AI Slop Code RIsk Monitor

spectreconsole/spectre.console

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

13.1 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for spectreconsole/spectre.console, a C# project with 11,657 GitHub stars. SynthScan examined 103,357 lines of code across 751 source files, recording 1605 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 13.1 (Moderate 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.

13.1
Adjusted Signal
13.1
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
11.7K
Stars
C#
Language
103.4K
Lines of Code
751
Files
1.6K
Pattern Hits
2026-10-12
Scan Date
0.04
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 42.3/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 1580 finding(s).

Hallucinated Dependency & Supply Chain Risk 9.2/100 · LOW

Are imports declared and package/API names verified? 20 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

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

PR Review Velocity Impact 58.8/100 · HIGH

Which changes need focused human review? 1605 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 16HIGH 16MEDIUM 2LOW 1571

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 1605 distinct pattern matches across 8 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 Block1555 hits · 1013 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
1495 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.cs23 // Step 1: Extract text (cached by string value equality)COMMENT
LOW⚡…e.Console.SourceGenerator/Spinners/SpinnerGenerator.cs24 // 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.cs23 // Step 1: Extract text (cached by string value equality)COMMENT
LOW⚡…e.Console.SourceGenerator/Spinners/SpinnerGenerator.cs24 // 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