Repository Analysis

spectreconsole/spectre.console

A .NET library that makes it easier to create beautiful console applications.

13.2 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of spectreconsole/spectre.console, a C# project with 11,549 GitHub stars. SynthScan v2.0 examined 102,624 lines of code across 748 source files, recording 1604 pattern matches distributed across 8 syntactic categories. The overall adjusted score of 13.2 places this repository in the Low AI signal 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).

13.2
Adjusted Score
13.2
Raw Score
100%
Time Factor
2026-07-14
Last Push
11.5K
Stars
C#
Language
102.6K
Lines of Code
748
Files
1.6K
Pattern Hits
2026-07-14
Scan Date
0.04
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 16HIGH 16MEDIUM 2LOW 1570

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 1604 distinct pattern matches across 8 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 Block1554 hits · 1012 pts
SeverityFileLineSnippetContext
LOWresources/nuget/Spectre.Console.Ansi.md1# `Spectre.Console.Ansi`COMMENT
LOWsrc/Spectre.Console/AnsiConsole.Progress.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/Region.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/Region.cs21 /// </summary>COMMENT
LOWsrc/Spectre.Console/HorizontalAlignment.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/AnsiConsole.Markup.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/AnsiConsole.Markup.cs21 /// <param name="args">An array of objects to write.</param>COMMENT
LOWsrc/Spectre.Console/AnsiConsole.Markup.cs41 {COMMENT
LOWsrc/Spectre.Console/AnsiConsole.Markup.cs61 /// <example>COMMENT
LOWsrc/Spectre.Console/AnsiConsole.Markup.cs81 Console.MarkupLine(value);COMMENT
LOWsrc/Spectre.Console/AnsiConsole.Markup.cs101 /// string input = args[0];COMMENT
LOWsrc/Spectre.Console/AnsiConsole.Markup.cs121 }COMMENT
LOWsrc/Spectre.Console/Overflow.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IHasJustification.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IHasJustification.cs21 /// </summary>COMMENT
LOWsrc/Spectre.Console/IProfileEnricher.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IProfileEnricher.cs21 /// Enriches the profile.COMMENT
LOWsrc/Spectre.Console/VerticalOverflowCropping.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/Size.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IAnsiConsoleInput.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IAnsiConsoleInput.cs21COMMENT
LOWsrc/Spectre.Console/IHasCulture.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/TableBorder.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/TableBorder.cs21 public virtual bool SupportsRowSeparator { get; } = true;COMMENT
LOWsrc/Spectre.Console/TreeGuide.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IHasTableBorder.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IHasTableBorder.cs41 }COMMENT
LOWsrc/Spectre.Console/IHasTableBorder.cs101 }COMMENT
LOWsrc/Spectre.Console/IHasTableBorder.cs161 }COMMENT
LOWsrc/Spectre.Console/IHasTableBorder.cs221 }COMMENT
LOWsrc/Spectre.Console/TreeGuide.Known.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/AnsiConsoleSettings.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/AnsiConsoleSettings.cs21 /// </summary>COMMENT
LOWsrc/Spectre.Console/Justify.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IPaddable.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IPaddable.cs21 /// </summary>COMMENT
LOWsrc/Spectre.Console/IPaddable.cs81 /// </summary>COMMENT
LOWsrc/Spectre.Console/AnsiConsole.cs41COMMENT
LOWsrc/Spectre.Console/AnsiConsole.Write.cs101 /// <summary>COMMENT
LOWsrc/Spectre.Console/AnsiConsole.Write.cs121COMMENT
LOWsrc/Spectre.Console/VerticalAlignment.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IHasVisibility.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IHasVisibility.cs21 /// Marks the specified object as being invisible.COMMENT
LOWsrc/Spectre.Console/AnsiConsole.WriteLine.cs21 {COMMENT
LOWsrc/Spectre.Console/AnsiConsole.WriteLine.cs161 /// <summary>COMMENT
LOWsrc/Spectre.Console/AnsiConsole.WriteLine.cs181COMMENT
LOWsrc/Spectre.Console/AnsiConsole.WriteLine.cs201 }COMMENT
LOWsrc/Spectre.Console/AnsiConsole.WriteLine.cs241COMMENT
LOWsrc/Spectre.Console/TableBorder.Known.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/TableBorder.Known.cs21 public static TableBorder Ascii2 { get; } = new Ascii2TableBorder();COMMENT
LOWsrc/Spectre.Console/TableBorder.Known.cs41 public static TableBorder Minimal { get; } = new MinimalTableBorder();COMMENT
LOWsrc/Spectre.Console/TableBorder.Known.cs61 public static TableBorder SimpleHeavy { get; } = new SimpleHeavyTableBorder();COMMENT
LOWsrc/Spectre.Console/TableBorder.Known.cs81 public static TableBorder HeavyHead { get; } = new HeavyHeadTableBorder();COMMENT
LOWsrc/Spectre.Console/IHasBorder.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IHasBorder.cs41 /// <summary>COMMENT
LOWsrc/Spectre.Console/IColumn.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/IOverflowable.cs1namespace Spectre.Console;COMMENT
LOWsrc/Spectre.Console/AnsiConsole.Prompt.cs21 /// <summary>COMMENT
LOWsrc/Spectre.Console/AnsiConsole.Prompt.cs61 /// <typeparam name="T">The prompt result type.</typeparam>COMMENT
LOWsrc/Spectre.Console/VerticalOverflow.cs1namespace Spectre.Console;COMMENT
1494 more matches not shown…
Hallucination Indicators16 hits · 195 pts
SeverityFileLineSnippetContext
CRITICAL…ts/Expectations/Exception/OutParam.Output.verified.txt4 at Exception Spectre.Console.Tests.Unit.ExceptionTests.GetException(Action action) in /xyz/ExceptionTests.cs:300CODE
CRITICAL…ts/Expectations/Exception/CallSite.Output.verified.txt4 at void Spectre.Console.Tests.Data.TestExceptions.ThrowWithGenericInnerException() in /xyz/Exceptions.cs:200CODE
CRITICAL…ts/Expectations/Exception/CallSite.Output.verified.txt5 at void Spectre.Console.Tests.Data.TestExceptions.ThrowWithGenericInnerException() in /xyz/Exceptions.cs:300CODE
CRITICAL…ts/Expectations/Exception/CallSite.Output.verified.txt7 at Exception Spectre.Console.Tests.Unit.ExceptionTests.GetException(Action action) in /xyz/ExceptionTests.cs:500CODE
CRITICAL…sts/Expectations/Exception/Default.Output.verified.txt2 at bool Spectre.Console.Tests.Data.TestExceptions.MethodThatThrows(int? number) in /xyz/Exceptions.cs:100CODE
CRITICAL…sts/Expectations/Exception/Default.Output.verified.txt4 at Exception Spectre.Console.Tests.Unit.ExceptionTests.GetException(Action action) in /xyz/ExceptionTests.cs:300CODE
CRITICAL…ectations/Exception/ShortenedTypes.Output.verified.txt2 at bool Spectre.Console.Tests.Data.TestExceptions.MethodThatThrows(int? number) in /xyz/Exceptions.cs:100CODE
CRITICAL…ectations/Exception/ShortenedTypes.Output.verified.txt4 at Exception Spectre.Console.Tests.Unit.ExceptionTests.GetException(Action action) in /xyz/ExceptionTests.cs:300CODE
CRITICAL…tion.Output_exceptionFormats=ShortenTypes.verified.txt4 at Exception Spectre.Console.Tests.Unit.ExceptionTests.GetException(Action action) in /xyz/ExceptionTests.cs:300CODE
CRITICAL…ectations/Exception/InnerException.Output.verified.txt3 at bool Spectre.Console.Tests.Data.TestExceptions.MethodThatThrows(int? number) in /xyz/Exceptions.cs:100CODE
CRITICAL…ectations/Exception/InnerException.Output.verified.txt4 at void Spectre.Console.Tests.Data.TestExceptions.ThrowWithInnerException() in /xyz/Exceptions.cs:200CODE
CRITICAL…ectations/Exception/InnerException.Output.verified.txt5 at void Spectre.Console.Tests.Data.TestExceptions.ThrowWithInnerException() in /xyz/Exceptions.cs:300CODE
CRITICAL…ectations/Exception/InnerException.Output.verified.txt7 at Exception Spectre.Console.Tests.Unit.ExceptionTests.GetException(Action action) in /xyz/ExceptionTests.cs:500CODE
CRITICAL…Exception.Output_exceptionFormats=Default.verified.txt4 at Exception Spectre.Console.Tests.Unit.ExceptionTests.GetException(Action action) in /xyz/ExceptionTests.cs:300CODE
CRITICAL…Tests/Expectations/Exception/Tuple.Output.verified.txt2 at bool Spectre.Console.Tests.Data.TestExceptions.MethodThatThrows(int? number) in /xyz/Exceptions.cs:100CODE
CRITICAL…Tests/Expectations/Exception/Tuple.Output.verified.txt5 at Exception Spectre.Console.Tests.Unit.ExceptionTests.GetException(Action action) in /xyz/ExceptionTests.cs:400CODE
Synthetic Comment Markers13 hits · 98 pts
SeverityFileLineSnippetContext
HIGH…ceGenerator.Colors.ColorGenerator/Color.Generated.g.cs3// This code was generated by a tool.COMMENT
HIGH…erator.Colors.ColorGenerator/ColorTable.Generated.g.cs3// This code was generated by a tool.COMMENT
HIGH…ator.Colors.ColorGenerator/ColorPalette.Generated.g.cs3// This code was generated by a tool.COMMENT
HIGH…ceGenerator.Emojis.EmojiGenerator/Emoji.Generated.g.cs3// This code was generated by a tool.COMMENT
HIGH…rator.Spinners.SpinnerGenerator/Spinner.Generated.g.cs3// This code was generated by a tool.COMMENT
HIGH…ceGenerator.Colors.ColorGenerator/Color.Generated.g.cs3// This code was generated by a tool.COMMENT
HIGH…erator.Colors.ColorGenerator/ColorTable.Generated.g.cs3// This code was generated by a tool.COMMENT
HIGH…ator.Colors.ColorGenerator/ColorPalette.Generated.g.cs3// This code was generated by a tool.COMMENT
HIGH…Spectre.Console.SourceGenerator/Colors/ColorEmitter.cs15 // This code was generated by a tool.COMMENT
HIGH…Spectre.Console.SourceGenerator/Emojis/EmojiEmitter.cs31 // This code was generated by a tool.COMMENT
HIGH…tre.Console.SourceGenerator/Spinners/SpinnerEmitter.cs14 // This code was generated by a tool.COMMENT
HIGHsrc/Spectre.Console.Tests/Legacy/Spinner.Generated.cs3// This code was generated by a tool.COMMENT
HIGHsrc/Spectre.Console.Tests/Legacy/Emoji.Generated.cs3// This code was generated by a tool.COMMENT
Cross-File Repetition3 hits · 15 pts
SeverityFileLineSnippetContext
HIGH…Spectre.Console.SourceGenerator/Colors/ColorEmitter.cs0//------------------------------------------------------------------------------ // <auto-generated> // this code was geSTRING
HIGH…Spectre.Console.SourceGenerator/Emojis/EmojiEmitter.cs0//------------------------------------------------------------------------------ // <auto-generated> // this code was geSTRING
HIGH…tre.Console.SourceGenerator/Spinners/SpinnerEmitter.cs0//------------------------------------------------------------------------------ // <auto-generated> // this code was geSTRING
Verbosity Indicators6 hits · 14 pts
SeverityFileLineSnippetContext
LOW…ectre.Console.SourceGenerator/Colors/ColorGenerator.cs22 // Step 1: Extract text (cached by string value equality)COMMENT
LOW…ectre.Console.SourceGenerator/Colors/ColorGenerator.cs23 // Step 2: Parse to models (cached by EquatableArray value equality)COMMENT
LOW…ectre.Console.SourceGenerator/Emojis/EmojiGenerator.cs22 // Step 1: Extract text (cached by string value equality)COMMENT
LOW…ectre.Console.SourceGenerator/Emojis/EmojiGenerator.cs23 // Step 2: Parse to models (cached by EquatableArray value equality)COMMENT
LOW…e.Console.SourceGenerator/Spinners/SpinnerGenerator.cs22 // Step 1: Extract text (cached by string value equality)COMMENT
LOW…e.Console.SourceGenerator/Spinners/SpinnerGenerator.cs23 // Step 2: Wrap in EquatableArray for value equality when combiningCOMMENT
Structural Annotation Overuse6 hits · 14 pts
SeverityFileLineSnippetContext
LOW…ectre.Console.SourceGenerator/Colors/ColorGenerator.cs22 // Step 1: Extract text (cached by string value equality)COMMENT
LOW…ectre.Console.SourceGenerator/Colors/ColorGenerator.cs23 // Step 2: Parse to models (cached by EquatableArray value equality)COMMENT
LOW…ectre.Console.SourceGenerator/Emojis/EmojiGenerator.cs22 // Step 1: Extract text (cached by string value equality)COMMENT
LOW…ectre.Console.SourceGenerator/Emojis/EmojiGenerator.cs23 // Step 2: Parse to models (cached by EquatableArray value equality)COMMENT
LOW…e.Console.SourceGenerator/Spinners/SpinnerGenerator.cs22 // Step 1: Extract text (cached by string value equality)COMMENT
LOW…e.Console.SourceGenerator/Spinners/SpinnerGenerator.cs23 // Step 2: Wrap in EquatableArray for value equality when combiningCOMMENT
Fake / Example Data4 hits · 4 pts
SeverityFileLineSnippetContext
LOW…Spectre.Console.Tests/Unit/Widgets/Table/TableTests.cs571 table.AddRow("Grault", "Garply", "Lorem ipsum dolor sit amet");CODE
LOW…Spectre.Console.Tests/Unit/Widgets/Table/TableTests.cs571 table.AddRow("Grault", "Garply", "Lorem ipsum dolor sit amet");CODE
LOW…s/Table/Render_ColumnJustification.Output.verified.txt5│ Grault │ Garply │ Lorem ipsum dolor sit amet │CODE
LOW…s/Table/Render_ColumnJustification.Output.verified.txt5│ Grault │ Garply │ Lorem ipsum dolor sit amet │CODE
Decorative Section Separators2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUM…Expectations/Widgets/Recorder/Html.Output.verified.txt6<span>│</span><span> </span><span style="color: #FF0000">╭</span><span style="color: #FF0000">─────────────</span><span CODE
MEDIUM…Expectations/Widgets/Recorder/Html.Output.verified.txt8<span>│</span><span> </span><span style="color: #FF0000">╰</span><span style="color: #FF0000">─────────────</span><span CODE