0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-23

Last Push

14.9K

Stars

JavaScript

Language

218.9K

Lines of Code

819

Files

140

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? 84 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.0/100 · LOW

Are imports declared and package/API names verified? 56 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 16 finding(s).

PR Review Velocity Impact 3.9/100 · LOW

Which changes need focused human review? 140 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 2HIGH 1MEDIUM 5LOW 132

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 140 distinct pattern matches across 10 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.

Fake / Example Data53 hits · 65 pts

Severity	File	Line	Snippet	Context
LOW	test/server/utils/ffmpegHelpers.test.js	15	artist: 'John Doe',	CODE
LOW⚡	test/server/utils/parsers/parseNameString.test.js	24	expect(result.names).to.deep.equal(['John Smith', 'Jane Doe'])	CODE
LOW⚡	test/server/utils/parsers/parseNameString.test.js	29	expect(result.names).to.deep.equal(['John Smith', 'Jane Doe'])	CODE
LOW⚡	test/server/utils/parsers/parseNameString.test.js	34	expect(result.names).to.deep.equal(['John Smith', 'Jane Doe', 'John Doe'])	CODE
LOW⚡	test/server/utils/parsers/parseNameString.test.js	34	expect(result.names).to.deep.equal(['John Smith', 'Jane Doe', 'John Doe'])	CODE
LOW⚡	test/server/utils/parsers/parseNameString.test.js	39	expect(result.names).to.deep.equal(['John Smith', 'Jane Doe'])	CODE
LOW⚡	test/server/utils/parsers/parseNameString.test.js	44	expect(result.names).to.deep.equal(['John Smith', 'Jane Doe'])	CODE
LOW⚡	test/server/finders/BookFinder.test.js	405	const bookResults = [{ duration: 10, title: 'The Great Novel', author: 'John Doe' }]	CODE
LOW⚡	test/server/finders/BookFinder.test.js	407	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel', 'John Doe')	CODE
LOW⚡	test/server/finders/BookFinder.test.js	416	const bookResults = [{ duration: 21, title: 'The Great Novel', author: 'John Doe' }] // 21 min, diff = 11 min	CODE
LOW⚡	test/server/finders/BookFinder.test.js	418	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel', 'John Doe')	CODE
LOW⚡	test/server/finders/BookFinder.test.js	427	const bookResults = [{ duration: 16, title: 'The Great Novel', author: 'John Doe' }] // 16 min, diff = 6 min	CODE
LOW⚡	test/server/finders/BookFinder.test.js	429	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel', 'John Doe')	CODE
LOW⚡	test/server/finders/BookFinder.test.js	438	const bookResults = [{ duration: 14, title: 'The Great Novel', author: 'John Doe' }] // 14 min, diff = 4 min	CODE
LOW⚡	test/server/finders/BookFinder.test.js	440	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel', 'John Doe')	CODE
LOW⚡	test/server/finders/BookFinder.test.js	449	const bookResults = [{ duration: 11, title: 'The Great Novel', author: 'John Doe' }] // 11 min, diff = 1 min	CODE
LOW⚡	test/server/finders/BookFinder.test.js	451	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel', 'John Doe')	CODE
LOW⚡	test/server/finders/BookFinder.test.js	460	const bookResults = [{ duration: 10, title: 'The Great Novel', author: 'John Doe' }]	CODE
LOW⚡	test/server/finders/BookFinder.test.js	462	const results = await bookFinder.search({ media: {} }, provider, 'The Great Novel', 'John Doe')	CODE
LOW⚡	test/server/finders/BookFinder.test.js	469	const bookResults = [{ title: 'The Great Novel', author: 'John Doe' }] // No duration in book	CODE
LOW⚡	test/server/finders/BookFinder.test.js	471	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel', 'John Doe')	CODE
LOW⚡	test/server/finders/BookFinder.test.js	478	const bookResults = [{ duration: 10, title: 'Novel', author: 'John Doe' }]	CODE
LOW⚡	test/server/finders/BookFinder.test.js	484	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'Novel Ex', 'John Doe')	CODE
LOW⚡	test/server/finders/BookFinder.test.js	508	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel', 'John Doe')	CODE
LOW⚡	test/server/finders/BookFinder.test.js	515	const bookResults = [{ duration: 10, title: 'The Great Novel', author: 'John Doe' }]	CODE
LOW⚡	test/server/finders/BookFinder.test.js	524	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel', 'John Doe')	CODE
LOW⚡	test/server/finders/BookFinder.test.js	533	const bookResults = [{ duration: 10, title: 'The Great Novel', author: 'John Doe' }]	CODE
LOW⚡	test/server/finders/BookFinder.test.js	542	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel', 'John Doe')	CODE
LOW⚡	test/server/finders/BookFinder.test.js	554	const bookResults = [{ duration: 10, title: 'The Great Novel', subtitle: 'A Novel', author: 'John Doe' }]	CODE
LOW⚡	test/server/finders/BookFinder.test.js	556	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel: A Novel', 'John	CODE
LOW⚡	test/server/finders/BookFinder.test.js	561	const bookResults = [{ duration: 10, title: 'The Great Novel', subtitle: 'A Novel', author: 'John Doe' }]	CODE
LOW⚡	test/server/finders/BookFinder.test.js	563	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel', 'John Doe')	CODE
LOW⚡	test/server/finders/BookFinder.test.js	569	const bookResults = [{ duration: 10, title: 'The Great Novel', author: 'John Doe' }]	CODE
LOW⚡	test/server/finders/BookFinder.test.js	572	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel - A Novel', 'Jo	CODE
LOW⚡	test/server/finders/BookFinder.test.js	577	const bookResults = [{ duration: 10, title: 'The Great Novel', author: 'John Doe' }]	CODE
LOW	test/server/finders/BookFinder.test.js	589	const bookResults = [{ title: 'The Great Novel', author: 'John Doe' }]	CODE
LOW	test/server/finders/BookFinder.test.js	591	const results = await bookFinder.search(libraryItemPerfectDuration, provider, 'The Great Novel', 'John Doe')	CODE
LOW	client/cypress/tests/components/cards/AuthorCard.cy.js	10	name: 'John Doe',	CODE
LOW	client/cypress/tests/components/cards/AuthorCard.cy.js	79	.and('have.text', 'John Doe')	CODE
LOW	client/cypress/tests/components/cards/AuthorCard.cy.js	137	$post: cy.stub().resolves({ updated: false, author: { name: 'John Doe' } })	CODE
LOW	client/cypress/tests/components/cards/AuthorCard.cy.js	159	$post: cy.stub().resolves({ updated: true, author: { name: 'John Doe' } })	CODE
LOW	client/cypress/tests/components/cards/AuthorCard.cy.js	181	$post: cy.stub().resolves({ updated: true, author: { name: 'John Doe', imagePath: 'path/to/image' } })	CODE
LOW	…ient/cypress/tests/components/cards/NarratorCard.cy.js	5	name: 'John Doe',	CODE
LOW	…ient/cypress/tests/components/cards/NarratorCard.cy.js	36	cy.get('&name').should('have.text', 'John Doe')	CODE
LOW	…ient/cypress/tests/components/cards/NarratorCard.cy.js	47	let propsData = { narrator: { name: 'John Doe', numBooks: 1 }, width: 200, height: 150 }	CODE
LOW⚡	client/cypress/tests/components/cards/ItemSlider.cy.js	8	{ name: 'John Doe', numBooks: 5 },	CODE
LOW⚡	client/cypress/tests/components/cards/ItemSlider.cy.js	9	{ name: 'Jane Doe', numBooks: 3 },	CODE
LOW⚡	client/cypress/tests/components/cards/ItemSlider.cy.js	14	{ id: 1, name: 'John Doe', numBooks: 5 },	CODE
LOW⚡	client/cypress/tests/components/cards/ItemSlider.cy.js	15	{ id: 2, name: 'Jane Doe', numBooks: 3 },	CODE
LOW	client/components/ui/TextInput.vue	3	<input :id="inputId" :name="inputName" ref="input" v-model="inputValue" :type="actualType" :step="step" :min="min" :	CODE
LOW	client/components/ui/TextareaInput.vue	2	<textarea ref="input" v-model="inputValue" :rows="rows" :readonly="readonly" :disabled="disabled" :placeholder="placeh	CODE
LOW	client/components/ui/EditableText.vue	2	<input ref="input" v-model="inputValue" :type="type" :readonly="readonly" :disabled="disabled" :placeholder="placehold	CODE
LOW	client/components/ui/VueTrix.vue	34	<trix-editor :toolbar="toolbarId" :contenteditable="!disabledEditor" :class="['trix-content']" ref="trix" :input="co	CODE

Over-Commented Block44 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yml	1	### EXAMPLE DOCKER COMPOSE ###	COMMENT
LOW	docker-compose.yml	21	# you are running ABS on	COMMENT
LOW	server/providers/FantLab.js	1	const axios = require('axios')	COMMENT
LOW	server/libs/async/index.js	1	//	COMMENT
LOW	server/libs/umzug/storage/json.js	61	//# sourceMappingURL=json.js.map	COMMENT
LOW	…ver/libs/archiver/archiverUtils/stringDecoder/index.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	server/libs/archiver/archiverUtils/minimatch/index.js	101	// a{b,c}d -> abd acd	COMMENT
LOW	server/libs/archiver/archiverUtils/minimatch/index.js	281	if (p === false) return false	COMMENT
LOW	server/libs/archiver/archiverUtils/minimatch/index.js	301	// - matchOne(b/x/y/z/c, b/**/c)	COMMENT
LOW	server/libs/archiver/archiverUtils/minimatch/index.js	381	// If the file ends in /, then it can only match a	COMMENT
LOW	server/libs/archiver/archiverUtils/minimatch/index.js	601	// a right bracket shall lose its special	COMMENT
LOW	…r/libs/archiver/archiverUtils/readableStream/stream.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	…erUtils/readableStream/internal/streams/passthrough.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	…hiverUtils/readableStream/internal/streams/readable.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	…hiverUtils/readableStream/internal/streams/readable.js	401	// 2. If that resulting state will trigger a _read, then call _read.	COMMENT
LOW	…hiverUtils/readableStream/internal/streams/readable.js	541	// it's in progress.	COMMENT
LOW	…hiverUtils/readableStream/internal/streams/readable.js	561	// - No data in the buffer, and the stream is in flowing mode. In this mode	COMMENT
LOW	…hiverUtils/readableStream/internal/streams/writable.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	…iverUtils/readableStream/internal/streams/transform.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	…iverUtils/readableStream/internal/streams/transform.js	21	// a transform stream is a readable/writable stream where you do	COMMENT
LOW	…iverUtils/readableStream/internal/streams/transform.js	41	// _read(n) is called, it transforms the queued up data, calling the	COMMENT
LOW	…rchiverUtils/readableStream/internal/streams/duplex.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	server/libs/archiver/archiverUtils/glob/index.js	1	// Approach:	COMMENT
LOW	server/libs/archiver/archiverUtils/glob/index.js	21	// // by pruning it out, and testing the resulting pattern	COMMENT
LOW	server/libs/archiver/archiverUtils/fsRealpath/old.js	1	/* istanbul ignore file - tested in node */	COMMENT
LOW	…/lazystream/readable-stream/lib/_stream_passthrough.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	…ls/lazystream/readable-stream/lib/_stream_transform.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	…ls/lazystream/readable-stream/lib/_stream_transform.js	21		COMMENT
LOW	…ls/lazystream/readable-stream/lib/_stream_transform.js	41	// In a transform stream, the written data is placed in a buffer. When	COMMENT
LOW	…Utils/lazystream/readable-stream/lib/_stream_duplex.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	…ils/lazystream/readable-stream/lib/_stream_readable.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	…ils/lazystream/readable-stream/lib/_stream_readable.js	401	}	COMMENT
LOW	…ils/lazystream/readable-stream/lib/_stream_writable.js	1	// Copyright Joyent, Inc. and other Node contributors.	COMMENT
LOW	…ils/lazystream/readable-stream/lib/_stream_writable.js	141	// when 'finish' is emitted	COMMENT
LOW	server/libs/libarchive/wasm-module.js	161	// void * archive_open( const void * buffer, size_t buffer_size)	COMMENT
LOW	server/libs/sanitizeHtml/index.js	81		COMMENT
LOW	server/libs/sanitizeHtml/index.js	381	// Chrome accepts \ as a substitute for / in the // at the	COMMENT
LOW	server/libs/sanitizeHtml/index.js	421	}	COMMENT
LOW	server/libs/sanitizeHtml/index.js	441	// if (!parsed.length) {	COMMENT
LOW	server/libs/sanitizeHtml/index.js	481	if (a === 'style') {	COMMENT
LOW	server/libs/fsExtra/remove/rimraf.js	61	// Two possible strategies.	COMMENT
LOW	server/finders/BookFinder.js	461	*/	COMMENT
LOW	client/cypress/support/component.js	1	// ***********************************************************	COMMENT
LOW	client/cypress/support/commands.js	1	// ***********************************************	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	client/components/cards/LazyBookCard.vue	549	subitems: this.store.state.libraries.ereaderDevices.map((d) => {	CODE
CRITICAL	client/static/libs/marked/index.js	6	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?de	CODE

Modern AI Meta-Vocabulary4 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…er/compress-commons/archivers/archive-output-stream.js	32	// scaffold only	COMMENT
MEDIUM⚡	…er/compress-commons/archivers/archive-output-stream.js	36	// scaffold only	COMMENT
MEDIUM⚡	…er/compress-commons/archivers/archive-output-stream.js	46	// scaffold only	COMMENT
MEDIUM⚡	…er/compress-commons/archivers/archive-output-stream.js	50	// scaffold only	COMMENT

Verbosity Indicators10 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	server/managers/MigrationManager.js	118	// Step 3: If migration fails, save the failed original and restore the backup	COMMENT
LOW⚡	server/utils/scandir.js	49	// Step 1: Filter out non-book-media files in root dir (with depth of 0)	COMMENT
LOW⚡	server/utils/scandir.js	54	// Step 2: Separate media files and other files	COMMENT
LOW	server/utils/scandir.js	68	// Step 3: Group media files (or non-media files if includeNonMediaFiles is true) in library items	COMMENT
LOW	server/utils/scandir.js	102	// Step 4: Add other files into library item groups	COMMENT
LOW	server/utils/queries/libraryItemsBookFilters.js	852	// Step 1: Get the first book of every series that hasnt been started yet	COMMENT
LOW	server/utils/queries/libraryItemsBookFilters.js	996	// Step 3: Map books to library items	COMMENT
LOW	…ver/libs/archiver/archiverUtils/stringDecoder/index.js	233	// number of bytes available, we need to check if we end on a leading/high	COMMENT
LOW	…hiverUtils/readableStream/internal/streams/readable.js	840	// We need to check if there is someone still listening to	COMMENT
LOW	…hiverUtils/readableStream/internal/streams/readable.js	858	// We need to check if there is someone still listening to	COMMENT

Hyper-Verbose Identifiers16 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	server/utils/podcastUtils.js	78	function extractFirstArrayItemString(json, key) {	CODE
LOW	server/utils/ffmpegHelpers.js	302	async function addCoverAndMetadataToFile(audioFilePath, coverFilePath, metadataFilePath, track, mimeType, progressCB = n	CODE
LOW⚡	server/utils/scandir.js	48	function groupFileItemsIntoLibraryItemDirs(mediaType, fileItems, audiobooksOnly, includeNonMediaFiles = false) {	CODE
LOW	server/utils/parsers/parseOverdriveMediaMarkers.js	6	function cleanOverdriveMediaMarkers(overdriveMediaMarkers) {	CODE
LOW	server/utils/parsers/parseOverdriveMediaMarkers.js	63	function objectValuesArrayToString(arrayOfObjects) {	CODE
LOW	server/libs/nodeStreamZip/index.js	224	function readCentralDirectoryComplete() {	CODE
LOW	server/libs/requestIp/index.js	16	function getClientIpFromXForwardedFor(value) {	CODE
LOW	server/libs/umzug/storage/mongodb.js	4	function isMongoDBCollectionOptions(arg) {	CODE
LOW	…hiverUtils/readableStream/internal/streams/readable.js	756	return function pipeOnDrainFunctionResult() {	CODE
LOW	server/libs/libarchive/wasm-libarchive.js	11	var Module = typeof libarchive !== "undefined" ? libarchive : {}; var moduleOverrides = {}; var key; for (key in M	CODE
LOW	server/controllers/LibraryItemController.js	48	function ensureUserCanAccessLibraryItemsForBatch(req, res, libraryItems) {	CODE
LOW	server/scanner/LibraryScanner.js	657	async function findLibraryItemByItemToItemInoMatch(libraryId, fullPath) {	CODE
LOW	server/scanner/LibraryScanner.js	668	async function findLibraryItemByItemToFileInoMatch(libraryId, fullPath, isSingleMedia) {	CODE
LOW	server/scanner/LibraryScanner.js	690	async function findLibraryItemByFileToItemInoMatch(libraryId, fullPath, isSingleMedia, itemFiles) {	CODE
LOW	client/components/ui/VueTrix.vue	48	function enableBreakParagraphOnReturn() {	CODE
LOW	client/static/libarchive/wasm-gen/libarchive.js	8	var Module = typeof libarchive !== "undefined" ? libarchive : {}; var moduleOverrides = {}; var key; for (key in M	CODE

Structural Annotation Overuse7 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	server/managers/MigrationManager.js	118	// Step 3: If migration fails, save the failed original and restore the backup	COMMENT
LOW⚡	server/utils/scandir.js	49	// Step 1: Filter out non-book-media files in root dir (with depth of 0)	COMMENT
LOW⚡	server/utils/scandir.js	54	// Step 2: Separate media files and other files	COMMENT
LOW	server/utils/scandir.js	68	// Step 3: Group media files (or non-media files if includeNonMediaFiles is true) in library items	COMMENT
LOW	server/utils/scandir.js	102	// Step 4: Add other files into library item groups	COMMENT
LOW	server/utils/queries/libraryItemsBookFilters.js	852	// Step 1: Get the first book of every series that hasnt been started yet	COMMENT
LOW	server/utils/queries/libraryItemsBookFilters.js	996	// Step 3: Map books to library items	COMMENT

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	server/libs/libarchive/wasm-module.js	149	print(...text) {	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	server/utils/parsers/parseOverdriveMediaMarkers.js	112	// this allows us to leverage the individual track durations when calculating the start times of chapters in track	COMMENT

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	server/libs/libarchive/wasm-libarchive.js	11	var Module = typeof libarchive !== "undefined" ? libarchive : {}; var moduleOverrides = {}; var key; for (key in M	CODE
LOW	client/static/libarchive/wasm-gen/libarchive.js	8	var Module = typeof libarchive !== "undefined" ? libarchive : {}; var moduleOverrides = {}; var key; for (key in M	CODE

advplyr/audiobookshelf

Open-Source Code Quality, Security and Technical Debt Review