3.1

Adjusted Signal

3.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

15.4K

Stars

TypeScript

Language

83.7K

Lines of Code

247

Files

263

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 14.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 262 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 14.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 261 finding(s).

PR Review Velocity Impact 14.5/100 · LOW

Which changes need focused human review? 263 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 0LOW 263

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 263 distinct pattern matches across 3 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 Identifiers261 hits · 260 pts

Severity	File	Line	Snippet	Context
LOW	launcher/src/App.tsx	2686	function BiggerContextRecommendation({	CODE
LOW	tests/chatgpt-web-harness.test.ts	236	function canonicalCurrentWireRequest(environmentText: string): CodexParsedRequest {	CODE
LOW	src/browser-login.ts	62	function removeTemporaryChromeTabSessions(profileDir: string): void {	CODE
LOW	src/browser-login.ts	123	export function sanitizeBrowserLoginStorageState(	CODE
LOW	src/browser-login.ts	140	export function loginVerificationMarkerPath(storageStatePath: string): string {	CODE
LOW	src/browser-login.ts	184	export async function inspectBrowserLoginCapabilities(config: AppConfig): Promise<ChatGptWebAccountCapabilities> {	CODE
LOW	src/browser-login.ts	191	export function storedBrowserLoginCapabilities(	CODE
LOW	src/browser-login.ts	207	export async function captureSystemBrowserLogin(	CODE
LOW	src/browser-login.ts	366	export async function captureSystemBrowserLoginToFile(	CODE
LOW	src/codex-integration-route.ts	75	function restoreOwnedManagedFeatures(text: string, journal: ManagedRouteJournal): string {	CODE
LOW	src/codex-integration-route.ts	137	function restoreStillManagedRouteAssignments(text: string, journal: ManagedRouteJournal): string {	CODE
LOW	src/codex-integration-route.ts	168	export function verifyManagedJournalState(text: string, journal: ManagedRouteJournal): void {	CODE
LOW	src/codex-integration-route.ts	175	export function assertBuiltinModelProvider(text: string): void {	CODE
LOW	src/codex-integration-route.ts	302	function verifyOwnedInstalledRoute(text: string, journal: ManagedRouteJournal): void {	CODE
LOW	src/codex-integration-route.ts	341	function previousAssignmentMatches(current: PreviousAssignment, previous: PreviousAssignment): boolean {	CODE
LOW	src/codex-integration-route.ts	346	function previousAssignmentMatchesExactly(current: PreviousAssignment, previous: PreviousAssignment): boolean {	CODE
LOW	src/codex-integration-route.ts	433	export function assertPreservedPreviousAssignments(	CODE
LOW	src/codex-integration-route.ts	442	export function assertPreservedPreviousRealtimeAssignment(	CODE
LOW	src/chatgpt-web-models.ts	51	export function chatGptWebImageTokenReserve(detail?: string): number {	CODE
LOW	src/chatgpt-web-models.ts	121	export function supportsChatGptWebBiggerContext(	CODE
LOW	src/chatgpt-web-models.ts	132	export function isChatGptWebZeroRiskBackendModel(	CODE
LOW	src/chatgpt-web-models.ts	153	export function resolveChatGptWebContextLimits(	CODE
LOW	src/chatgpt-web-models.ts	220	export function resolveChatGptWebTransportLimits(	CODE
LOW	src/chatgpt-web-models.ts	261	export function resolveChatGptWebMessageTokenBudget(	CODE
LOW	src/chatgpt-web-models.ts	281	export function resolveChatGptWebStagingTokenBudget(	CODE
LOW	src/chatgpt-web-models.ts	557	export function availableChatGptWebModelRoutes(	CODE
LOW	src/chatgpt-web-models.ts	588	export function requireChatGptWebModelRoute(	CODE
LOW	src/codex-integration-shared.ts	295	export function getCodexJournalRecoveryPath(): string {	CODE
LOW	src/codex-integration-shared.ts	350	export function writeFilesWithCompensation(	CODE
LOW	src/codex-integration-document.ts	225	function findTopLevelPositiveInteger(lines: string[], key: string): number \| undefined {	CODE
LOW	src/codex-integration-document.ts	243	export function readCodexModelContextOverride(): CodexModelContextOverride \| undefined {	CODE
LOW	src/codex-integration-document.ts	409	function findBooleanAssignmentInTable(	CODE
LOW	src/codex-integration-document.ts	423	export function findAgentMaxDepthAssignment(lines: string[]): PreviousAgentAssignment {	CODE
LOW	src/codex-integration-document.ts	572	function verifyInstalledBooleanFeature(	CODE
LOW	src/chatgpt-session.ts	25	export async function assertAuthenticatedChatGptPage(page: Page): Promise<void> {	CODE
LOW	src/chatgpt-session.ts	50	export async function waitForChatGptEffortControl(	CODE
LOW	src/chatgpt-session.ts	105	export async function readChatGptEffortCapabilities(	CODE
LOW	src/chatgpt-session.ts	120	export async function detectChatGptAccountCapabilities(	CODE
LOW	src/composer-predictions.ts	12	export function configureComposerPrediction(parsed: CodexParsedRequest, config: AppConfig): AppConfig {	CODE
LOW	src/composer-predictions.ts	33	export function assertComposerPredictionFits(parsed: CodexParsedRequest, config: AppConfig): void {	CODE
LOW	src/tunnel-service.ts	105	export function tunnelServiceDefinitionMatches(config: AppConfig): boolean {	CODE
LOW	src/tunnel-service.ts	135	async function waitForTunnelServiceUnloaded(timeoutMs = 20_000): Promise<void> {	CODE
LOW	src/launcher-browser-host.ts	159	export function readLauncherBrowserHostDescriptor(configuredPath: string): LauncherBrowserHostDescriptor {	CODE
LOW	src/launcher-browser-host.ts	200	export async function inspectLauncherBrowserHostLiveness(	CODE
LOW	src/launcher-browser-host.ts	261	export async function connectLauncherBrowserHost(	CODE
LOW	src/launcher-browser-host.ts	305	export async function inspectLauncherBrowserHost(	CODE
LOW	src/launcher-browser-host.ts	488	async function reconcileLauncherManualMutation(	CODE
LOW	src/launcher-browser-host.ts	511	function isLauncherManualTurnLease(body: Record<string, unknown>): boolean {	CODE
LOW	src/launcher-browser-host.ts	551	export async function waitForLauncherManualSent(	CODE
LOW	src/launcher-browser-host.ts	577	export async function markLauncherManualTurnStarted(	CODE
LOW	src/launcher-browser-host.ts	594	export async function waitForLauncherManualTerminal(	CODE
LOW	src/launcher-browser-host.ts	740	export async function releaseLauncherRetainedConversation(	CODE
LOW	src/cli.ts	163	function launcherLoginContinuation(): { promise: Promise<void>; close: () => void } {	CODE
LOW	src/setup.ts	99	export function launcherCapabilityProbeRequired(	CODE
LOW	src/setup.ts	113	export function existingFullSetupCredentials(	CODE
LOW	src/setup.ts	199	export function tunnelWorkerRuntimeChanged(before: AppConfig \| undefined, after: AppConfig): boolean {	CODE
LOW	src/setup.ts	353	async function inspectLauncherCapabilities(	CODE
LOW	src/model-catalog.ts	165	export function augmentNativeModelCatalog(	CODE
LOW	src/tunnel.ts	25	export function tunnelClientInstallAction(installedVersion: string): "reuse" \| "upgrade" {	CODE
LOW	src/tunnel.ts	94	function tunnelInstallRecoveryError(primary: unknown, failures: unknown[], operation: string): Error {	CODE
201 more matches not shown…

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	launcher/src/i18n.ts	136	mcpStepOneBody: "Create an OpenAI tunnel, copy its Tunnel ID, and create a regular API key with Tunnels Read + Use (fr	CODE

Fake / Example Data1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	src/adapters/chatgpt-web/browser-worker.ts	1728	"contenteditable", "placeholder", "autofocus", "disabled", "readonly",	CODE

miuuyy/codex-chatgpt-web

Open-Source Code Quality, Security and Technical Debt Review