AI Slop Code RIsk Monitor

mRemoteNG/mRemoteNG

mRemoteNG is the next generation of mRemote, open source, tabbed, multi-protocol, remote connections manager.

4.6 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for mRemoteNG/mRemoteNG, a C# project with 11,148 GitHub stars. SynthScan examined 173,618 lines of code across 915 source files, recording 640 pattern matches distributed across 12 syntactic categories. The legacy adjusted pattern signal is 4.6 (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.

4.6
Adjusted Signal
4.6
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
11.1K
Stars
C#
Language
173.6K
Lines of Code
915
Files
640
Pattern Hits
2026-10-12
Scan Date
0.03
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 19.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 630 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 21.1/100 · LOW

Which changes need focused human review? 640 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 4HIGH 25MEDIUM 10LOW 601

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 640 distinct pattern matches across 12 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 Block594 hits · 533 pts
SeverityFileLineSnippetContext
LOW…teNGInstaller/CustomActions/Properties/AssemblyInfo.cs21[assembly: Guid("5423d985-cb48-4344-b47f-e8c6d60c8b04")]COMMENT
LOWmRemoteNGTests/ListViewTester.cs41COMMENT
LOWmRemoteNGTests/ListViewTester.cs61 /// </remarks>COMMENT
LOW…erializers/RemoteDesktopConnectionDeserializerTests.cs181 Assert.That(connectionInfo.RDPStartProgram, Is.EqualTo(ExpectedStartProgram));COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs1//------------------------------------------------------------------------------COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs61 }COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs161 /// <summary>COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs181 }COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs201 ///&lt;!-- * PuTTY Configuration Manager save file - All right reserved. *--&gt;COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs241 /// Looks up a localized string similar to &lt;?xml version=&quot;1.0&quot; encoding=&quot;utf-8&quot;?&gt;COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs261 /// &lt;expanded&gt;True&lt;/expanded&gt;COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs281 /// &lt;expanded&gt;True&lt;/expanded&gt;COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs301 /// <summary>COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs321 internal static string test_rdcman_v2_7_schema3_empty_values {COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs341 /// &lt;ruleGroup operator=&quot;All&quot;&gt;COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs361 ///keyboardhook:i:2COMMENT
LOWmRemoteNGTests/Properties/Resources.Designer.cs381 }COMMENT
LOWmRemoteNGSpecs/Features/CredentialRepository.feature.cs1// ------------------------------------------------------------------------------COMMENT
LOW…teNGSpecs/Features/CredentialRepositoryList.feature.cs1// ------------------------------------------------------------------------------COMMENT
LOWmRemoteNG/UI/DPI_Per_Monitor.cs1using System;COMMENT
LOWmRemoteNG/UI/DPI_Per_Monitor.cs21///COMMENT
LOWmRemoteNG/UI/DPI_Per_Monitor.cs41/// 5) And a really odd one, due to a Visual studio BUG. COMMENT
LOWmRemoteNG/UI/Forms/FrmExport.cs201 }COMMENT
LOWmRemoteNG/UI/Forms/FrmPassword.cs21 /// to continue.COMMENT
LOWmRemoteNG/UI/Forms/frmMain.cs701 case NativeMethods.WM_DRAWCLIPBOARD:COMMENT
LOW…oteNG/UI/Controls/CredentialRecordListView.Designer.cs81 this.olvColumnUsername.Text = "Username";COMMENT
LOWmRemoteNG/UI/Window/OptionsWindow.cs121COMMENT
LOWmRemoteNG/UI/Window/UltraVNCWindow.cs121 // vnc.Dispose()COMMENT
LOWmRemoteNG/UI/Menu/msMain/HelpMenu.cs141 // mMenInfoSep2COMMENT
LOWmRemoteNG/Tools/DisposableAction.cs1using System;COMMENT
LOWmRemoteNG/Tools/Extensions.cs41COMMENT
LOWmRemoteNG/Tools/WakeOnLan.cs81COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/IRegistry.cs21 string? GetValue(RegistryHive hive, string path, string name);COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/IRegistry.cs41 WinRegistryEntry<string> GetEntry(RegistryHive hive, string path, string name);COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/IRegistry.cs61COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/IRegistry.cs81 /// <summary>COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistry.cs81 return GetValue(Hive, Path, null);COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistry.cs141 #region Public Read Tree MethodsCOMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistry.cs441COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistryEntry.cs1using System;COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistryEntry.cs21 /// - Support for multiple data types such as strings, integers, and binary data.COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistryEntry.cs41 /// if (registryEntry.IsValid())COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistryEntry.cs121 /// </summary>COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistryEntry.cs141 /// </summary>COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistryEntry.cs161 /// Initializes a new instance of the <see cref="WinRegistryEntry{T}"/> class with default values.COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistryEntry.cs221 /// <summary>COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistryEntry.cs241 return new WinRegistryEntry<T>(hive, path, value);COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistryEntry.cs421 /// path, and name properties are set.COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistryEntry.cs781 /// <summary>COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/IRegistryRead.cs21 string? GetValue(RegistryHive hive, string path, string name);COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/IRegistryRead.cs41 WinRegistryEntry<string> GetEntry(RegistryHive hive, string path, string name);COMMENT
LOWmRemoteNG/Tools/WindowsRegistry/IRegistryRead.cs61COMMENT
LOWmRemoteNG/App/NativeMethods.cs281 /// <summary>COMMENT
LOWmRemoteNG/App/NativeMethods.cs301 /// <summary>COMMENT
LOWmRemoteNG/App/NativeMethods.cs321 /// <summary>COMMENT
LOWmRemoteNG/App/NativeMethods.cs341 /// <summary>COMMENT
LOWmRemoteNG/App/NativeMethods.cs381 public const int WA_INACTIVE = 0x0;COMMENT
LOWmRemoteNG/App/NativeMethods.cs401 /// Sent when an application requests that a window be created by calling the CreateWindowEx or CreateWindow funCOMMENT
LOWmRemoteNG/App/NativeMethods.cs421 /// Copies the text that corresponds to a window into a buffer provided by the caller.COMMENT
LOWmRemoteNG/App/NativeMethods.cs441 /// Sent when the cursor is in an inactive window and the user presses a mouse button. The parent window receiveCOMMENT
534 more matches not shown…
Synthetic Comment Markers24 hits · 180 pts
SeverityFileLineSnippetContext
HIGHmRemoteNGTests/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNGSpecs/Features/CredentialRepository.feature.cs3// This code was generated by SpecFlow (https://www.specflow.org/).COMMENT
HIGH…teNGSpecs/Features/CredentialRepositoryList.feature.cs3// This code was generated by SpecFlow (https://www.specflow.org/).COMMENT
HIGHmRemoteNG/Language/Language.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/AssemblyInfo.cs5// This code was generated by a script. Any changes made manually will be lostCOMMENT
HIGHmRemoteNG/Properties/AppUI.Designer.cs3// This code was generated by a tool.COMMENT
HIGH…moteNG/Properties/OptionsNotificationsPage.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/OptionsAdvancedPage.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/OptionsConnectionsPage.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/OptionsUpdatesPage.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/Settings.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/App.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/OptionsTabsPanelsPage.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/OptionsBackupPage.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/OptionsSecurityPage.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/OptionsThemePage.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/OptionsCredentialsPage.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/OptionsAppearancePage.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/OptionsDBsPage.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/OptionsRbac.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Properties/OptionsStartupExitPage.Designer.cs3// This code was generated by a tool.COMMENT
HIGHmRemoteNG/Themes/ColorMapTheme.Designer.cs3// This code was generated by a tool.COMMENT
HIGHObjectListView/Properties/Resources.Designer.cs3// This code was generated by a tool.COMMENT
Hallucination Indicators4 hits · 40 pts
SeverityFileLineSnippetContext
CRITICALmRemoteNG/App/ProgramRoot.cs363 System.Windows.Forms.Integration.ElementHost.EnableModelessKeyboardInterop(_wpfSplash);CODE
CRITICALExternalConnectors/VO/VaultOpenbao.cs73 var kv = vaultClient.V1.Secrets.KeyValue.V2.ReadSecretAsync(role, mountPoint: mount).Result;CODE
CRITICALExternalConnectors/VO/VaultOpenbao.cs85 var kv = vaultClient.V1.Secrets.KeyValue.V2.ReadSecretAsync(role, mountPoint: mount).Result;CODE
CRITICALExternalConnectors/DSS/SecretServerAuthentication.cs98 request_.Headers.Accept.Add(System.Net.Http.Headers.MediaTypeWithQualityHeaderValue.Parse("applicatiCODE
Decorative Section Separators6 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUM…Controls/ConnectionTree/SlowClickRenameHandlerTests.cs34 // ── Constructor guards ──────────────────────────────────────────────COMMENT
MEDIUM…Controls/ConnectionTree/SlowClickRenameHandlerTests.cs51 // ── OnNodeClick ─────────────────────────────────────────────────────COMMENT
MEDIUM…Controls/ConnectionTree/SlowClickRenameHandlerTests.cs113 // ── Cancel ──────────────────────────────────────────────────────────COMMENT
MEDIUM…Controls/ConnectionTree/SlowClickRenameHandlerTests.cs136 // ── CancelIfDifferentNode ───────────────────────────────────────────COMMENT
MEDIUM…Controls/ConnectionTree/SlowClickRenameHandlerTests.cs164 // ── Timer tick ──────────────────────────────────────────────────────COMMENT
MEDIUM…Controls/ConnectionTree/SlowClickRenameHandlerTests.cs212 // ── Dispose ─────────────────────────────────────────────────────────COMMENT
AI Response Leakage1 hit · 8 pts
SeverityFileLineSnippetContext
HIGHObjectListView/Implementation/Groups.cs219 /// In this implementation (2009-09), these objects are essentially passive.COMMENT
AI Slop Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMmRemoteNG/Connection/Protocol/PuttyBase.cs267 // This removes the frame drawing completely for a seamless lookCOMMENT
MEDIUM…teNG/Config/Settings/Store/SettingsStoreInitializer.cs107 // Try each provider in order (DPAPI first for seamless unlock, then password prompt)COMMENT
Self-Referential Comments2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUM…/Protocol/PowerShell/Connection.Protocol.PowerShell.cs88 # Create an empty SecureString if the password cannot be converted (if the password is emptyCOMMENT
MEDIUM…/Protocol/PowerShell/Connection.Protocol.PowerShell.cs105 # Create a PSCredential object with the provided username and passwordCOMMENT
Verbosity Indicators2 hits · 3 pts
SeverityFileLineSnippetContext
LOW.github/workflows/post_2_Reddit.yml19 # Step 1: Get access tokenCOMMENT
LOW.github/workflows/post_2_Reddit.yml34 # Step 2: Post to subredditCOMMENT
Structural Annotation Overuse2 hits · 3 pts
SeverityFileLineSnippetContext
LOW.github/workflows/post_2_Reddit.yml19 # Step 1: Get access tokenCOMMENT
LOW.github/workflows/post_2_Reddit.yml34 # Step 2: Post to subredditCOMMENT
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
LOWmRemoteNG/UI/DialogFactory.cs85 /// connections file path. Don't forget to dispose the dialog when youCOMMENT
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOWmRemoteNG/Tools/WindowsRegistry/WinRegistryEntry.cs27 /// Example usage:COMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOW…/Protocol/PowerShell/Connection.Protocol.PowerShell.cs102 # Check if a username is provided.COMMENT