Repository Analysis

1Remote/1Remote

One Remote Access Manager to Rule Them All

2.7 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of 1Remote/1Remote, a C# project with 5,985 GitHub stars. SynthScan v2.0 examined 54,081 lines of code across 276 source files, recording 91 pattern matches distributed across 9 syntactic categories. The overall adjusted score of 2.7 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).

2.7
Adjusted Score
2.7
Raw Score
100%
Time Factor
2026-07-14
Last Push
6.0K
Stars
C#
Language
54.1K
Lines of Code
276
Files
91
Pattern Hits
2026-07-14
Scan Date
0.01
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 4HIGH 0MEDIUM 8LOW 79

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 91 distinct pattern matches across 9 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.

Over-Commented Block69 hits · 69 pts
SeverityFileLineSnippetContext
LOWUi/App.xaml.cs61 public partial class App : ApplicationCOMMENT
LOWUi/Utils/TagAndKeywordEncodeHelper.cs21 /// </summary>COMMENT
LOWUi/Utils/TagAndKeywordEncodeHelper.cs181 return new Tuple<bool, MatchResults?>(false, null);COMMENT
LOWUi/Utils/SetSelfStartingHelper.cs41COMMENT
LOWUi/Utils/SetSelfStartingHelper.cs61 //{COMMENT
LOWUi/Utils/SetSelfStartingHelper.cs81 var startUpPath = Environment.GetFolderPath(Environment.SpecialFolder.Startup);COMMENT
LOWUi/Utils/SetSelfStartingHelper.cs101 //}COMMENT
LOWUi/Utils/SetSelfStartingHelper.cs121 // if (File.Exists(shortcutPath))COMMENT
LOW…ls/WindowsSdk/PasswordVaultManager/IPasswordManager.cs1namespace _1RM.Utils.WindowsSdk.PasswordVaultManagerCOMMENT
LOWUi/Utils/WindowsApi/WindowsVersionHelper.cs1using System;COMMENT
LOWUi/Utils/WindowsApi/WindowsVersionHelper.cs21 /// | Windows 2008 R2 | Win32NT | 6 | |COMMENT
LOWUi/Utils/WindowsApi/Credential/CredentialPrompt.cs81 /// <summary>COMMENT
LOWUi/Utils/WindowsApi/Credential/CredentialPrompt.cs241 Marshal.ZeroFreeCoTaskMemUnicode(userNamePtr);COMMENT
LOWUi/Utils/WindowsApi/Credential/CredentialPrompt.cs601 LOGON32_LOGON_INTERACTIVE = 2,COMMENT
LOWUi/Utils/WindowsApi/Credential/CredentialPrompt.cs621COMMENT
LOWUi/Utils/WindowsApi/Credential/CredentialPrompt.cs661 /// <summary>COMMENT
LOWUi/Utils/WindowsApi/Credential/Credential.cs21COMMENT
LOWUi/Utils/WindowsApi/Credential/Credential.cs41COMMENT
LOWUi/Utils/WindowsApi/Credential/Credential.cs61 public enum PersistTypeEnum : uintCOMMENT
LOW…tils/WindowsApi/WindowsShortcutFactory/IconLocation.cs1using System;COMMENT
LOW…/Utils/WindowsApi/WindowsShortcutFactory/ShellLinkV.cs21 // HRESULT(STDMETHODCALLTYPE* GetIDList)(COMMENT
LOW…/Utils/WindowsApi/WindowsShortcutFactory/ShellLinkV.cs41COMMENT
LOW…/Utils/WindowsApi/WindowsShortcutFactory/ShellLinkV.cs61 // /* [string][in] */ __RPC__in_string LPCWSTR pszArgs);COMMENT
LOW…/Utils/WindowsApi/WindowsShortcutFactory/ShellLinkV.cs81 // /* [in] */ int iShowCmd);COMMENT
LOWUi/Utils/PuTTY/EnumConfigKey.cs41 /// Default BackgroundCOMMENT
LOWUi/Utils/PuTTY/EnumConfigKey.cs61 /// ANSI BlackCOMMENT
LOWUi/Utils/PuTTY/EnumConfigKey.cs81 /// ANSI GreenCOMMENT
LOWUi/Utils/PuTTY/EnumConfigKey.cs101 /// ANSI BlueCOMMENT
LOWUi/Utils/PuTTY/EnumConfigKey.cs121 /// ANSI CyanCOMMENT
LOWUi/Utils/RdpFile/RdpConfig.cs41 /// 1 The local window content will scale when resizedCOMMENT
LOWUi/Utils/RdpFile/RdpConfig.cs61 /// t = topCOMMENT
LOWUi/Utils/RdpFile/RdpConfig.cs81 [RdpConfName("keyboardhook:i:")]COMMENT
LOWUi/Utils/RdpFile/RdpConfig.cs101 /// in old version, newer is networkautodetectCOMMENT
LOWUi/Utils/RdpFile/RdpConfig.cs161 /// </summary>COMMENT
LOWUi/Utils/RdpFile/RdpConfig.cs261 /// - 1: Always use an RD GatewayCOMMENT
LOWUi/Utils/RdpFile/RdpConfig.cs301 public string KdcProxyName { get; set; } = "";COMMENT
LOWUi/Utils/RdpFile/RdpConfig.cs321 public string DriveStoreDirect { get; set; } = "*";COMMENT
LOWUi/Model/ProtocolRunner/Default/PuttyRunner.cs181 RaisePropertyChanged(name);COMMENT
LOWUi/Model/Protocol/AppArgument.cs381 }COMMENT
LOW…del/Protocol/FileTransmit/Transmitters/ITransmitter.cs81 /// <param name="cancellationToken"></param>COMMENT
LOW…it/Transmitters/TransmissionController/TransmitTask.cs21 /// Waiting to start transmission.COMMENT
LOWUi/Model/Protocol/Base/ProtocolBase.cs301COMMENT
LOWUi/View/MainWindowViewModel.cs301COMMENT
LOWUi/View/Settings/SettingsPageViewModel.cs141 if (res.Status != EnumDatabaseStatus.OK)COMMENT
LOWUi/View/Settings/General/GeneralSettingViewModel.cs121 //public bool TabAutoFocusContentCOMMENT
LOWUi/View/Host/ProtocolHosts/AxMsRdpClient09Host.xaml.cs621 // if (_1RM.Utils.WindowsApi.WindowsVersionHelper.IsWindows1122H2OrHigher()) // Win11 22H2COMMENT
LOWUi/View/Host/ProtocolHosts/VmFileTransmitHost.cs141 /// <summary>COMMENT
LOWUi/View/Utils/MessageBoxPageViewModel.cs21 /// Gets or sets the mapping of button to text to display on that button. You can modify this to localize your aCOMMENT
LOWUi/View/Utils/MessageBoxPageViewModel.cs161 public LabelledValue<MessageBoxResult>? DefaultButton { get; protected set; }COMMENT
LOWUi/View/Utils/MessageBoxPageViewModel.cs181 public virtual MessageBoxImage Icon { get; protected set; }COMMENT
LOWUi/View/Utils/MessageBoxViewModel.cs21 /// <summary>COMMENT
LOWUi/View/Utils/InputBoxViewModel.cs81 //{COMMENT
LOWUi/View/ServerView/List/ServerListPageView.xaml.cs481 throw new NotImplementedException();COMMENT
LOWUi/View/ServerView/List/ServerListPageView.xaml.cs501 // && value[0] is IEnumerable<ProtocolBaseViewModel> protocolBaseViewModelsCOMMENT
LOWUi/View/Editor/Forms/SshFormView.xaml.cs21 //{COMMENT
LOWUi/View/Editor/Forms/SftpFormView.xaml.cs21 // if (vm.PrivateKey == vm.ServerEditorDifferentOptions)COMMENT
LOWUi/Service/KeywordMatchService.cs121 }COMMENT
LOWUi/Service/DataSource/DataSourceService.cs261 }COMMENT
LOWUi/Service/DataSource/DAO/IDataBase.cs181 /// <summary>COMMENT
LOWUi/Service/DataSource/DAO/IDataBase.cs281 // return null;COMMENT
9 more matches not shown…
Hallucination Indicators4 hits · 40 pts
SeverityFileLineSnippetContext
CRITICALUi/Model/ProtocolRunner/Default/PuttyRunner.cs341 _1RM.Utils.PuTTY.Model.Utils.Install("Resources/PuTTY/putty.exe", path);CODE
CRITICALUi/Model/ProtocolRunner/Default/KittyRunner.cs155 _1RM.Utils.PuTTY.Model.Utils.Install("Resources/KiTTY/kitty_portable.exe", path);CODE
CRITICALUi/Model/Protocol/RDP.cs1019 && System.Windows.Forms.Screen.AllScreens.Select(screen => (int)(new ScreenInfoEx(screen).ScaleFactor * CODE
CRITICALUi/View/ServerView/ServerPageViewModelBase.cs569 using var cred = _1RM.Utils.WindowsApi.Credential.Credential.Load("TERMSRV/" + rdp.Address);CODE
Excessive Try-Catch Wrapping8 hits · 18 pts
SeverityFileLineSnippetContext
LOWUi/Resources/Languages/glossary_maker.py91 except Exception as e:CODE
LOWUi/Resources/Languages/glossary_maker.py116 except Exception as e:CODE
MEDIUMUi/Resources/Languages/glossary_maker.py117 print(f"Error saving translation cache {cache_file}: {e}")CODE
MEDIUMUi/Resources/Languages/glossary_maker.py143 print(f"Error: {glossary_dir} directory not found!")CODE
MEDIUMUi/Resources/Languages/glossary_maker.py149 print(f"Error: English template not found: {english_file}")CODE
MEDIUMUi/Resources/Languages/glossary_maker.py156 print(f"Error: No CSV files found in {glossary_dir}!")CODE
LOWUi/Resources/Languages/glossary_maker.py245 except Exception as e:CODE
MEDIUMUi/Resources/Languages/glossary_maker.py246 print(f"Error processing {csv_file}: {e}")CODE
Slop Phrases2 hits · 8 pts
SeverityFileLineSnippetContext
MEDIUMUi/Resources/Languages/glossary_maker.py125 # If failed, you can add proxy configuration here if neededCOMMENT
MEDIUMUi/View/Utils/MessageBoxPageViewModel.cs21 /// Gets or sets the mapping of button to text to display on that button. You can modify this to localize your aCOMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMUi/Resources/Languages/glossary_maker.py182 # Create a copy for XAML generation that includes cached/translated contentCOMMENT
Verbosity Indicators2 hits · 3 pts
SeverityFileLineSnippetContext
LOWUi/View/Host/TabWindowView.xaml_timer.cs114 * THE PURPOSE OF THIS FUNCTION IS TO:COMMENT
LOWUi/View/Host/TabWindowView.xaml_timer.cs117 * - CAUTION: PAY ATTENTION TO THE RESIZE OF THE RDP WINDOW, IT MAY CAUSE THE CURSOR TO MOVE OUT OF THE RDP WINDCOMMENT
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
LOWUi/Resources/Languages/glossary_maker.py126 # For now, just return NoneCOMMENT
Unused Imports2 hits · 2 pts
SeverityFileLineSnippetContext
LOWUi/Resources/Languages/glossary_maker.py7CODE
LOWUi/Resources/Languages/glossary_maker.py10CODE
Deep Nesting2 hits · 2 pts
SeverityFileLineSnippetContext
LOWUi/Resources/Languages/glossary_maker.py73CODE
LOWUi/Resources/Languages/glossary_maker.py129CODE