2.3

Adjusted Signal

2.3

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

9.2K

Stars

TypeScript

Language

97.0K

Lines of Code

620

Files

121

Pattern Hits

2026-10-31

Scan Date

0.02

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 4.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 83 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.4/100 · LOW

Are imports declared and package/API names verified? 38 finding(s).

Agent Over-Engineering Ratio 3.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 70 finding(s).

PR Review Velocity Impact 10.4/100 · LOW

Which changes need focused human review? 121 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 7HIGH 5MEDIUM 2LOW 107

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 121 distinct pattern matches across 7 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 Identifiers70 hits · 73 pts

Severity	File	Line	Snippet	Context
LOW	evals/evaluators/related-questions.ts	114	export function summarizeRelatedQuestions(	CODE
LOW	evals/lib/dataset.ts	49	export function loadRelatedQuestionsDataset({	CODE
LOW	lib/search-mode-availability.ts	16	export function isAdaptiveModeAuthBlocked({	CODE
LOW	lib/tools/search.ts	37	function getOptimizedSearchProviderType(): SearchProviderType {	CODE
LOW	lib/tools/search.ts	51	function describeRecoverableSearchFailure(	CODE
LOW	lib/tools/search/providers/recoverable-error.ts	62	export function classifyRecoverableSearchError(	CODE
LOW	lib/config/model-selection-cookie.ts	8	export function serializeModelSelectionCookie(	CODE
LOW	lib/config/model-selection-cookie.ts	16	export function parseModelSelectionCookie(	CODE
LOW	lib/config/load-models-config.ts	19	function validateModelsConfigStructure(	CODE
LOW	lib/config/ollama-validator.ts	18	async function getConfiguredOllamaModels(): Promise<Model[]> {	CODE
LOW	lib/config/ollama-validator.ts	48	export async function initializeOllamaValidation(): Promise<void> {	CODE
LOW	lib/auth/provider.ts	23	function enforceCloudDeploymentGuard(	CODE
LOW	lib/auth/better-auth/invitations.ts	84	export async function hasRecentBootstrapInvitation(	CODE
LOW	lib/auth/better-auth/config.ts	25	export function isBetterAuthSmtpConfigured(): boolean {	CODE
LOW	lib/render/linked-cards-markdown.ts	42	export function linkedCardsFenceToMarkdown(fence: string): string \| null {	CODE
LOW	lib/render/prompt.ts	7	export function getRelatedQuestionsSpecPrompt(): string {	CODE
LOW⚡	lib/render/streamdown-spec.tsx	8	export function createStreamdownSpecRenderer(): CustomRenderer {	CODE
LOW⚡	lib/render/streamdown-spec.tsx	18	export function createStreamdownDraftRenderer(): CustomRenderer {	CODE
LOW⚡	lib/render/streamdown-spec.tsx	27	export function mergeStreamdownSpecRenderer(	CODE
LOW	lib/render/__tests__/parse-spec-block.test.ts	6	function buildRelatedQuestionsSource(questions: string[]): string {	CODE
LOW	lib/agents/prompts/search-mode-prompts.ts	35	function getSourceDirectionGuidance(allowFallback = true): string {	CODE
LOW	lib/utils/message-mapping.ts	137	export function mapUIMessagePartsToDBParts(	CODE
LOW⚡	lib/utils/search-config.ts	10	export function isGeneralSearchProviderAvailable(): boolean {	CODE
LOW⚡	lib/utils/search-config.ts	17	export function getGeneralSearchProviderName(): string {	CODE
LOW⚡	lib/utils/search-config.ts	27	export function supportsMultimediaContentTypes(): boolean {	CODE
LOW	lib/utils/search-config.ts	90	export function getSearchStrategyGuidance(): string {	CODE
LOW	lib/utils/search-config.ts	113	export function getGeneralSearchProviderType(): 'brave' \| null {	CODE
LOW	lib/utils/perf-tracking.ts	30	export function incrementDbOperationCount() {	CODE
LOW	lib/utils/registry.ts	13	function normalizeOpenAICompatibleBaseURL(raw: string): string {	CODE
LOW	lib/utils/citation.ts	27	export function createCitationLabelAllocator(seed = 1): CitationLabelAllocator {	CODE
LOW	lib/utils/citation.ts	193	export function extractCitationMapsFromMessages(	CODE
LOW	lib/models/fetch-models.ts	128	function passesOpenAICompatibleFilters(id: string): boolean {	CODE
LOW	lib/models/fetch-models.ts	318	export async function fetchOpenAICompatibleModels(): Promise<Model[]> {	CODE
LOW	lib/usage-budget/analytics.ts	39	export function trackUsageGrantSyncFailed(data: {	CODE
LOW	lib/usage-budget/analytics.ts	54	export function trackAdditionalUsageInterest(userId: string): Promise<void> {	CODE
LOW	lib/usage-budget/gate.ts	200	async function getOrSyncGrantLimit(params: {	CODE
LOW	lib/usage-budget/events.ts	40	export async function recordAdditionalUsageInterest(	CODE
LOW	lib/storage/r2-client.ts	31	export function parseSignedUrlStabilityWindowSeconds(	CODE
LOW	lib/storage/r2-client.ts	92	export function isObjectStorageConfigured() {	CODE
LOW	lib/storage/r2-client.ts	119	export function getObjectKeyFromSignedUrl(url: string): string \| undefined {	CODE
LOW	lib/storage/r2-client.ts	160	export function getChatFileObjectKeyPrefix(userId: string, chatId: string) {	CODE
LOW	lib/storage/r2-client.ts	164	export function getUserFileObjectKeyPrefix(userId: string) {	CODE
LOW	lib/supabase/keys.ts	1	export function getSupabasePublishableKey() {	CODE
LOW	lib/streaming/create-ephemeral-chat-stream-response.ts	63	export async function createEphemeralChatStreamResponse(	CODE
LOW	lib/streaming/helpers/log-api-call-error.ts	129	export function logAPICallErrorDiagnostics(error: unknown): void {	CODE
LOW	lib/streaming/helpers/log-api-call-error.ts	141	export function buildAPICallErrorDiagnostics(	CODE
LOW	lib/streaming/helpers/stream-error-diagnostics.ts	110	export function buildStreamErrorSpanUpdate(	CODE
LOW	lib/streaming/helpers/strip-spec-from-messages.ts	24	function stripNonRelatedSpecBlocks(text: string): string {	CODE
LOW	lib/streaming/helpers/compact-historical-messages.ts	207	export function compactHistoricalMessages(	CODE
LOW	lib/streaming/helpers/has-answer-after-tool-failure.ts	23	export function hasAnswerAfterToolFailure(	CODE
LOW	…ming/helpers/slice-without-splitting-surrogate-pair.ts	1	export function sliceWithoutSplittingSurrogatePair(	CODE
LOW	lib/streaming/helpers/cap-historical-attachments.ts	35	export function parseAttachmentTokenBudget(raw: string \| undefined): number {	CODE
LOW	lib/streaming/helpers/trim-cold-start-history.ts	13	export function parseColdStartHistoryTokenLimit(	CODE
LOW	lib/streaming/helpers/cap-historical-pasted-content.ts	8	export function parsePastedContentCharBudget(raw: string \| undefined): number {	CODE
LOW	lib/streaming/helpers/cap-historical-pasted-content.ts	41	export function capHistoricalPastedContent(	CODE
LOW	lib/streaming/helpers/attachment-token-estimates.ts	13	export function buildAttachmentTokenEstimates(	CODE
LOW	lib/schema/question.ts	42	export function getQuestionSchemaForModel(fullModel: string) {	CODE
LOW	lib/actions/admin.ts	147	export async function resetMemberPasswordAction(params: {	CODE
LOW	lib/actions/chat.ts	139	export async function createChatWithFirstMessage(	CODE
LOW	lib/db/actions.ts	783	export async function getAttachmentSizesByObjectKey({	CODE
10 more matches not shown…

Hallucination Indicators7 hits · 70 pts

Severity	File	Line	Snippet	Context
CRITICAL	…_tests__/create-ephemeral-chat-stream-response.test.ts	299	const update = mocks.span.update.mock.calls.at(-1)?.[0]	CODE
CRITICAL	…_tests__/create-ephemeral-chat-stream-response.test.ts	320	const update = mocks.span.update.mock.calls.at(-1)?.[0]	CODE
CRITICAL	…_tests__/create-ephemeral-chat-stream-response.test.ts	337	const update = mocks.span.update.mock.calls.at(-1)?.[0]	CODE
CRITICAL	…_tests__/create-ephemeral-chat-stream-response.test.ts	355	const update = mocks.span.update.mock.calls.at(-1)?.[0]	CODE
CRITICAL	…treaming/__tests__/create-chat-stream-response.test.ts	420	const update = mocks.span.update.mock.calls.at(-1)?.[0]	CODE
CRITICAL	…treaming/__tests__/create-chat-stream-response.test.ts	653	const update = mocks.span.update.mock.calls.at(-1)?.[0]	CODE
CRITICAL	…treaming/__tests__/create-chat-stream-response.test.ts	678	const update = mocks.span.update.mock.calls.at(-1)?.[0]	CODE

Magic Placeholder Names5 hits · 32 pts

Severity	File	Line	Snippet	Context
HIGH⚡	docs/CONFIGURATION.md	62	OPENAI_API_KEY=[YOUR_API_KEY]	CODE
HIGH⚡	docs/CONFIGURATION.md	68	ANTHROPIC_API_KEY=[YOUR_API_KEY]	CODE
HIGH⚡	docs/CONFIGURATION.md	74	GOOGLE_GENERATIVE_AI_API_KEY=[YOUR_API_KEY]	CODE
HIGH	docs/CONFIGURATION.md	100	OPENAI_COMPATIBLE_API_KEY=[YOUR_API_KEY]	CODE
HIGH	docs/CONFIGURATION.md	588	JINA_API_KEY=[YOUR_API_KEY]	CODE

Fake / Example Data26 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	app/api/feedback/__tests__/route.test.ts	110	email: 'user@example.com'	CODE
LOW	components/sidebar/__tests__/version-footer.test.tsx	31	email: 'user@example.com',	CODE
LOW	components/sidebar/__tests__/version-footer.test.tsx	102	vi.stubEnv('MORPHIC_ADMIN_EMAILS', 'user@example.com')	CODE
LOW	…mponents/__tests__/reset-member-password-form.test.tsx	13	{ id: 'admin-1', email: 'admin@example.com', name: 'Admin', role: 'admin' },	CODE
LOW	components/__tests__/login-form.test.tsx	68	target: { value: 'user@example.com' }	CODE
LOW	components/__tests__/login-form.test.tsx	77	email: 'user@example.com',	CODE
LOW	components/__tests__/login-form.test.tsx	92	target: { value: 'user@example.com' }	CODE
LOW	components/__tests__/login-form.test.tsx	109	target: { value: 'user@example.com' }	CODE
LOW	components/__tests__/login-form.test.tsx	127	target: { value: 'user@example.com' }	CODE
LOW	components/__tests__/login-form.test.tsx	147	target: { value: 'user@example.com' }	CODE
LOW	components/__tests__/member-role-manager.test.tsx	16	{ id: 'admin-1', email: 'admin@example.com', name: 'Admin', role: 'admin' },	CODE
LOW	lib/auth/__tests__/supabase-provider.test.ts	47	await supabaseAuthProvider.requestPasswordReset!('user@example.com')	CODE
LOW	lib/auth/__tests__/supabase-provider.test.ts	50	expect(resetPasswordForEmail).toHaveBeenCalledWith('user@example.com', {	CODE
LOW	lib/auth/__tests__/better-auth-provider.test.ts	139	email: 'admin@example.com',	CODE
LOW	lib/auth/__tests__/better-auth-provider.test.ts	228	email: 'admin@example.com',	CODE
LOW	lib/auth/__tests__/better-auth-provider.test.ts	360	email: 'admin@example.com',	CODE
LOW	lib/auth/__tests__/better-auth-provider.test.ts	381	email: 'admin@example.com',	CODE
LOW	lib/auth/__tests__/better-auth-provider.test.ts	945	await betterAuthProvider.requestPasswordReset!('admin@example.com')	CODE
LOW	lib/auth/__tests__/better-auth-provider.test.ts	960	await betterAuthProvider.requestPasswordReset!('admin@example.com')	CODE
LOW	lib/auth/__tests__/better-auth-provider.test.ts	966	email: 'admin@example.com',	CODE
LOW	lib/auth/better-auth/__tests__/config.test.ts	102	process.env.BOOTSTRAP_ADMIN_EMAIL = 'admin@example.com'	CODE
LOW	lib/auth/better-auth/__tests__/config.test.ts	115	applyBootstrapAdminGate({ email: 'admin@example.com' })	CODE
LOW	lib/auth/better-auth/__tests__/config.test.ts	120	process.env.BOOTSTRAP_ADMIN_EMAIL = 'admin@example.com'	CODE
LOW	lib/utils/__tests__/search-query.test.ts	65	expect(normalizeSearchQuery(prefix + 'user@example.com')).toBe(	CODE
LOW	lib/actions/__tests__/admin.test.ts	48	email: 'admin@example.com',	CODE
LOW	lib/actions/__tests__/account-better-auth.test.ts	65	email: 'user@example.com',	CODE

Over-Commented Block11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	searxng-limiter.toml	1	#https://docs.searxng.org/admin/searx.limiter.html	COMMENT
LOW	docker-compose.yaml	21	ENABLE_AUTH: ${ENABLE_AUTH:-false}	COMMENT
LOW	app/api/auth/[...all]/route.ts	1	import { getAuth } from '@/lib/auth/better-auth/config'	COMMENT
LOW	components/sidebar/chat-history-search.tsx	121	useEffect(() => {	COMMENT
LOW	components/sidebar/chat-history-client.tsx	41	const resultsRef = useRef<HTMLDivElement>(null)	COMMENT
LOW	components/sidebar/chat-history-client.tsx	61	// successful fetch.	COMMENT
LOW	lib/auth/providers/better-auth.ts	401	// Fail closed: without a canonical origin the confirmation link	COMMENT
LOW	lib/auth/better-auth/config.ts	421	// verification, so this is the only email better-auth delivers;	COMMENT
LOW	lib/utils/search-query.ts	41		COMMENT
LOW	lib/supabase/middleware.ts	61	url.pathname = '/auth/login'	COMMENT
LOW	lib/actions/account.ts	121	if (provider.validateDeletion) {	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	proxy.ts	79	* Feel free to modify this pattern to include more paths.	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/eval.yml	21	# Only what changes model behaviour. A change to the harness itself moves no	COMMENT

miurla/morphic

Open-Source Code Quality, Security and Technical Debt Review