0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

64.2K

Stars

Language

246.0K

Lines of Code

1.3K

Files

108

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 1.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 66 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 42 finding(s).

Agent Over-Engineering Ratio 0.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 34 finding(s).

PR Review Velocity Impact 2.2/100 · LOW

Which changes need focused human review? 108 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 108

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 108 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.

Fake / Example Data42 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	core/configuration/configuration_test.go	20	LookupEnv: func(string) (string, bool) { return "placeholder", true },	CODE
LOW	core/configuration/plan_test.go	184	{Id: "openai", Title: "OpenAI", Type: storepb.AIProviderType_OPENAI, Endpoint: instancesetting.DefaultOpenAIEndpoint,	CODE
LOW	core/configuration/plan_test.go	384	reader.users = []*store.User{{ID: 1, Username: "admin", Role: store.RoleAdmin, Nickname: "Set by the user", Email: "adm	CODE
LOW	web/tests/quick-find-navigation.test.tsx	213	expect(input).toHaveAttribute("placeholder", "common.search Product · common.memos");	CODE
LOW	web/tests/quick-find-navigation.test.tsx	227	expect(input).toHaveAttribute("placeholder", "common.search Product (123e4567…) · common.memos");	CODE
LOW	web/tests/usage-limits-settings.test.tsx	215	expect(screen.getByRole("textbox", { name: "Largest file (MiB)" })).toHaveAttribute("placeholder", "Unlimited");	CODE
LOW	markdown/parser/gfm_email_test.go	30	{name: "first email wins", source: "foo@bar.com@baz.example", expected: []GFMEmailMatch{emailMatch(0, 11, "foo@bar.com	CODE
LOW	markdown/parser/gfm_email_test.go	34	expected: []GFMEmailMatch{emailMatch(0, 11, "foo@bar.com"), emailMatch(11, 23, "+abc@def.com")},	CODE
LOW	internal/email/message_test.go	19	To: []string{"user@example.com"},	CODE
LOW	internal/email/message_test.go	37	To: []string{"user@example.com"},	CODE
LOW	internal/email/message_test.go	46	To: []string{"user@example.com"},	CODE
LOW	internal/email/message_test.go	76	To: []string{"user@example.com"},	CODE
LOW	internal/email/message_test.go	104	To: []string{"user@example.com"},	CODE
LOW	internal/email/message_test.go	176	To: []string{"user@example.com"},	CODE
LOW	internal/email/message_test.go	204	To: []string{"user@example.com"},	CODE
LOW	internal/email/message_test.go	238	msg := Message{To: []string{"user@example.com"}, Subject: "Test", Body: "Test"}	CODE
LOW	internal/email/message_test.go	258	msg := Message{To: []string{"user@example.com"}, Subject: "Test", Body: "Test"}	CODE
LOW	internal/email/README.md	43	To: []string{"user@example.com"},	CODE
LOW	internal/email/README.md	152	To: []string{"user@example.com"},	CODE
LOW	internal/email/README.md	179	Bcc: []string{"admin@example.com"},	CODE
LOW	internal/email/doc.go	55	// To: []string{"user@example.com"},	COMMENT
LOW	internal/email/doc.go	74	// To: []string{"user@example.com"},	COMMENT
LOW	internal/email/config_test.go	20	SMTPUsername: "user@example.com",	CODE
LOW	internal/email/config_test.go	31	SMTPUsername: "user@example.com",	CODE
LOW	internal/email/config_test.go	42	SMTPUsername: "user@example.com",	CODE
LOW	internal/email/config_test.go	53	SMTPUsername: "user@example.com",	CODE
LOW	internal/email/client_test.go	13	SMTPUsername: "user@example.com",	CODE
LOW	provider/idp/oauth2/oauth2_test.go	120	testName = "John Doe"	CODE
LOW	server/api/sse_service_test.go	459	Username: "user", Role: store.RoleAdmin, Email: "user@example.com",	CODE
LOW	server/api/sse_service_test.go	499	Username: "user", Role: store.RoleAdmin, Email: "user@example.com",	CODE
LOW	server/api/sse_service_test.go	529	Username: "user", Role: store.RoleAdmin, Email: "user@example.com",	CODE
LOW	server/api/sse_service_test.go	666	Username: "user", Role: store.RoleAdmin, Email: "user@example.com",	CODE
LOW	server/api/sse_service_test.go	706	Username: "user", Role: store.RoleAdmin, Email: "user@example.com",	CODE
LOW	server/api/test/user_service_email_username_test.go	189	Username: "admin@example.com",	CODE
LOW	docs/design/memos-export-format.md	139	"location": { "placeholder": "Office", "latitude": 52.52, "longitude": 13.405 },	CODE
LOW	docs/design/memo-export/1.0/memo.schema.json	34	"placeholder": { "type": "string" },	CODE
LOW	filter/engine_test.go	640	{2, `{"location":{"placeholder":"Tokyo","latitude":35.6,"longitude":139.7}}`},	CODE
LOW	store/seed/sqlite/01__dump.sql	87	INSERT INTO memo (id,uid,creator_id,created_ts,updated_ts,content,visibility,payload,space_id) VALUES(3,'goldenhour0001'	CODE
LOW⚡	store/seed/sqlite/01__dump.sql	120	INSERT INTO memo (id,uid,creator_id,created_ts,updated_ts,content,visibility,payload,space_id) VALUES(12,'bobnighttrain1	CODE
LOW⚡	store/seed/sqlite/01__dump.sql	123	INSERT INTO memo (id,uid,creator_id,created_ts,updated_ts,content,visibility,payload,space_id) VALUES(13,'bobbucketlist1	CODE
LOW⚡	store/seed/sqlite/01__dump.sql	129	INSERT INTO memo (id,uid,creator_id,created_ts,updated_ts,content,visibility,payload,space_id) VALUES(15,'johnnyreading0	CODE
LOW	store/test/configuration_state_test.go	177	require.Equal(t, "admin@example.com", created.Email, "the email is normalized as the store's writes do")	CODE

Hyper-Verbose Identifiers34 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	web/src/connect.ts	102	function shouldHandleUnauthenticatedRetry(error: unknown, isRetryAttempt: boolean): boolean {	CODE
LOW	web/src/contexts/MentionResolutionContext.tsx	58	export function useResolvedMentionUsernames(content: string) {	CODE
LOW	web/src/utils/redirect-safety.ts	90	export function shouldGatePrivateInstance(params: { isPrivateInstance: boolean; isAuthenticated: boolean; pathname: stri	CODE
LOW	web/src/utils/media-item.ts	53	export function buildAttachmentVisualItems(attachments: Attachment[]): AttachmentVisualItem[] {	CODE
LOW	web/src/utils/media-item.ts	104	export function countLogicalAttachmentItems(attachments: Attachment[]): number {	CODE
LOW	web/src/utils/media-item.ts	115	function buildSingleAttachmentItem(attachment: Attachment): AttachmentVisualItem {	CODE
LOW	web/src/utils/markdown-manipulation.ts	117	export function createUniqueSlugGenerator(reservedSlugs: Iterable<string> = []): (baseSlug: string) => string {	CODE
LOW	web/src/utils/tag-grammar.ts	96	function isNonCombiningXIDContinuationAt(source: string, index: number, limit: number): boolean {	CODE
LOW	web/src/components/CreateIdentityProviderDialog.tsx	183	function buildDialogStateFromTemplate(templateName: string) {	CODE
LOW	web/src/components/CreateIdentityProviderDialog.tsx	202	function buildDialogStateFromProvider(identityProvider: IdentityProvider) {	CODE
LOW	web/src/components/CreateIdentityProviderDialog.tsx	263	function CreateIdentityProviderDialog({ open, onOpenChange, identityProvider, onSuccess }: Props) {	CODE
LOW	web/src/components/ChangeMemberPasswordDialog.tsx	19	function ChangeMemberPasswordDialog({ open, onOpenChange, user, onSuccess }: Props) {	CODE
LOW	web/src/components/MemoDisplaySettingMenu.tsx	44	function MemoDisplaySettingsContent() {	CODE
LOW	web/src/components/UpdateCustomizedProfileDialog.tsx	26	function UpdateCustomizedProfileDialog({ open, onOpenChange, onSuccess }: Props) {	CODE
LOW	web/src/components/Settings/sso-display.ts	19	export function getIdentityProviderTypeLabel(type: IdentityProvider_Type): string {	CODE
LOW	web/src/components/Settings/sso-display.ts	60	export function getIdentifierFilterSummary(filter: string, t: Translate): string {	CODE
LOW	web/src/components/PagedMemoList/PagedMemoList.tsx	59	function useAutoFetchWhenNotScrollable({	CODE
LOW	web/src/components/ColumnGrid/ColumnGridContext.tsx	30	export function ColumnGridUntrappedProvider({ children }: { children: ReactNode }) {	CODE
LOW	web/src/components/MemoEditor/edit/types/attachment.ts	87	function visualItemToAttachmentItem(item: ReturnType<typeof buildAttachmentVisualItems>[number]): AttachmentItem {	CODE
LOW	…nents/MemoEditor/edit/utils/deriveDefaultCreateTime.ts	10	export function deriveDefaultCreateTimeFromFilters(filters: MemoFilter[], now: Date = new Date()): Date \| undefined {	CODE
LOW	…nents/MemoEditor/edit/utils/deriveDefaultCreateTime.ts	20	export function deriveDefaultCreateTimeFromDate(value: string, now: Date = new Date()): Date \| undefined {	CODE
LOW	…c/components/MemoEditor/edit/hooks/useAudioRecorder.ts	16	function getSupportedAudioMimeType(): string \| undefined {	CODE
LOW	web/src/hooks/useAttachmentQueries.ts	51	export function useBatchDeleteAttachments() {	CODE
LOW	web/src/hooks/useMemoQueries.ts	160	export function findMemoInCollectionQueries(queryClient: QueryClient, name: string, freshOnly = false): Memo \| undefined	CODE
LOW	web/src/hooks/useMemoQueries.ts	194	function patchMemoInCollectionQueries(queryClient: QueryClient, update: MemoPatch) {	CODE
LOW	web/src/hooks/useLiveMemoRefresh.ts	480	function invalidateLiveMemoQueries(queryClient: ReturnType<typeof useQueryClient>) {	CODE
LOW	web/src/hooks/useAttachmentLibrary.ts	245	export function useAttachmentLibraryStats(filter?: string) {	CODE
LOW	web/src/hooks/useAttachmentLibrary.ts	253	export function useUnusedAttachmentLibrary(locale: string, filter?: string, enabled = true) {	CODE
LOW	web/src/hooks/useUserQueries.ts	286	export function useUpdateUserGeneralSetting(currentUserName?: string) {	CODE
LOW	web/src/hooks/useUserQueries.ts	317	export function useUpdateUserEditorSetting(currentUserName?: string) {	CODE
LOW	web/src/hooks/useSpaceQueries.ts	328	export function useDeclineSpaceInvitation(viewerName: string) {	CODE
LOW	web/src/lib/context-suggestions.ts	83	export function getContextSuggestionCandidates(filters: MemoFilter[], viewFilter?: string): MemoSuggestion[] {	CODE
LOW	web/src/lib/suggestion-expression.ts	92	export function parseSuggestionExpression(source: string): SuggestionExpression \| undefined {	CODE
LOW	web/src/lib/tag-suggestions.ts	45	export function getTagSuggestionCandidates(filters: MemoFilter[], viewFilter?: string): { tag: string; source: Suggestio	CODE

Over-Commented Block32 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	core/memoexport/doc.go	1	// Package memoexport implements the Memos Export Format: a ZIP container that	COMMENT
LOW	web/src/components/ui/popup.ts	1	// Shared enter/exit motion for popup surfaces (dropdown menu, popover, tooltip), driven by	COMMENT
LOW	markdown/doc.go	1	// Package markdown is the markdown engine: parsing memo content into the AST	COMMENT
LOW	internal/ratelimit/ratelimit.go	81	}	COMMENT
LOW	internal/profile/profile.go	21	// Port is the binding port for server	COMMENT
LOW	internal/email/doc.go	1	// Package email provides SMTP email sending functionality for self-hosted Memos instances.	COMMENT
LOW	internal/email/doc.go	21	// # Common SMTP Settings	COMMENT
LOW	internal/email/doc.go	41	// - UseTLS: true	COMMENT
LOW	internal/email/doc.go	61	// err := email.Send(config, message)	COMMENT
LOW	internal/email/doc.go	81	//	COMMENT
LOW	provider/ai/audio/webm.go	21	const (	COMMENT
LOW	server/doc.go	1	// Package server is the HTTP process: it boots the net/http server, mounts every	COMMENT
LOW	server/test/startup_test.go	41		COMMENT
LOW	server/auth/token.go	81	// RefreshTokenClaims contains claims for long-lived refresh tokens.	COMMENT
LOW	server/api/auth_service_session.go	101	// This endpoint implements refresh token rotation with sliding window sessions:	COMMENT
LOW	server/api/auth_service_session.go	321	// The address comes from the trusted-proxy resolver, never from a header	COMMENT
LOW	server/api/auth_service.go	41	}, nil	COMMENT
LOW	server/api/auth_service.go	141	// as the local lookup key. On the miss path, a local user is created with the	COMMENT
LOW	server/api/attachment_service_image.go	81	}	COMMENT
LOW	server/api/user_service_identities.go	141	}	COMMENT
LOW	server/api/user_service_access_tokens.go	61	// - Optional expiration time (can be never-expiring)	COMMENT
LOW	server/api/header_carrier.go	81		COMMENT
LOW	server/api/memo_service_webhooks.go	141	// parseMemoOrderBy parses the order_by field and sets the appropriate ordering in memoFind.	COMMENT
LOW	server/api/authz.go	81	}	COMMENT
LOW	filter/engine_test.go	521		COMMENT
LOW	filter/doc.go	1	// Package filter compiles the CEL filter expressions accepted by the list	COMMENT
LOW	store/memo.go	161	// transport-facing mutation. Drivers discover and authorize the current memo,	COMMENT
LOW	store/doc.go	1	// Package store is the persistence layer: the Store facade, the Driver	COMMENT
LOW	store/user_unique.go	21	// uniqueViolationMarkers precede the constraint, index, or column name in the	COMMENT
LOW	store/migrator.go	21	// Migration System Overview:	COMMENT
LOW	store/migrator.go	41	// - Every driver ships the same set of migration versions; a schema change is	COMMENT
LOW	store/db/sqlite/sqlite.go	41	// good practice to be explicit and prevent future surprises on SQLite upgrades.	COMMENT

usememos/memos

Open-Source Code Quality, Security and Technical Debt Review