2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.8K

Stars

TypeScript

Language

78.2K

Lines of Code

389

Files

133

Pattern Hits

2026-10-31

Scan Date

0.01

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 7.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 122 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

Are imports declared and package/API names verified? 10 finding(s).

Agent Over-Engineering Ratio 7.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 121 finding(s).

PR Review Velocity Impact 9.4/100 · LOW

Which changes need focused human review? 133 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 2HIGH 0MEDIUM 2LOW 129

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 133 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 Identifiers120 hits · 122 pts

Severity	File	Line	Snippet	Context
LOW	…kages/atmosphere/src/providers/twitter/searchErrors.ts	13	export function formatUnknownCursorMessage(cursor: string): string {	CODE
LOW	…kages/atmosphere/src/providers/twitter/searchErrors.ts	18	export function formatSearchQueryTooLongMessage(length: number): string {	CODE
LOW	…kages/atmosphere/src/providers/twitter/searchErrors.ts	52	function isSearchTimelineErrorPath(path: unknown): boolean {	CODE
LOW	…kages/atmosphere/src/providers/twitter/searchErrors.ts	60	export function parseSearchTimelineClientError(	CODE
LOW	…kages/atmosphere/src/providers/twitter/searchErrors.ts	85	export function isSearchTimelineClientErrorResponse(json: unknown): boolean {	CODE
LOW	…kages/atmosphere/src/providers/twitter/searchErrors.ts	89	export function searchTimelineClientErrorToApiQueryError(	CODE
LOW	…kages/atmosphere/src/providers/twitter/searchErrors.ts	126	export function unknownCursorFromSearchTimelineError(json: unknown): string \| null {	CODE
LOW	packages/atmosphere/src/providers/twitter/trends.ts	17	function isGraphQLTimelineCursorLoose(obj: unknown): obj is { cursorType: string; value: string } {	CODE
LOW	packages/atmosphere/src/providers/twitter/trends.ts	53	function processTimelineItemContent(	CODE
LOW	packages/atmosphere/src/providers/twitter/trends.ts	77	export function parseTrendsFromGenericTimelineInstructions(	CODE
LOW	packages/atmosphere/src/providers/twitter/trends.ts	124	export function getExploreInitialTimelineInstructions(	CODE
LOW	packages/atmosphere/src/providers/twitter/processor.ts	31	function mergeTweetShellIntoStatus(status: GraphQLTwitterStatus): void {	CODE
LOW	packages/atmosphere/src/providers/twitter/processor.ts	88	function birdwatchEntitiesToFacets(entities: BirdwatchEntity[], noteText: string): APIFacet[] {	CODE
LOW	packages/atmosphere/src/providers/twitter/processor.ts	107	function replyTargetScreenNameFromGraphQL(status: GraphQLTwitterStatus): string \| undefined {	CODE
LOW	packages/atmosphere/src/providers/twitter/processor.ts	123	function replyTargetDisplayNameFromGraphQL(status: GraphQLTwitterStatus): string \| undefined {	CODE
LOW	packages/atmosphere/src/providers/twitter/processor.ts	135	function repostedByFromGraphQLUser(user: GraphQLUser \| undefined): APIRepostedBy \| null {	CODE
LOW	packages/atmosphere/src/providers/twitter/processor.ts	168	function getRetweetedOriginalFromLegacy(	CODE
LOW	packages/atmosphere/src/providers/twitter/processor.ts	180	function isRetweetWithoutNestedOriginal(	CODE
LOW	packages/atmosphere/src/providers/twitter/profile.ts	57	export function isSuspendedUserUnavailable(result: unknown): boolean {	CODE
LOW	packages/atmosphere/src/providers/twitter/profile.ts	67	function userByScreenNameResultValid(result: unknown): boolean {	CODE
LOW	packages/atmosphere/src/providers/twitter/profile.ts	78	function userResultByScreenNameResultValid(result: unknown): boolean {	CODE
LOW	packages/atmosphere/src/providers/twitter/profile.ts	89	function descriptionEntitiesToFacets(	CODE
LOW	packages/atmosphere/src/providers/twitter/profile.ts	488	export async function fetchTwitterGraphQLUserByRestId(	CODE
LOW	…kages/atmosphere/src/providers/twitter/proxy/errors.ts	25	function firstErrorMessageIncludes(json: unknown, substr: string): boolean {	CODE
LOW	…kages/atmosphere/src/providers/twitter/proxy/errors.ts	34	export function twitterResponseLooksEmpty(json: unknown): boolean {	CODE
LOW	…kages/atmosphere/src/providers/twitter/proxy/errors.ts	57	export function jsonHasTruthyErrorsProperty(json: unknown): boolean {	CODE
LOW	…kages/atmosphere/src/providers/twitter/proxy/errors.ts	223	export function applyNsfwViewerErrorPatch(json: unknown): void {	CODE
LOW	…ages/atmosphere/src/providers/twitter/proxy/discord.ts	21	function formatProxyEndpointForDiscord(pathname: string): string {	CODE
LOW	packages/atmosphere/src/providers/mastodon/client.ts	49	async function resolveMastodonRedirectIfNeeded(	CODE
LOW	…ages/atmosphere/src/providers/threads/relationships.ts	27	export async function constructThreadsRelationshipList(	CODE
LOW	packages/atmosphere/src/providers/threads/search.ts	115	export async function constructThreadsUserSearch(	CODE
LOW	packages/atmosphere/src/providers/threads/search.ts	196	export async function constructThreadsTypeahead(	CODE
LOW	packages/atmosphere/src/providers/threads/shortcode.ts	4	export function threadsShortcodeToMediaId(shortcode: string): string {	CODE
LOW	packages/atmosphere/src/providers/threads/processor.ts	115	function textAndFacetsFromThreadsTextFragments(post: Record<string, unknown>): {	CODE
LOW	packages/atmosphere/src/providers/threads/processor.ts	175	export function textAndFacetsFromThreadsPost(post: Record<string, unknown>): {	CODE
LOW	packages/atmosphere/src/providers/threads/processor.ts	191	function mediaContainerFromThreadsPost(post: Record<string, unknown>): {	CODE
LOW	packages/atmosphere/src/providers/threads/processor.ts	442	export function userFromThreadsProfilePayload(user: Record<string, unknown>): APIUser \| null {	CODE
LOW	packages/atmosphere/src/providers/threads/client.ts	179	export async function fetchThreadsUserByUsername(params: {	CODE
LOW	packages/atmosphere/src/providers/threads/client.ts	214	export async function fetchThreadsProfileTimeline(params: {	CODE
LOW	packages/atmosphere/src/providers/threads/profile.ts	168	export async function constructThreadsProfileStatuses(	CODE
LOW	packages/atmosphere/src/providers/threads/cursors.ts	51	export function encodeThreadsConversationCursor(p: ThreadsConversationCursorV1): string {	CODE
LOW	packages/atmosphere/src/providers/threads/cursors.ts	55	export function decodeThreadsConversationCursor(raw: string): ThreadsConversationCursorV1 \| null {	CODE
LOW	packages/atmosphere/src/providers/threads/cursors.ts	79	export function encodeThreadsProfileTimelineCursor(p: ThreadsProfileTimelineCursorV1): string {	CODE
LOW	packages/atmosphere/src/providers/threads/cursors.ts	83	export function decodeThreadsProfileTimelineCursor(	CODE
LOW	packages/atmosphere/src/providers/threads/cursors.ts	169	export function encodeThreadsSearchCursor(p: ThreadsSearchCursorV1): string {	CODE
LOW	packages/atmosphere/src/providers/threads/cursors.ts	173	export function decodeThreadsSearchCursor(raw: string): ThreadsSearchCursorV1 \| null {	CODE
LOW	…/atmosphere/src/providers/threads/private-processor.ts	84	export function threadRowsFromThreadsFeed(json: unknown): Record<string, unknown>[][] {	CODE
LOW	…/atmosphere/src/providers/threads/private-processor.ts	115	export function rankTokenFromThreadsSearch(json: unknown): string \| null {	CODE
LOW	…/atmosphere/src/providers/threads/private-processor.ts	167	export function threadsUserFromPrivateRecord(rec: Record<string, unknown>): APIUser \| null {	CODE
LOW	…/atmosphere/src/providers/threads/private-processor.ts	223	export function replyRowsFromThreadsReplies(json: unknown): Record<string, unknown>[] {	CODE
LOW	…kages/atmosphere/src/providers/threads/conversation.ts	133	export async function constructThreadsConversation(	CODE
LOW	…ckages/atmosphere/src/providers/threads/private-api.ts	240	export function fetchThreadsUserByUsername(	CODE
LOW	…ckages/atmosphere/src/providers/threads/private-api.ts	252	export function fetchThreadsKeywordSearch(	CODE
LOW	packages/atmosphere/src/providers/threads/likes.ts	19	export async function constructThreadsStatusLikes(	CODE
LOW	…kages/atmosphere/src/providers/threads/profile-tabs.ts	27	export async function constructThreadsProfileTab(	CODE
LOW	…ages/atmosphere/src/providers/bluesky/notifications.ts	19	export async function fetchBlueskyNotifications(params: {	CODE
LOW	…ages/atmosphere/src/providers/bluesky/notifications.ts	63	export async function getBlueskyNotificationUnreadCount(params: {	CODE
LOW	…ages/atmosphere/src/providers/bluesky/notifications.ts	83	export async function updateBlueskyNotificationSeen(params: {	CODE
LOW	…phere/src/providers/bluesky/detectDescriptionFacets.ts	41	export function detectBlueskyDescriptionFacets(text: string): BlueskyFacet[] {	CODE
LOW	…es/atmosphere/src/providers/bluesky/profileStatuses.ts	61	export function groupConsecutiveSelfReplies(feed: BlueskyFeedViewPost[]): BlueskyFeedViewPost[][] {	CODE
60 more matches not shown…

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/atmosphere/src/providers/twitter/processor.ts	538	status.note_tweet.note_tweet_results.result.richtext.richtext_tags.forEach(richtext => {	CODE
CRITICAL	packages/atmosphere/src/providers/twitter/processor.ts	566	status.note_tweet.note_tweet_results.result.media.inline_media.forEach(inlineMedia => {	CODE

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	test/bluesky.client-upstream.test.ts	94	credentialKey: 'dummy-key'	CODE
LOW	test/bluesky.client-upstream.test.ts	100	expect(credMocks.initCredentials).toHaveBeenCalledWith('dummy-key');	CODE
LOW	test/bluesky.client-upstream.test.ts	119	{ credentialKey: 'dummy-key' }	CODE
LOW	test/bluesky.client-upstream.test.ts	161	credentialKey: 'dummy-key'	CODE
LOW	test/bluesky.client-upstream.test.ts	189	{ credentialKey: 'dummy-key' }	CODE
LOW	test/bluesky.client-upstream.test.ts	217	credentialKey: 'dummy-key',	CODE
LOW	test/bluesky.client-upstream.test.ts	235	credentialKey: 'dummy-key',	CODE
LOW	test/bluesky.client-upstream.test.ts	257	const result = await fetchActorProfile('did:plc:test', { credentialKey: 'dummy-key' });	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/strings.ts	235	# Did you know we have a fetch API you can use for free, no API keys required?	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/strings.ts	243	# ==========================================================================	COMMENT

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/strings.ts	221	ERROR_USER_NOT_FOUND: `Sorry, that user doesn't exist :(`,	COMMENT

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