3.5

Adjusted Signal

3.5

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

23.6K

Stars

PHP

Language

137.3K

Lines of Code

1.1K

Files

395

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 14.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 376 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 14.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 356 finding(s).

PR Review Velocity Impact 14.4/100 · LOW

Which changes need focused human review? 395 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 12LOW 382

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 395 distinct pattern matches across 9 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.

Hyper-Verbose Identifiers345 hits · 375 pts

Severity	File	Line	Snippet	Context
LOW	legacy_tests/Unit/TestCase.php	67	protected function resolveApplicationHttpKernel($app)	CODE
LOW	legacy_tests/Browser/TestCase.php	42	function registerComponentForNextTest($components)	CODE
LOW	legacy_tests/Browser/TestCase.php	49	function wipeRuntimeComponentRegistration()	CODE
LOW	legacy_tests/Browser/TestCase.php	216	protected function resolveApplicationHttpKernel($app)	CODE
LOW	legacy_tests/Browser/FileDownloads/Test.php	237	public function downloadWithContentTypeHeader($contentType = null)	CODE
LOW	legacy_tests/Browser/FileDownloads/Test.php	247	public function downloadAnUntitledFileWithContentTypeHeader($contentType = 'text/html')	CODE
LOW	legacy_tests/Browser/FileDownloads/Test.php	269	public function downloadFromResponseWithContentTypeHeader()	CODE
LOW	legacy_tests/Browser/FileDownloads/Test.php	283	public function downloadQuotedContentDispositionFilename()	CODE
LOW	legacy_tests/Browser/FileDownloads/Test.php	293	public function downloadQuotedContentDispositionFilenameFromResponse()	CODE
LOW	js/debounce.js	41	export function callAndClearComponentDebounces(component, callback) {	CODE
LOW	js/evaluator.js	51	export function isEvaluatingReactiveExpression() {	CODE
LOW	js/evaluator.js	55	export function evaluateReactiveExpression(el, expression, options = {}) {	CODE
LOW	js/fragment.js	128	export function findMatchingEndMarkerNode(startMarkerNode, metadata) {	CODE
LOW	js/fragment.js	146	export function extractInnerHtmlFromFragmentHtml(fragmentHtml) {	CODE
LOW	js/fragment.js	158	export function extractFragmentMetadataFromHtml(fragmentHtml) {	CODE
LOW	js/fragment.js	170	export function extractFragmentMetadataFromMarkerNode(startMarkerNode) {	CODE
LOW	js/directives.js	5	export function matchesForLivewireDirective(attributeName) {	CODE
LOW	js/directives.js	47	export function customDirectiveHasBeenRegistered(name) {	CODE
LOW	js/lifecycle.js	132	function ensureLivewireScriptIsntMisplaced() {	CODE
LOW	js/directives/wire-transition.js	79	export function skipTransitionWhenTopLayerOpens(transition) {	CODE
LOW⚡	js/directives/wire-poll.js	100	function theDirectiveIsOffTheElement(el) {	CODE
LOW⚡	js/directives/wire-poll.js	104	function theDirectiveIsMissingKeepAlive(directive) {	CODE
LOW⚡	js/directives/wire-poll.js	112	function theElementIsNotInTheViewport(el) {	CODE
LOW	js/directives/wire-model.js	190	function componentIsMissingProperty(component, property) {	CODE
LOW	js/directives/shared.js	2	export function toggleBooleanStateDirective(el, directive, isTruthy, cachedDisplay = null) {	CODE
LOW	js/directives/wire-loading.js	109	function whenTargetsArePartOfRequest(component, el, targets, inverted, [ startLoading, endLoading ]) {	CODE
LOW	js/directives/wire-loading.js	183	function whenTargetsArePartOfFileUpload(component, targets, [ startLoading, endLoading ]) {	CODE
LOW	js/plugins/navigate/transition.js	61	function setNavigateTransitionNames(root) {	CODE
LOW	js/plugins/navigate/scroll.js	2	export function storeScrollInformationInHtmlBeforeNavigatingAway() {	CODE
LOW	js/plugins/navigate/scroll.js	15	export function restoreScrollPositionOrScrollToTop({ scrollToFragment = false, snapshotHtml = null } = {}) {	CODE
LOW	js/plugins/navigate/persist.js	5	export function storePersistantElementsForLater(callback) {	CODE
LOW	js/plugins/navigate/persist.js	19	export function putPersistantElementsBack(callback) {	CODE
LOW	js/plugins/navigate/page.js	11	export function swapCurrentPageWithNewHtml(html, andThen) {	CODE
LOW	js/plugins/navigate/page.js	44	function prepNewBodyScriptTagsToRun(newBody, oldBodyScriptTagHashes) {	CODE
LOW	js/plugins/navigate/page.js	163	async function injectScriptTagAndWaitForItToFullyLoad(script) {	CODE
LOW	js/plugins/navigate/page.js	182	function ifTheQueryStringChangedSinceLastRequest(el, currentHeadChildren) {	CODE
LOW	js/plugins/navigate/links.js	63	export function whenThisLinkIsHoveredOrFocusedFor(el, ms = 60, callback) {	CODE
LOW	js/plugins/navigate/links.js	80	export function extractDestinationFromLink(linkEl) {	CODE
LOW	js/plugins/navigate/links.js	84	export function createUrlObjectFromString(urlString) {	CODE
LOW	js/plugins/navigate/links.js	103	export function linkShouldBeHandledNatively(linkEl, destination = extractDestinationFromLink(linkEl)) {	CODE
LOW	js/plugins/navigate/links.js	116	export function getUriStringFromUrlObject(urlObject) {	CODE
LOW	js/plugins/navigate/index.js	294	function fetchHtmlOrUsePrefetchedHtml(fromDestination, callback, errorCallback) {	CODE
LOW	js/plugins/navigate/index.js	304	function preventAlpineFromPickingUpDomChanges(Alpine, callback) {	CODE
LOW	js/plugins/navigate/index.js	316	function fireEventForOtherLibrariesToHookInto(name, detail) {	CODE
LOW⚡	js/plugins/navigate/index.js	328	function nowInitializeAlpineOnTheNewPage(Alpine) {	CODE
LOW⚡	js/plugins/navigate/index.js	334	function autofocusElementsWithTheAutofocusAttribute() {	CODE
LOW⚡	js/plugins/navigate/index.js	338	function cleanupAlpineElementsOnThePageThatArentInsideAPersistedElement() {	CODE
LOW	js/plugins/navigate/teleport.js	11	export function removeAnyLeftOverStaleTeleportTargets(body) {	CODE
LOW⚡	js/plugins/navigate/history.js	68	export function updateCurrentPageHtmlInHistoryStateForLaterBackButtonClicks() {	CODE
LOW⚡	js/plugins/navigate/history.js	77	export function updateCurrentPageHtmlInSnapshotCacheForLaterBackButtonClicks(key, url) {	CODE
LOW⚡	js/plugins/navigate/history.js	83	export function whenTheBackOrForwardButtonIsClicked(	CODE
LOW	js/plugins/navigate/history.js	139	export function updateUrlAndStoreLatestHtmlForFutureBackButtons(	CODE
LOW	js/plugins/navigate/prefetch.js	34	export function storeThePrefetchedHtmlForWhenALinkIsClicked(html, destination, finalDestination) {	CODE
LOW	js/plugins/navigate/bar.js	32	export function removeAnyLeftOverStaleProgressBars() {	CODE
LOW	js/features/supportQueryString.js	85	function normalizeQueryStringEntry(key, value) {	CODE
LOW	js/features/supportNavigate.js	19	export function shouldRedirectUsingNavigateOr(effects, url, or) {	CODE
LOW	js/features/supportScriptsAndAssets.js	66	function onlyIfScriptHasntBeenRunAlreadyForThisComponent(component, key, callback) {	CODE
LOW	js/features/supportScriptsAndAssets.js	92	async function onlyIfAssetsHaventBeenLoadedAlreadyOnThisPage(key, callback) {	CODE
LOW	js/request/index.js	74	export function interceptComponentMessage(component, actionNameOrCallback, maybeCallback) {	CODE
LOW	js/request/index.js	89	export function interceptComponentRequest(component, actionNameOrCallback, maybeCallback) {	CODE
285 more matches not shown…

Decorative Section Separators11 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/worktree.sh	4	# ── Resolve the repo root from this script's location ────────────────────────	COMMENT
MEDIUM	scripts/worktree.sh	7	# ── Usage ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/worktree.sh	26	# ── Check if it already exists ───────────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/worktree.sh	34	# ── Fetch & create ───────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/worktree.sh	41	# ── Install deps ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/worktree.sh	57	# ── Done ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/cleanup-worktree.sh	4	# ── Resolve the repo root from this script's location ────────────────────────	COMMENT
MEDIUM	scripts/cleanup-worktree.sh	7	# ── Usage ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/cleanup-worktree.sh	23	# ── Validate ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/cleanup-worktree.sh	29	# ── Remove ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/cleanup-worktree.sh	33	# ── Prune any stale worktree references ──────────────────────────────────────	COMMENT

Structural Annotation Overuse16 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW	.claude/skills/summarize-activity/SKILL.md	15	## Step 1: Parse timeframe	COMMENT
LOW	.claude/skills/summarize-activity/SKILL.md	33	## Step 2: Fetch activity in parallel	COMMENT
LOW	.claude/skills/summarize-activity/SKILL.md	88	## Step 3: Fetch comment threads for active items	COMMENT
LOW	.claude/skills/summarize-activity/SKILL.md	118	## Step 4: Filter by timeframe	COMMENT
LOW	.claude/skills/summarize-activity/SKILL.md	125	## Step 5: Analyze and write report	COMMENT
LOW⚡	.claude/skills/review-pr/SKILL.md	15	## Step 1: Pick a PR	COMMENT
LOW⚡	.claude/skills/review-pr/SKILL.md	23	## Step 2: Check if already reviewed	COMMENT
LOW⚡	.claude/skills/review-pr/SKILL.md	33	## Step 3: Fetch PR data	COMMENT
LOW⚡	.claude/skills/review-pr/SKILL.md	44	## Step 4: Checkout locally and merge main	COMMENT
LOW⚡	.claude/skills/review-pr/SKILL.md	53	## Step 5: Read and classify	COMMENT
LOW⚡	.claude/skills/review-pr/SKILL.md	63	## Step 6: Challenge the contributor's framing	COMMENT
LOW⚡	.claude/skills/review-pr/SKILL.md	72	## Step 7: Evaluate	COMMENT
LOW	.claude/skills/review-pr/SKILL.md	112	## Step 8: Run relevant tests only	COMMENT
LOW	.claude/skills/review-pr/SKILL.md	145	## Step 9: Make fixes directly	COMMENT
LOW	.claude/skills/review-pr/SKILL.md	166	## Step 10: Push to PR branch	COMMENT
LOW	.claude/skills/review-pr/SKILL.md	199	## Step 11: Post verdict comment	COMMENT

Over-Commented Block12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	close.bash	21	# for pid in ${vscode_renderer_pids}; do	COMMENT
LOW	legacy_tests/Browser/TestCase.php	101	// ->filter(function ($class) {	COMMENT
LOW	legacy_tests/Browser/TestCase.php	121	// \LegacyTests\Browser\SyncHistory\ComponentWithoutQueryString::class	COMMENT
LOW	legacy_tests/Browser/QueryString/Test.php	161		COMMENT
LOW	legacy_tests/Browser/FileDownloads/Test.php	101	// succeed(({ effects }) => {	COMMENT
LOW	legacy_tests/Browser/DataBinding/InputSelect/Test.php	81	// ->assertSeeIn('@output', '3')	COMMENT
LOW	js/plugins/history/index.js	81	// The new strategy needs to be something like:	COMMENT
LOW	docs/javascript.md	841	// Scope the next action to a named island...	COMMENT
LOW	scripts/laravel.php	61	// Illuminate\Broadcasting\BroadcastServiceProvider::class,	COMMENT
LOW	src/Features/SupportCompiledWireKeys/BrowserTest.php	501	// https://github.com/livewire/livewire/discussions/8877	COMMENT
LOW	src/Features/SupportReleaseTokens/UnitTest.php	61	ComponentWithReleaseToken::$releaseToken = 'bob';	COMMENT
LOW	src/Features/SupportJsModules/BrowserTest.php	61	{	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	….obsidian/plugins/obsidian-languagetool-plugin/main.js	1	"use strict";var e=require("obsidian"),t=require("path"),n=require("@codemirror/view"),r=require("@codemirror/state"),i=	CODE

Fake / Example Data7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	…y_tests/Browser/DataBinding/InputSelect/view.blade.php	24	<select wire:model.live="placeholder" dusk="placeholder.input">	CODE
LOW	docs/wire-model.md	225	As you can see, there is no "placeholder" attribute for a select menu like there is for text inputs. Instead, you have t	CODE
LOW	src/Features/SupportValidation/UnitTest.php	1443	public $emails = ['foo@bar.com', 'invalid-email'];	CODE
LOW	src/Features/SupportLazyLoading/BrowserTest.php	393	return view('placeholder', $params);	CODE
LOW	src/Features/SupportModels/BrowserTest.php	104	<span dusk="placeholder">{{ $placeholder }}</span>	CODE
LOW	src/Features/SupportCSP/BrowserTest.php	162	->type('@name', 'John Doe')	CODE
LOW	src/Features/SupportCSP/BrowserTest.php	373	->type('@name', 'John Doe')	CODE

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/.obsidian/plugins/obsidian-dynamic-toc/main.js	2	`)}function J(i,e){let t=i.map(a=>a.level).reduce((a,d)=>Math.min(a,d)),n=i.filter(a=>a.level===t),s=e.delimiter?e.delim	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	js/directives/wire-loading.js	230	// If the property is nested, like `foo.bar`, we need to check if the root `foo` is the target.	COMMENT

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/bump-alpine.js	30	console.log(`\nDone. Alpine updated to ^${latest}. Don't forget to commit package.json and package-lock.json.`)	CODE

livewire/livewire

Open-Source Code Quality, Security and Technical Debt Review