1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

18.1K

Stars

TypeScript

Language

86.7K

Lines of Code

244

Files

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 3.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 63 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.2/100 · LOW

Are imports declared and package/API names verified? 21 finding(s).

Agent Over-Engineering Ratio 2.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 42 finding(s).

PR Review Velocity Impact 4.8/100 · LOW

Which changes need focused human review? 84 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 0HIGH 0MEDIUM 1LOW 83

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 84 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.

Hyper-Verbose Identifiers42 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	server/src/task-runner.ts	104	async function triggerIntegrationUpdates(runId: string, robotMetaId: string): Promise<void> {	CODE
LOW	server/src/utils/run-comparison.ts	19	export async function findPreviousSuccessfulRun(currentRun: any) {	CODE
LOW	server/src/utils/run-comparison.ts	44	export async function compareRunTextWithPrevious(currentRun: any, currentText: string) {	CODE
LOW	server/src/utils/run-comparison.ts	60	export async function compareRunOutputsWithPrevious(currentRun: any, currentOutput: any) {	CODE
LOW	server/src/utils/run-comparison.ts	112	export async function compareExtractRunWithPrevious(currentRun: any, currentOutput: any) {	CODE
LOW	server/src/utils/llm-config-validation.ts	83	export function validateRequiredLlmConfig(	CODE
LOW	server/src/utils/output-post-processor.ts	28	export async function processRobotOutputFormats(	CODE
LOW	server/src/utils/output-validation.ts	47	export async function flushReloadAndCheckPartialOutput(	CODE
LOW	server/src/utils/output-validation.ts	71	export function getInterpretationFailureReason(logLines: unknown, fallbackMessage: string): string {	CODE
LOW	…r/src/utils/document/createDocumentParseRobotRecord.ts	29	export async function createDocumentParseRobotRecord(	CODE
LOW	server/src/utils/document/createDocumentRobotRecord.ts	26	export async function createDocumentRobotRecord(	CODE
LOW	server/src/browser-management/browserConnection.ts	18	async function getBrowserServiceEndpoint(): Promise<string> {	CODE
LOW	server/src/browser-management/browserConnection.ts	136	export async function checkBrowserServiceHealth(): Promise<boolean> {	CODE
LOW	server/src/storage/mino.ts	12	async function fixMinioBucketConfiguration(bucketName: string) {	CODE
LOW	server/src/sdk/browserAgent.ts	165	function unescapeJsonStringFragment(s: string): string {	CODE
LOW	server/src/sdk/aiExtract/pipeline.ts	279	export async function generateAiExtractWorkflow(params: {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	313	function addFollowingSiblingFields(fields, listElements, parentSelector) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	360	function generateOptimizedChildXPaths(parentElement, listSelector, otherListElements) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	405	function getAllDescendantsIncludingShadow(parentElement) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	515	function buildOptimizedAbsoluteXPath(targetElement, listSelector, listElement, otherListElements) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	548	function getOptimizedStructuralPath(targetElement, rootElement, otherListElements) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	603	function generateOptimizedStructuralStep(element, rootElement, addPositionToAll, otherListElements) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	664	function getCommonClassesAcrossLists(targetElement, otherListElements) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	758	function isAttributeCommonAcrossLists(targetElement, attrName, attrValue, otherListElements) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	887	function generateMandatoryChildFallbackXPath(childElement, parentElement) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	976	function createFieldsFromSelectors(selectorObjects, listElements, parentSelector) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	1103	function removeParentChildDuplicates(candidates) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	1136	function removeDuplicateContentAndFormat(candidates) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	1277	function generatePaginationSelector(element) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	1752	function getDeepestElementFromPoint(x, y) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	1905	function generateMandatoryCSSFallback(element) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	2086	function detectFromPaginationWrapper(wrapper) {	CODE
LOW	server/src/sdk/browserSide/pageAnalyzer.js	2202	function detectInfiniteScrollScore() {	CODE
LOW	server/src/sdk/browserSide/aiExtractPage.js	394	function widenAcrossSameKindWrappers(container) {	CODE
LOW	server/src/api/record.ts	555	async function createWorkflowAndStoreMetadata(id: string, userId: string, runSource: 'api' \| 'sdk' \| 'mcp' \| 'cli', requ	CODE
LOW	server/src/api/record.ts	704	async function triggerIntegrationUpdates(runId: string, robotMetaId: string): Promise<void> {	CODE
LOW	server/src/workflow-management/selector.ts	2833	function getSpecialContextChildren(element: HTMLElement): HTMLElement[] {	CODE
LOW	server/src/workflow-management/selector.ts	2895	function getAllDescendantSelectors(element: HTMLElement): string[] {	CODE
LOW	server/src/workflow-management/scheduler/index.ts	43	async function createWorkflowAndStoreMetadata(id: string, userId: string) {	CODE
LOW	server/src/workflow-management/scheduler/index.ts	190	async function triggerIntegrationUpdates(runId: string, robotMetaId: string): Promise<void> {	CODE
LOW	src/utils/browserSocket.ts	11	export function getOrCreateBrowserSocket(browserId: string): Socket {	CODE
LOW	src/components/robot/pages/RobotEditPage.tsx	423	function extractInitialCredentials(workflow: any[]): Credentials {	CODE

Fake / Example Data21 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	server/src/sdk/browserSide/pageAnalyzer.js	1932	const formSelector = genSelectorForAttributes(element, ['name', 'placeholder', 'for']);	CODE
LOW	server/src/workflow-management/selector.ts	1884	'placeholder',	CODE
LOW	public/locales/zh.json	52	"placeholder": {	CODE
LOW	public/locales/zh.json	100	"placeholder": {	CODE
LOW	public/locales/tr.json	52	"placeholder": {	CODE
LOW	public/locales/tr.json	100	"placeholder": {	CODE
LOW	public/locales/ja.json	52	"placeholder": {	CODE
LOW	public/locales/ja.json	100	"placeholder": {	CODE
LOW	public/locales/de.json	52	"placeholder": {	CODE
LOW	public/locales/de.json	100	"placeholder": {	CODE
LOW	public/locales/az.json	52	"placeholder": {	CODE
LOW	public/locales/az.json	100	"placeholder": {	CODE
LOW	public/locales/en.json	52	"placeholder": {	CODE
LOW	public/locales/en.json	100	"placeholder": {	CODE
LOW	public/locales/ko.json	52	"placeholder": {	CODE
LOW	public/locales/ko.json	100	"placeholder": {	CODE
LOW	public/locales/he.json	52	"placeholder": {	CODE
LOW	public/locales/he.json	100	"placeholder": {	CODE
LOW	public/locales/es.json	52	"placeholder": {	CODE
LOW	public/locales/es.json	100	"placeholder": {	CODE
LOW	src/helpers/clientSelectorGenerator.ts	2435	"placeholder",	CODE

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	maxun-core/README.md	1	### Maxun-Core	COMMENT
LOW	maxun-core/src/interpret.ts	161		COMMENT
LOW	maxun-core/src/interpret.ts	221	*/	COMMENT
LOW	maxun-core/src/interpret.ts	3081	// pageState = await this.getState(p, workflowCopy, selectors);	COMMENT
LOW	server/start.sh	1	#!/bin/bash	COMMENT
LOW	server/src/routes/storage.ts	81	// } catch {	COMMENT
LOW	server/src/routes/storage.ts	101		COMMENT
LOW	server/src/routes/storage.ts	121	// action.args[0] !== 'about:blank'	COMMENT
LOW	server/src/routes/storage.ts	141	// ...action.args[0],	COMMENT
LOW	server/src/workflow-management/integrations/airtable.ts	201	// if (typeof rawValue === "string") {	COMMENT

Verbosity Indicators5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	server/src/routes/auth.ts	364	// Step 1: Redirect to Google for authentication	COMMENT
LOW	server/src/routes/auth.ts	384	// Step 2: Handle Google OAuth callback	COMMENT
LOW	server/src/routes/auth.ts	493	// Step 3: Get data from Google Sheets	COMMENT
LOW	server/src/routes/auth.ts	540	// Step 4: Get user's Google Sheets files (new route)	COMMENT
LOW	server/src/routes/auth.ts	581	// Step 5: Update robot's google_sheet_id when a Google Sheet is selected	COMMENT

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	server/src/routes/auth.ts	364	// Step 1: Redirect to Google for authentication	COMMENT
LOW	server/src/routes/auth.ts	384	// Step 2: Handle Google OAuth callback	COMMENT
LOW	server/src/routes/auth.ts	493	// Step 3: Get data from Google Sheets	COMMENT
LOW	server/src/routes/auth.ts	540	// Step 4: Get user's Google Sheets files (new route)	COMMENT
LOW	server/src/routes/auth.ts	581	// Step 5: Update robot's google_sheet_id when a Google Sheet is selected	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	93	<a href="https://www.testmuai.com/?utm_medium=sponsor&utm_source=maxun"><strong>TestMu AI</strong></a> is the native AI-	CODE

getmaxun/maxun

Open-Source Code Quality, Security and Technical Debt Review