs81 }COMMENT
LOWSource/NETworkManager/ViewModels/FirewallViewModel.cs101 public bool IsAnySelectedRuleManagedByPolicy => _hasRulesManagedByPolicy && GetSelectedRules().Any(rule => rule.IsMaCOMMENT
LOWSource/NETworkManager/ViewModels/FirewallViewModel.cs301 /// <summary>COMMENT
LOWSource/NETworkManager/ViewModels/FirewallViewModel.cs341 /// Gets the command to enable the selected firewall rule(s).COMMENT
LOWSource/NETworkManager/ViewModels/FirewallViewModel.cs561 }COMMENT
LOWSource/NETworkManager/ViewModels/FirewallViewModel.cs741 }COMMENT
LOW…ETworkManager/ViewModels/DiscoveryProtocolViewModel.cs21/// View model for the discovery protocol view.COMMENT
LOWSource/NETworkManager/ViewModels/GroupViewModel.cs21/// View model for a profile group.COMMENT
LOWSource/NETworkManager/ViewModels/GroupViewModel.cs181 private readonly InputSuggestions _dnsLookupDNSServerSuggestions = InputSuggestions.ForDNSLookupDNSServers();COMMENT
351 more matches not shown…
Synthetic Comment Markers3 hits · 22 pts
SeverityFileLineSnippetContext
HIGH…nager.Localization/Resources/StaticStrings.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…workManager.Localization/Resources/Strings.Designer.cs3// This code was generated by a tool.COMMENT
HIGHSource/NETworkManager/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICAL…rce/NETworkManager.Models/RDAP/RDAPBootstrapService.cs441 System.Net.Http.Headers.EntityTagHeaderValue.TryParse(info.ETag, out var eTag))CODE
Decorative Section Separators3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMTests/Environments/SNMP/setup.sh6# ------------------------------------------------------------------------------COMMENT
MEDIUMTests/Environments/SNMP/setup.sh8# ------------------------------------------------------------------------------COMMENT
MEDIUMTests/Environments/SNMP/setup.sh23# ------------------------------------------------------------------------------COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMSource/NETworkManager.Models/Network/BandwidthMeter.cs132 // Derive a true per-second rate from the measured elapsed time (robust against timer jitter).COMMENT