0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

12.0K

Stars

Language

989.5K

Lines of Code

3.6K

Files

497

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 2.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 472 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 22 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 2.7/100 · LOW

Which changes need focused human review? 497 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 3HIGH 0MEDIUM 7LOW 487

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 497 distinct pattern matches across 11 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 Block440 hits · 440 pts

Severity	File	Line	Snippet	Context
LOW	entrypoint.sh	1	#! /bin/bash	COMMENT
LOW	entrypoint.sh	41	# chown -R "$PUID" /kavita/config	COMMENT
LOW	…b/src/app/dashboard/_components/dashboard.component.ts	261	increment() {	COMMENT
LOW	UI/Web/src/app/_models/metadata/v2/filter-comparison.ts	21	NotEqual = 9,	COMMENT
LOW	…ule/publisher-flipper/publisher-flipper.component.scss	1	//	COMMENT
LOW	…s/v0.9.1/ManualMigrateEpubFontFamilyDetailsBackfill.cs	21	///	COMMENT
LOW	…s/v0.9.1/ManualMigrateEpubFontFamilyDetailsBackfill.cs	41	// Current font list at this stage of program execution already includes	COMMENT
LOW	Kavita.Server/Controllers/ReaderController.cs	1141	/// Check if we should prompt the user for rereads for the given volume	COMMENT
LOW	Kavita.Server/Controllers/FilterController.cs	241	/// Encode an Annotation Filter	COMMENT
LOW	Kavita.Server/Controllers/AccountController.cs	61		COMMENT
LOW	Kavita.Server/Controllers/DeviceController.cs	201		COMMENT
LOW	Kavita.Server/Controllers/BaseApiController.cs	41	/// <summary>	COMMENT
LOW	Kavita.Server/Controllers/BaseApiController.cs	101	/// ETag is generated from SHA256 hash of the content.	COMMENT
LOW	Kavita.Server/Controllers/ReadingListController.cs	121	/// <summary>	COMMENT
LOW	Kavita.Server/Controllers/ReadingProfileController.cs	21	{	COMMENT
LOW	Kavita.Server/Controllers/SearchController.cs	41	/// <summary>	COMMENT
LOW	Kavita.Server/Controllers/OPDSController.cs	681	};	COMMENT
LOW	Kavita.Server/Logging/LogLevelOptions.cs	21	/// </summary>	COMMENT
LOW	Kavita.Services/ArchiveService.cs	181	var result = fullNames	COMMENT
LOW	Kavita.Services/ArchiveService.cs	261	/// <summary>	COMMENT
LOW	Kavita.Services/ImageService.cs	541	{	COMMENT
LOW	Kavita.Services/SeriesService.cs	641	/// </summary>	COMMENT
LOW	Kavita.Services/DirectoryService.cs	1041	public void RemoveNonImages(string directoryName)	COMMENT
LOW	Kavita.Services/DirectoryService.cs	1061	/// becomes:<para />	COMMENT
LOW	Kavita.Services/FontService.cs	21		COMMENT
LOW	Kavita.Services/BookService.cs	1081	if (foundTarget) return;	COMMENT
LOW	Kavita.Services/BookService.cs	1561	/// <param name="doc">Html Doc that will be appended to</param>	COMMENT
LOW	Kavita.Services/TaskScheduler.cs	901	/// <summary>	COMMENT
LOW	Kavita.Services/VersionUpdaterService.cs	21	internal class GithubReleaseMetadata	COMMENT
LOW	Kavita.Services/VersionUpdaterService.cs	81	/// <summary>	COMMENT
LOW	Kavita.Services/Reading/ReaderService.cs	341		COMMENT
LOW	Kavita.Services/ReadingLists/ReadingListService.cs	281	}	COMMENT
LOW	Kavita.Services/Scanner/DefaultParser.cs	41	/// <summary>	COMMENT
LOW	Kavita.Services/Scanner/ScanJob.cs	1	using System;	COMMENT
LOW	Kavita.Services/Scanner/Parser.cs	61	/// non-greedy matching of a string where parenthesis are balanced	COMMENT
LOW	Kavita.Services/Scanner/Parser.cs	1201	}	COMMENT
LOW	Kavita.Services/Scanner/Parser.cs	1221	return Uri.UnescapeDataString(query).Trim().Replace(@"%", string.Empty)	COMMENT
LOW	Kavita.Services/Scanner/Parser.cs	1261	/// <summary>	COMMENT
LOW	Kavita.Services/Scanner/ParseScannedFiles.cs	61		COMMENT
LOW	Kavita.Services/Scanner/ParseScannedFiles.cs	81		COMMENT
LOW	Kavita.Services/Scanner/ParseScannedFiles.cs	101	public TimeSpan GroupTime { get; private set; }	COMMENT
LOW	Kavita.Services/Scanner/ParseScannedFiles.cs	941		COMMENT
LOW	Kavita.Services/Metadata/CoverDbService.cs	81	/// <summary>	COMMENT
LOW	Kavita.Services/Helpers/PdfMetadataExtractor.cs	21	// %PDF-1.4 ← Header	COMMENT
LOW	Kavita.Services/Helpers/PdfMetadataExtractor.cs	41	// << /Size 6 /Root 1 0 R /Info 2 0 R >>	COMMENT
LOW	Kavita.Services/Helpers/KoreaderHelper.cs	21	private static partial Regex JustNumber();	COMMENT
LOW	Kavita.Services/Plus/ScrobblingService.cs	61	/// K+ license	COMMENT
LOW	Kavita.Services/Plus/ScrobblingService.cs	801	}	COMMENT
LOW	Kavita.Services/Plus/ExternalMetadataService.cs	2861		COMMENT
LOW	Kavita.Models/Misc/Chunk.cs	1	namespace Kavita.Models.Misc;	COMMENT
LOW	Kavita.Models/Misc/CacheSource.cs	1	namespace Kavita.Models.Misc;	COMMENT
LOW	Kavita.Models/Constants/PolicyGroups.cs	1	namespace Kavita.Models.Constants;	COMMENT
LOW	Kavita.Models/Constants/CacheProfiles.cs	1	namespace Kavita.Models.Constants;	COMMENT
LOW	Kavita.Models/Constants/CacheProfiles.cs	21	public const string LicenseInfo = "licenseInfo";	COMMENT
LOW	Kavita.Models/Constants/PolicyConstants.cs	1	using System.Collections.Immutable;	COMMENT
LOW	Kavita.Models/Constants/PolicyConstants.cs	21	public const string DownloadRole = "Download";	COMMENT
LOW	Kavita.Models/Parser/KnownFile.cs	1	using System;	COMMENT
LOW	Kavita.Models/Parser/ParserInfo.cs	21	/// Represents the parsed series from the file or folder	COMMENT
LOW	Kavita.Models/Parser/ParserInfo.cs	41	/// <example>Beastars v01 (digital).cbz</example>	COMMENT
LOW	Kavita.Models/Parser/ParserInfo.cs	61	public IReadOnlyList<string> UnchangedFiles { get; set; } = [];	COMMENT
380 more matches not shown…

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	Kavita.Services/BookService.cs	727	var person = epubBook.Schema.Package.Metadata.Creators.SingleOrDefault(c => c.Id == creatorId);	CODE
CRITICAL	Kavita.Database/Repositories/UserRepository.cs	263	.Where(c => c.Volume.Series.Library.AppUsers.Any(user => user.Id == userId))	CODE
CRITICAL	Kavita.Database/Repositories/UserRepository.cs	293	.Where(c => c.Volume.Series.Library.AppUsers.Any(user => user.Id == userId))	CODE

Verbosity Indicators11 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	UI/Web/src/app/shared/_services/download.service.ts	659	// We need to check if this instance has items or not	COMMENT
LOW	…der/_components/manga-reader/manga-reader.component.ts	1015	// If we are in double mode, we need to check if our current page is on a right edge or not, if so adjust by decrement	COMMENT
LOW	…eader/_components/book-reader/book-reader.component.ts	1602	// We need to check if we are paging back, because we need to adjust the scroll	COMMENT
LOW	Kavita.Services/DirectoryService.cs	1129	// We need to check if the directory is not a blacklisted (ie __MACOSX)	COMMENT
LOW⚡	Kavita.Services.Tests/ImageServiceTests.cs	38	// Step 1: Delete any images that have _output in the name	COMMENT
LOW⚡	Kavita.Services.Tests/ImageServiceTests.cs	45	// Step 2: Scan the _testDirectory for images	COMMENT
LOW⚡	Kavita.Services.Tests/ImageServiceTests.cs	51	// Step 3: Process each image	COMMENT
LOW⚡	Kavita.Services.Tests/ImageServiceTests.cs	127	// Step 1: Delete any images that have _output in the name	COMMENT
LOW⚡	Kavita.Services.Tests/ImageServiceTests.cs	134	// Step 2: Scan the _testDirectory for images	COMMENT
LOW⚡	Kavita.Services.Tests/ImageServiceTests.cs	140	// Step 3: Process each image	COMMENT
LOW	Kavita.Services.Tests/ImageServiceTests.cs	153	// Step 4: Generate HTML file	COMMENT

Fake / Example Data19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	Kavita.Services.Tests/ExternalMetadataServiceTests.cs	3706	Assert.Equal(["John Doe"], postSeries.Metadata.People.Where(p => p.Role == PersonRole.Writer).Select(p => p.Pers	CODE
LOW	Kavita.Services.Tests/ExternalMetadataServiceTests.cs	3785	Assert.Equal(new[]{"John Doe", "Johnny Twowheeler"}.OrderBy(s => s),	CODE
LOW	Kavita.Services.Tests/ExternalMetadataServiceTests.cs	3790	.FirstOrDefault(p => p.Person.Name == "John Doe")!.KavitaPlusConnection);	CODE
LOW	Kavita.Services.Tests/ExternalMetadataServiceTests.cs	3912	Assert.Equal(new[]{"John Doe"}.OrderBy(s => s),	CODE
LOW	Kavita.Services.Tests/ExternalMetadataServiceTests.cs	3948	context.Person.Add(new PersonBuilder("John Doe").Build());	CODE
LOW	Kavita.Services.Tests/ExternalMetadataServiceTests.cs	3991	context.Person.Add(new PersonBuilder("John Doe").WithAlias("Doe John").Build());	CODE
LOW	Kavita.Services.Tests/ExternalMetadataServiceTests.cs	4048	Staff = [CreateStaff("John", "Doe Doe", "Story"), CreateStaff("Doe", "John Doe", "Story")]	CODE
LOW	Kavita.Services.Tests/ExternalMetadataServiceTests.cs	4128	Assert.Equal(["John Doe"], postSeries.Metadata.People.Where(p => p.Role == PersonRole.Character).Select(p => p.P	CODE
LOW	Kavita.Services.Tests/ExternalMetadataServiceTests.cs	4207	Assert.Equal(new[]{"John Doe", "Johnny Twowheeler"}.OrderBy(s => s),	CODE
LOW	Kavita.Services.Tests/ExternalMetadataServiceTests.cs	4212	.FirstOrDefault(p => p.Person.Name == "John Doe")!.KavitaPlusConnection);	CODE
LOW	Kavita.Services.Tests/ExternalMetadataServiceTests.cs	4334	Assert.Equal(new[]{"John Doe"}.OrderBy(s => s),	CODE
LOW	Kavita.Services.Tests/Extensions/PersonFilterTests.cs	25	new PersonBuilder("Jane Doe").Build()	CODE
LOW	Kavita.Services.Tests/Extensions/PersonFilterTests.cs	55	Assert.Equal("Jane Doe", result[0].Name);	CODE
LOW	Kavita.Services.Tests/Extensions/PersonFilterTests.cs	83	Assert.Equal("Jane Doe", result[0].Name);	CODE
LOW	Kavita.Services.Tests/Helpers/PersonHelperTests.cs	67	var existingPerson2 = new PersonBuilder("Jane Doe").Build();	CODE
LOW	Kavita.Services.Tests/Helpers/PersonHelperTests.cs	90	Assert.DoesNotContain(people, p => p.Name == "Jane Doe");	CODE
LOW	Kavita.Services.Tests/Helpers/PersonHelperTests.cs	94	Assert.DoesNotContain("Jane Doe", chapterPeople);	CODE
LOW	scripts/generate_readinglists.py	27	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor "	CODE
LOW	scripts/generate_readinglists.py	27	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor "	CODE

Structural Annotation Overuse7 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW⚡	Kavita.Services.Tests/ImageServiceTests.cs	38	// Step 1: Delete any images that have _output in the name	COMMENT
LOW⚡	Kavita.Services.Tests/ImageServiceTests.cs	45	// Step 2: Scan the _testDirectory for images	COMMENT
LOW⚡	Kavita.Services.Tests/ImageServiceTests.cs	51	// Step 3: Process each image	COMMENT
LOW⚡	Kavita.Services.Tests/ImageServiceTests.cs	127	// Step 1: Delete any images that have _output in the name	COMMENT
LOW⚡	Kavita.Services.Tests/ImageServiceTests.cs	134	// Step 2: Scan the _testDirectory for images	COMMENT
LOW⚡	Kavita.Services.Tests/ImageServiceTests.cs	140	// Step 3: Process each image	COMMENT
LOW	Kavita.Services.Tests/ImageServiceTests.cs	153	// Step 4: Generate HTML file	COMMENT

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/src/app/manga-reader/_service/manga-reader.service.ts	262	// Multiple criteria for more robust detection	COMMENT
MEDIUM	Kavita.Models/DTOs/Koreader/KoreaderBookDto.cs	29	/// Essentially, it is Koreader's equivalent to ProgressDto.BookScrollId.	COMMENT
MEDIUM	Kavita.API/Services/Scanner/IFolderWatchService.cs	20	/// Essentially stops then starts watching. Useful if there is a change in folders or libraries	COMMENT

Decorative Section Separators3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	Kavita.Services.Tests/FileCacheServiceTests.cs	36	// ── GetOrFetchAsync ───────────────────────────────────────────────────────	COMMENT
MEDIUM	Kavita.Services.Tests/FileCacheServiceTests.cs	168	// ── Invalidate ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	Kavita.Services.Tests/FileCacheServiceTests.cs	189	// ── InvalidatePrefix ──────────────────────────────────────────────────────	COMMENT

Hyper-Verbose Identifiers6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	….9.2/manual-migration-remove-persisted-translations.ts	15	export function manualMigrationRemovePersistedTranslations() {	CODE
LOW	UI/Web/src/app/_helpers/form-debug.ts	12	export function analyzeFormGroupValidation(formGroup: FormGroup, basePath: string = ''): ValidationIssue[] {	CODE
LOW	UI/Web/src/app/_helpers/form-debug.ts	90	export function getFormGroupValidationReport(formGroup: FormGroup, basePath: string = ''): string {	CODE
LOW	UI/Web/src/app/_interceptors/error.interceptor.ts	137	function handlePayloadTooLargeException(toastr: ToastrService) {	CODE
LOW	…etadata-mappings/manage-metadata-mappings.component.ts	71	export function toMetadataMappingsFormModel(settings: MetadataSettings): MetadataMappingsFormModel {	CODE
LOW	…metadata-form/edit-external-metadata-form.component.ts	21	export function applyExternalMetadataIdRules(p: SchemaPathTree<IHasMetadataIds>): void {	CODE

Slop Phrases3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	Kavita.Services/Scanner/Parser.cs	18	// NOTE: If you change this, don't forget to change in the UI (see Series Detail)	COMMENT
LOW	Kavita.Services/Scanner/Parser.cs	32	public const string ImageFileExtensions = @"(\.png\|\.jpeg\|\.jpg\|\.webp\|\.gif\|\.avif)"; // Don't forget to update Cov	CODE
LOW	.github/ISSUE_TEMPLATE/bug_report.yml	13	description: Don't forget to tell us what steps you took so we can try to reproduce.	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	UI/Web/README.md	10	## Code scaffolding	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/ScanReport/scan_report.py	135		CODE

Kareadita/Kavita

Open-Source Code Quality, Security and Technical Debt Review