3.2

Adjusted Signal

3.2

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

3.8K

Stars

Language

191.6K

Lines of Code

1.0K

Files

641

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 13.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 614 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 17 finding(s).

Agent Over-Engineering Ratio 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 16.1/100 · LOW

Which changes need focused human review? 641 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 0MEDIUM 11LOW 629

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 641 distinct pattern matches across 6 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 Block612 hits · 544 pts

Severity	File	Line	Snippet	Context
LOW	AcceptApiChanges.sh	1	#!/usr/bin/env sh	COMMENT
LOW	agents.md	101	}	COMMENT
LOW	…rtions.Specs/Execution/AssertionChainSpecs.Chaining.cs	601	//	COMMENT
LOW	docs/staticman.yml	1	# Name of the property. You can have multiple properties with completely	COMMENT
LOW	docs/staticman.yml	21		COMMENT
LOW	docs/staticman.yml	41	# with a `type` property, which configures the generated field, or any value	COMMENT
LOW	docs/staticman.yml	61	# type: "comment"	COMMENT
LOW	docs/_config.yml	1	# Welcome to Jekyll!	COMMENT
LOW	docs/_config.yml	221	# Type	COMMENT
LOW	docs/assets/js/lunr/lunr.js	2681	}	COMMENT
LOW	docs/assets/js/plugins/jquery.ba-throttle-debounce.js	1	/*!	COMMENT
LOW	docs/assets/js/plugins/jquery.ba-throttle-debounce.js	21	// Copyright (c) 2010 "Cowboy" Ben Alman,	COMMENT
LOW	docs/assets/js/plugins/jquery.ba-throttle-debounce.js	41	// Unit Tests - http://benalman.com/code/projects/jquery-throttle-debounce/unit/	COMMENT
LOW	docs/assets/js/plugins/jquery.ba-throttle-debounce.js	61	// $.method() or jQuery.method(), you'll need to use Cowboy.method().	COMMENT
LOW	docs/assets/js/plugins/jquery.ba-throttle-debounce.js	81	// In this visualization, \| is a throttled-function call and X is the actual	COMMENT
LOW	docs/assets/js/plugins/jquery.ba-throttle-debounce.js	101	// > jQuery('selector').bind( 'someevent', jQuery.throttle( delay, [ no_trailing, ] callback ) );	COMMENT
LOW	docs/assets/js/plugins/jquery.ba-throttle-debounce.js	161	exec();	COMMENT
LOW	docs/assets/js/plugins/jquery.ba-throttle-debounce.js	201	// very beginning of a series of calls, or at the very end. If you want to	COMMENT
LOW	docs/assets/js/plugins/jquery.ba-throttle-debounce.js	221	// > jQuery('selector').unbind( 'someevent', debounced );	COMMENT
LOW	.github/workflows/code_quality_pr.yml	1	name: Qodana (PR)	COMMENT
LOW	Build/Build.cs	321	});	COMMENT
LOW	Src/FluentAssertions/AndWhichConstraint.cs	61	/// Creates an object that allows continuing an assertion executed through <paramref name="parent"/> and	COMMENT
LOW	Src/FluentAssertions/AsyncAssertionsExtensions.cs	1	using System.Diagnostics.CodeAnalysis;	COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	21	/// Asserts that an object can be serialized and deserialized using the data contract serializer and that it stills	COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	41	/// <param name="options">	COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	61		COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	101	assertions.Subject,	COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	121	[StringSyntax("CompositeFormat")] string because = "", params object[] becauseArgs)	COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	141	/// <exception cref="ArgumentNullException"><paramref name="options"/> is <see langword="null"/>.</exception>	COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	161	public static AndConstraint<ObjectAssertions> BeJsonSerializable(this ObjectAssertions assertions,	COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	181	/// is needed. If the phrase does not start with the word <i>because</i>, it is prepended automatically.	COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	201	/// <see cref="AssertionConfiguration"/> class.	COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	221	/// A reference to the <see cref="EquivalencyOptions{T}"/> configuration object that can be used	COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	301	/// Asserts that an object can be serialized and deserialized using the XML serializer and that it stills retains	COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	321	/// to influence the way the object graphs are compared. You can also provide an alternative instance of the	COMMENT
LOW	Src/FluentAssertions/ObjectAssertionsExtensions.cs	341	/// <param name="options">	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	21	/// Asserts an integral value is close to another value within a specified value.	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	61	}	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	101	because, becauseArgs);	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	141		COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	241	/// </summary>	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	281	return new AndConstraint<NumericAssertions<uint>>(parent);	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	321	/// <param name="nearbyValue">	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	381	/// <param name="parent">The <see cref="NumericAssertions{T}"/> object that is being extended.</param>	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	421		COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	461	distantValue, delta, actualValue,	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	561	/// The distant value to compare the actual value with.	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	601	/// <summary>	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	641		COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	681	/// <param name="parent">The <see cref="NumericAssertions{T}"/> object that is being extended.</param>	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	741	#region BeApproximately	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	781	return new AndConstraint<NullableNumericAssertions<float>>(parent);	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	821		COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	881	/// <summary>	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	921		COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	961	{	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	1021	/// </summary>	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	1061	/// <summary>	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	1101	{	COMMENT
LOW	Src/FluentAssertions/NumericAssertionsExtensions.cs	1161		COMMENT
552 more matches not shown…

Decorative Section Separators10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/_data/ui-text.yml	4	# -----------------	COMMENT
MEDIUM	docs/_data/ui-text.yml	191	# ----------	COMMENT
MEDIUM	docs/_data/ui-text.yml	316	# --------------------------------	COMMENT
MEDIUM	docs/_data/ui-text.yml	402	# ----------------	COMMENT
MEDIUM	docs/_data/ui-text.yml	457	# --------------	COMMENT
MEDIUM	docs/_data/ui-text.yml	543	# -----------------	COMMENT
MEDIUM	docs/_data/ui-text.yml	588	# ------------------------	COMMENT
MEDIUM	docs/_data/ui-text.yml	766	# ----------	COMMENT
MEDIUM	docs/_data/ui-text.yml	809	# ----------	COMMENT
MEDIUM	docs/_data/ui-text.yml	985	# --------------	COMMENT

Fake / Example Data16 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	…entAssertions.Equivalency.Specs/MemberMatchingSpecs.cs	550	Address = "123 Main St",	CODE
LOW	…entAssertions.Equivalency.Specs/MemberMatchingSpecs.cs	559	Address = "123 Main St",	CODE
LOW	…entAssertions.Equivalency.Specs/MemberMatchingSpecs.cs	577	Address = "123 Main St",	CODE
LOW	…entAssertions.Equivalency.Specs/MemberMatchingSpecs.cs	586	Address = "123 Main St",	CODE
LOW	…entAssertions.Equivalency.Specs/MemberMatchingSpecs.cs	604	Address = "123 Main St",	CODE
LOW	…entAssertions.Equivalency.Specs/MemberMatchingSpecs.cs	613	Address = "123 Main St",	CODE
LOW	…entAssertions.Equivalency.Specs/MemberMatchingSpecs.cs	631	Address = "123 Main St",	CODE
LOW	…entAssertions.Equivalency.Specs/MemberMatchingSpecs.cs	640	Address = "123 Main St",	CODE
LOW	…ons.Equivalency.Specs/SelectionRulesSpecs.Excluding.cs	1198	Street = "123 Main St",	CODE
LOW	…ons.Equivalency.Specs/SelectionRulesSpecs.Excluding.cs	1214	Street = "123 Main St",	CODE
LOW⚡	…ns.Specs/Primitives/StringAssertionSpecs.MatchRegex.cs	225	string subject = "Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor inv	CODE
LOW⚡	…ns.Specs/Primitives/StringAssertionSpecs.MatchRegex.cs	225	string subject = "Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor inv	CODE
LOW⚡	…ns.Specs/Primitives/StringAssertionSpecs.MatchRegex.cs	227	"ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.";	CODE
LOW⚡	…ns.Specs/Primitives/StringAssertionSpecs.MatchRegex.cs	227	"ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum dolor sit amet.";	CODE
LOW	…tions.Specs/Primitives/ReferenceTypeAssertionsSpecs.cs	30	Name = "John Doe"	CODE
LOW	…tions.Specs/Primitives/ReferenceTypeAssertionsSpecs.cs	49	Name = "John Doe"	STRING

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	docs/assets/js/main.min.js	6	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	AcceptApiChanges.sh	3	## If your change does change the API on purpose and you double-checked correctness of the changes you can use this scri	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	build.sh	38	# Check if any dotnet is installed	COMMENT

fluentassertions/fluentassertions

Open-Source Code Quality, Security and Technical Debt Review