0.1

Adjusted Signal

0.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

21.0K

Stars

TypeScript

Language

1.8M

Lines of Code

1.9K

Files

198

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 0.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 187 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 11 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 127 finding(s).

PR Review Velocity Impact 0.7/100 · LOW

Which changes need focused human review? 198 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 4HIGH 0MEDIUM 4LOW 190

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 198 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.

Hyper-Verbose Identifiers127 hits · 132 pts

Severity	File	Line	Snippet	Context
LOW	frontend/storybook/.storybook/main.ts	46	function patchAnimatedModalToNotThrow(): Plugin {	CODE
LOW	frontend/storybook/.storybook/main.ts	88	export function updateAccountChartButtons() {}	CODE
LOW	frontend/storybook/.storybook/main.ts	110	function stubVirtualLanguageHashes(): Plugin {	CODE
LOW	frontend/__tests__/commandline/navigation.spec.ts	95	export function brokenLinksDoNotTypeCheck(): void {	CODE
LOW	frontend/static/quotes/code_python.json	353	"text": "def combinations_with_replacement(iterable, r):\n\t# combinations_with_replacement('ABC', 2) --> AA AB AC	CODE
LOW	frontend/static/quotes/code_python.json	359	"text": "def combinations_with_replacement(iterable, r):\n\tpool = tuple(iterable)\n\tn = len(pool)\n\tfor indices	CODE
LOW	frontend/static/challenges/sourcecode.txt	3129	async function updateLeaderboardAndNotifyChanges(leaderboardTime) {	CODE
LOW	frontend/static/challenges/sourcecode.txt	20793	export function isSingleListCommandLineActive() {	CODE
LOW	frontend/static/challenges/sourcecode.txt	21041	function generateSingleListOfCommands() {	CODE
LOW	frontend/static/challenges/sourcecode.txt	24215	export function setCurrentWordElementIndex(val) {	CODE
LOW	frontend/static/challenges/sourcecode.txt	24894	export function arrangeCharactersRightToLeft() {	CODE
LOW	frontend/static/challenges/sourcecode.txt	24900	export function arrangeCharactersLeftToRight() {	CODE
LOW	frontend/static/challenges/sourcecode.txt	27244	export function incrementIncompleteSeconds(val) {	CODE
LOW	frontend/static/challenges/sourcecode.txt	27383	export function setKeypressTimingsTooLong() {	CODE
LOW	frontend/src/ts/auth.tsx	582	function getPreferredAuthenticationMethod(	CODE
LOW	frontend/src/ts/auth.tsx	601	export function isUsingAuthenticationReactive(authMethod: AuthMethod): boolean {	CODE
LOW⚡	frontend/src/ts/auth.tsx	620	export function isUsingPasswordAuthentication(): boolean {	CODE
LOW⚡	frontend/src/ts/auth.tsx	630	export function getAuthMethodEmailReactive(	CODE
LOW⚡	frontend/src/ts/auth.tsx	636	export function hasAdditionalAuthMethodsReactive(authMethod: AuthMethod) {	CODE
LOW	frontend/src/ts/firebase.ts	115	export async function signInWithEmailAndPassword(	CODE
LOW	frontend/src/ts/firebase.ts	178	export async function createUserWithEmailAndPassword(	CODE
LOW	frontend/src/ts/test/words-generator.ts	320	async function applyEnglishPunctuationToWord(word: string): Promise<string> {	CODE
LOW	frontend/src/ts/test/words-generator.ts	379	async function applyBritishEnglishToWord(	CODE
LOW	frontend/src/ts/test/custom-text.ts	169	export function getCustomTextIsPipeDelimiter(	CODE
LOW	frontend/src/ts/test/custom-text.ts	211	export function getCustomTextLongProgress(name: string): number {	CODE
LOW	frontend/src/ts/test/custom-text.ts	218	export function setCustomTextLongProgress(	CODE
LOW	frontend/src/ts/test/screenshot.ts	58	export async function captureAndCopyToClipboard(): Promise<void> {	CODE
LOW	frontend/src/ts/test/test-ui.ts	153	export function afterTestCompositionUpdate(): void {	CODE
LOW	frontend/src/ts/test/english-punctuation.ts	70	function shouldWholeReplacementWordBeCapitalised(	CODE
LOW	frontend/src/ts/test/funbox/active.ts	15	export function isFunboxActiveWithProperty(property: FunboxProperty): boolean {	CODE
LOW	frontend/src/ts/test/funbox/list.ts	62	export function getActiveFunboxesWithProperty(	CODE
LOW	frontend/src/ts/test/funbox/list.ts	74	export function findSingleActiveFunboxWithProperty(	CODE
LOW	frontend/src/ts/test/funbox/list.ts	112	export function isFunboxActiveWithFunction(	CODE
LOW	frontend/src/ts/test/events/data.ts	321	export function logEventsDataToTheConsole(): void {	CODE
LOW	frontend/src/ts/test/events/data.ts	341	export function logEventsDataToTheConsoleTable(): void {	CODE
LOW	frontend/src/ts/test/events/stats.ts	144	export function getStartToFirstKeypressMs(eventLog: EventLog): number {	CODE
LOW	frontend/src/ts/test/events/stats.ts	180	function getRawLastKeypressToEndMs(eventLog: EventLog): number {	CODE
LOW	frontend/src/ts/test/events/stats.ts	320	export function getDateBasedTestDurationMs(eventLog: EventLog): number {	CODE
LOW⚡	frontend/src/ts/test/events/live-cache.ts	50	export function getLiveCachedMsSinceLastInputEvent(): number \| null {	CODE
LOW⚡	frontend/src/ts/test/events/live-cache.ts	54	export function getLiveCachedTimerStartMs(): number \| null {	CODE
LOW⚡	frontend/src/ts/test/events/live-cache.ts	58	export function getLiveCachedTestDurationMs(now: number): number {	CODE
LOW	frontend/src/ts/config/validation.ts	38	export function isConfigValueValidBoolean(key: string, val: boolean): boolean {	CODE
LOW	frontend/src/ts/config/funbox-validation.ts	4	export function canSetConfigWithCurrentFunboxes(	CODE
LOW	frontend/src/ts/config/funbox-validation.ts	77	export function getFunboxUnsupportedReason(	CODE
LOW	frontend/src/ts/config/persistence.ts	41	export function saveFullConfigToLocalStorage(noDbCheck = false): void {	CODE
LOW	frontend/src/ts/input/state.ts	23	export function incrementIncorrectShiftsInARow(): void {	CODE
LOW	frontend/src/ts/input/state.ts	27	export function resetIncorrectShiftsInARow(): void {	CODE
LOW	frontend/src/ts/input/state.ts	47	export function getLastInsertCompositionTextData(): string {	CODE
LOW	frontend/src/ts/input/state.ts	51	export function setLastInsertCompositionTextData(value: string): void {	CODE
LOW	frontend/src/ts/input/input-element.ts	24	export function appendToInputElementValue(value: string): void {	CODE
LOW	frontend/src/ts/input/input-element.ts	38	export function moveInputElementCaretToTheEnd(): void {	CODE
LOW	frontend/src/ts/input/input-element.ts	43	export function replaceInputElementLastValueChar(char: string): void {	CODE
LOW	frontend/src/ts/input/hotkeys/utils.ts	44	function isInteractiveElementFocused(): boolean {	CODE
LOW	frontend/src/ts/input/hotkeys/utils.ts	59	function handleHotkeyOnInteractiveElement(	CODE
LOW	frontend/src/ts/input/handlers/insert-text.ts	380	function normalizeDataAndUpdateInputIfNeeded(	CODE
LOW	frontend/src/ts/input/helpers/fail-or-finish.ts	12	export function checkIfFailedDueToMinBurst(options: {	CODE
LOW	frontend/src/ts/input/helpers/fail-or-finish.ts	46	export function checkIfFailedDueToDifficulty(options: {	CODE
LOW	frontend/src/ts/utils/strings.ts	67	export function capitalizeFirstLetterOfEachWord(str: string): string {	CODE
LOW	frontend/src/ts/utils/strings.ts	313	export function areCharactersVisuallyEqual(	CODE
LOW	frontend/src/ts/utils/strings.ts	401	export function replaceUnderscoresWithSpaces(text: string): string {	CODE
67 more matches not shown…

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	frontend/static/challenges/sourcecode.txt	26099	ChartController.result.options.annotation.annotations.push({	CODE
CRITICAL	frontend/static/challenges/sourcecode.txt	26145	ChartController.result.options.annotation.annotations.push({	CODE
CRITICAL	frontend/static/challenges/sourcecode.txt	26422	ChartController.result.options.annotation.annotations.push({	CODE
CRITICAL	frontend/src/ts/components/ui/form/FieldIndicator.tsx	33	text={props.field.state.meta.errors.join(", ")}	CODE

Over-Commented Block43 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	frontend/storybook/stories/UserProfile.stories.tsx	121	// null,	COMMENT
LOW	frontend/__tests__/test/events/helpers.spec.ts	301	inputValue: "hell",	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	901	approved: false,	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	2481	// if (result.timestamp > Math.round(Date.now() / 1000) * 1000 + 10) {	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	3541	// return false;	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	3561	// // language: result.language,	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	3581	// if (pbs[result.mode][result.mode2] === undefined) {	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	3601	// //no pb	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	3621	// }	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	3641	// // User.findOne({ uid: userdata.uid }, (err, user) => {	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	9341	// Get the action to complete.	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	11441		COMMENT
LOW	frontend/static/challenges/sourcecode.txt	16841	gap: 0.5rem;	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	17041	// }	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	17881	// margin-top: 6px;	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	17901	// div#KeyU.keymap-key,	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	17921	// div#KeyLeftBracket.keymap-key,	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	17941	// div#KeyM.keymap-key {	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	18881	ret = colors[color];	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	18901	// async function check() {	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	19941	if ($target.attr("tab") == "preset") {	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	19981	".pageSettings .section.themes .tabContainer .customTheme input[type=color]"	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	20001	// document.documentElement.style.setProperty($colorVar, $pickedColor);	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	21241	// setTheme(Config.theme, true);	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	21261	// }	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	26781	// $("#top .config .wordCount").removeClass("hidden");	COMMENT
LOW	frontend/static/challenges/sourcecode.txt	26801	// $("#top .config .wordCount").addClass("hidden");	COMMENT
LOW	frontend/static/themes/rainbow_trail.css	41	#showWordHistoryButton:hover > i,	COMMENT
LOW	frontend/src/styles/media-queries-green.scss	21	// .legend div {	COMMENT
LOW	frontend/src/styles/test.scss	201	border-bottom: 2px solid transparent;	COMMENT
LOW	frontend/src/ts/sentry.ts	21	release: envConfig.clientVersion,	COMMENT
LOW	frontend/src/ts/sentry.ts	81		COMMENT
LOW	frontend/src/ts/test/events/timing-stats.ts	21	mean: number;	COMMENT
LOW	frontend/src/ts/controllers/eg-ad-controller.ts	61	// )[0];	COMMENT
LOW	frontend/src/ts/controllers/pw-ad-controller.ts	241	// }	COMMENT
LOW	frontend/src/ts/controllers/pw-ad-controller.ts	261	// ramp.destroyUnits(toDestroy);	COMMENT
LOW	backend/src/api/controllers/result.ts	301	throw new Error("No anticheat module found");	COMMENT
LOW	scripts/profile-build.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packages/release/src/buildChangelog.js	1	import { exec } from "child_process";	COMMENT
LOW	packages/release/src/buildChangelog.js	181		COMMENT
LOW	packages/release/src/buildChangelog.js	201	// }	COMMENT
LOW	packages/release/src/buildChangelog.js	221		COMMENT
LOW	packages/release/src/buildChangelog.js	301	// "d2739e4f193137db4d86450f0d50b3489d75c106 d2739e4f1 docs: add new feature (#1234)",	COMMENT

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/ts/controllers/pw-ad-controller.ts	11	// Step 1: Create the Ramp Object, NOTE: selector id needed for tagged units only	COMMENT
LOW	frontend/src/ts/controllers/pw-ad-controller.ts	141	// Step 2: Creates the Ramp Scripts	COMMENT
LOW⚡	packages/schemas/src/shared.ts	61	// // Step 1: Define the schema for specific string values "10" and "25"	COMMENT
LOW⚡	packages/schemas/src/shared.ts	64	// // Step 2: Use this schema as the key schema for another object	COMMENT

Structural Annotation Overuse4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/ts/controllers/pw-ad-controller.ts	11	// Step 1: Create the Ramp Object, NOTE: selector id needed for tagged units only	COMMENT
LOW	frontend/src/ts/controllers/pw-ad-controller.ts	141	// Step 2: Creates the Ramp Scripts	COMMENT
LOW⚡	packages/schemas/src/shared.ts	61	// // Step 1: Define the schema for specific string values "10" and "25"	COMMENT
LOW⚡	packages/schemas/src/shared.ts	64	// // Step 2: Use this schema as the key schema for another object	COMMENT

Fake / Example Data7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	frontend/storybook/stories/InputField.stories.tsx	76	<InputField placeholder="placeholder" field={() => createFieldMock({})} />	CODE
LOW	frontend/static/quotes/code_arduino.json	311	"text": "void setup() {\n\tSerial.begin(9600);\n\twhile (!Serial) {\n\t\t;\n\t}\n\tSerial.println(\"\n\nString ind	CODE
LOW	frontend/static/quotes/code_arduino.json	311	"text": "void setup() {\n\tSerial.begin(9600);\n\twhile (!Serial) {\n\t\t;\n\t}\n\tSerial.println(\"\n\nString ind	CODE
LOW	frontend/static/challenges/sourcecode.txt	20783	$("#commandInput input").attr("placeholder", placeholder);	CODE
LOW	frontend/static/languages/code_nix.json	96	"placeholder",	CODE
LOW	frontend/static/languages/code_python_5k.json	3500	"placeholder",	CODE
LOW	frontend/static/languages/english_25k.json	3831	"placeholder",	CODE

AI Slop Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/static/quotes/code_arduino.json	449	"text": "#include <LiquidCrystal.h>\nLiquidCrystal lcd(12, 11, 5, 4, 3, 2);\nconst int switchPin = 6;\nint switchS	CODE
MEDIUM	scripts/profile-build.sh	3	# keystroke harness next to it.	COMMENT

Self-Referential Comments2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/static/quotes/code_ruby.json	17	"text": "class MegaGreeter\n\tattr_accessor :names\n\n\t# Create the object\n\tdef initialize(names = \"World\")\n	CODE
MEDIUM	frontend/static/quotes/code_bash.json	53	"text": "#!/bin/bash\n\n# Create a new directory\nNEW_DIR=\"/path/to/new_directory\"\nmkdir -p \"$NEW_DIR\"\necho	CODE

Redundant / Tautological Comments2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	frontend/static/quotes/code_bash.json	23	"text": "#!/bin/bash\n\n# Check if a file exists\nFILE=\"/path/to/file.txt\"\nif [ -f \"$FILE\" ]; then\n echo \"	CODE
LOW	packages/release/bin/deployBackend.sh	17	# Print the output	COMMENT

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…tend/__tests__/elements/test-activity-calendar.spec.ts	1219	function getData(from: string, to: string): number[] {	CODE
LOW	frontend/src/ts/test/custom-text.ts	157	export function getData(): CustomTextSettings {	CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	frontend/static/languages/typing_of_the_dead.json	4374	"Don't forget to wear your wig",	CODE

monkeytypegame/monkeytype

Open-Source Code Quality, Security and Technical Debt Review