1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

26.8K

Stars

TypeScript

Language

199.6K

Lines of Code

1.5K

Files

119

Pattern Hits

2026-10-31

Scan Date

0.03

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 1.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 64 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.0/100 · LOW

Are imports declared and package/API names verified? 22 finding(s).

Agent Over-Engineering Ratio 5.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 72 finding(s).

PR Review Velocity Impact 9.2/100 · LOW

Which changes need focused human review? 119 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 11HIGH 33MEDIUM 2LOW 73

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 119 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.

Cross-File Repetition33 hits · 165 pts

Severity	File	Snippet	Context
HIGH	packages/discord.js/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/ui/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/brokers/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/next/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/collection/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/core/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/proxy/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/structures/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/create-discord-bot/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/util/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/builders/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/formatters/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/voice/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	…/scripts/turbo/generators/templates/default/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/rpc/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/rest/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/ws/cliff.toml	# changelog all notable changes to this project will be documented in this file.\n	STRING
HIGH	packages/discord.js/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/brokers/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/next/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/collection/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/core/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/proxy/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/structures/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/create-discord-bot/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/util/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/builders/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/formatters/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/voice/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	…/scripts/turbo/generators/templates/default/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/rpc/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/rest/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING
HIGH	packages/ws/cliff.toml	{%- macro remote_url() -%} https://github.com/{{ remote.github.owner }}/{{ remote.github.repo }} {%- endmacro -%} {% if	STRING

Hallucination Indicators11 hits · 110 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/discord.js/src/structures/Presence.js	396	return this.activity.presence.client.rest.cdn.appAsset(this.activity.applicationId, this.smallImage, options);	CODE
CRITICAL	packages/discord.js/src/structures/Presence.js	423	return this.activity.presence.client.rest.cdn.appAsset(this.activity.applicationId, this.largeImage, options);	CODE
CRITICAL	packages/discord.js/src/structures/ThreadMember.js	80	return this.member ?? this.thread.guild.members.cache.get(this.id) ?? null;	CODE
CRITICAL	…s/discord.js/src/structures/AutocompleteInteraction.js	74	return this.guild?.commands.cache.get(id) ?? this.client.application.commands.cache.get(id) ?? null;	CODE
CRITICAL	…ckages/discord.js/src/structures/CommandInteraction.js	90	return this.guild?.commands.cache.get(id) ?? this.client.application.commands.cache.get(id) ?? null;	CODE
CRITICAL	packages/discord.js/src/structures/GuildMember.js	376	return this.guild.members.me.roles.highest.comparePositionTo(this.roles.highest) > 0;	CODE
CRITICAL	packages/discord.js/src/structures/GuildMember.js	387	return this.manageable && this.guild.members.me.permissions.has(PermissionFlagsBits.KickMembers);	CODE
CRITICAL	packages/discord.js/src/structures/GuildMember.js	398	return this.manageable && this.guild.members.me.permissions.has(PermissionFlagsBits.BanMembers);	CODE
CRITICAL	…ord.js/src/structures/AutoModerationActionExecution.js	117	return this.guild.client.users.cache.get(this.userId) ?? null;	CODE
CRITICAL	packages/discord.js/src/util/Sweepers.js	130	const entitlements = this.client.application.entitlements.cache.sweep(filter);	CODE
CRITICAL	packages/voice/src/VoiceConnection.ts	768	return this.state.networking.state.dave.getVerificationCode(userId);	CODE

Hyper-Verbose Identifiers39 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	packages/discord.js/typings/index.d.ts	3830	export function fetchRecommendedShardCount(token: string, options?: FetchRecommendedShardCountOptions): Promise<number>;	CODE
LOW	packages/discord.js/typings/index.d.ts	4228	export abstract class DataManager<Key, Holds, Resolvable> extends BaseManager {	CODE
LOW	packages/discord.js/src/util/Util.js	81	async function fetchRecommendedShardCount(	CODE
LOW	packages/discord.js/src/util/Components.js	301	function extractInteractiveComponents(component) {	CODE
LOW	packages/discord.js/src/util/Channels.js	107	function transformAPIGuildForumTag(tag) {	CODE
LOW	packages/discord.js/src/util/Channels.js	147	function transformAPIGuildDefaultReaction(defaultReaction) {	CODE
LOW	packages/discord.js/src/util/Channels.js	162	function transformGuildDefaultReaction(defaultReaction) {	CODE
LOW	packages/discord.js/src/util/DataResolver.js	22	async function resolveInviteTargetUsersFile(client, targetUsersFile) {	CODE
LOW	packages/discord.js/src/managers/DataManager.js	12	class DataManager extends BaseManager {	CODE
LOW	…s/ui/src/lib/components/discord/MessageEmbedAuthor.tsx	7	export function DiscordMessageEmbedAuthor({ avatar, url, username }: IDiscordMessageEmbedAuthor) {	CODE
LOW	…s/ui/src/lib/components/discord/MessageInteraction.tsx	11	export function DiscordMessageInteraction({ author, authorNode, command }: IDiscordMessageInteraction) {	CODE
LOW	…s/ui/src/lib/components/discord/MessageAuthorReply.tsx	11	export function DiscordMessageAuthorReply({ avatar, bot, verified, color, username }: IDiscordMessageAuthorReply) {	CODE
LOW	…s/ui/src/lib/components/discord/MessageEmbedFooter.tsx	7	export function DiscordMessageEmbedFooter({ content, icon, timestamp }: IDiscordMessageEmbedFooter) {	CODE
LOW	…i/src/lib/components/discord/MessageEmbedThumbnail.tsx	6	export function DiscordMessageEmbedThumbnail({ alt, image }: IDiscordMessageEmbedThumbnail) {	CODE
LOW	…s/ui/src/lib/components/discord/MessageEmbedFields.tsx	7	export function DiscordMessageEmbedFields({ fields }: IDiscordMessageEmbedFields) {	CODE
LOW	packages/collection/__tests__/collection.test.ts	20	function expectInvalidFunctionError(cb: () => unknown, val?: unknown): void {	CODE
LOW	packages/proxy/src/util/responseHelpers.ts	12	export async function populateSuccessfulResponse(res: ServerResponse, data: ResponseLike): Promise<void> {	CODE
LOW	packages/proxy/src/util/responseHelpers.ts	35	export function populateGeneralErrorResponse(res: ServerResponse, error: DiscordAPIError \| HTTPError): void {	CODE
LOW	packages/proxy/src/util/responseHelpers.ts	50	export function populateRatelimitErrorResponse(res: ServerResponse, error: RateLimitError): void {	CODE
LOW	packages/proxy/src/util/responseHelpers.ts	66	export function populateAbortErrorResponse(res: ServerResponse): void {	CODE
LOW	packages/structures/src/utils/optimization.ts	20	export function dateToDiscordISOTimestamp(date: Date) {	CODE
LOW	packages/util/src/functions/runtime.ts	3	export function shouldUseGlobalFetchAndWebSocket() {	CODE
LOW	…kages/builders/__tests__/components/selectMenu.test.ts	37	function makeStringSelectMenuWithOptions() {	CODE
LOW	…kages/builders/__tests__/components/selectMenu.test.ts	47	function mapStringSelectMenuOptionBuildersToJson(selectMenu: StringSelectMenuBuilder) {	CODE
LOW	packages/builders/src/components/Components.ts	266	export function resolveAccessoryComponent(component: APISectionAccessoryComponent) {	CODE
LOW	packages/voice/__tests__/VoiceConnection.test.ts	74	function createFakeVoiceConnection() {	CODE
LOW	packages/voice/__tests__/AudioPlayer.test.ts	45	function createVoiceConnectionMock() {	CODE
LOW	packages/voice/__tests__/entersState.test.ts	7	function createFakeVoiceConnection(status = VoiceConnectionStatus.Signalling) {	CODE
LOW	packages/voice/src/DataStore.ts	19	export function createJoinVoiceChannelPayload(config: JoinConfig) {	CODE
LOW	packages/voice/src/DataStore.ts	36	function getOrCreateGroup(group: string) {	CODE
LOW	packages/voice/src/receive/AudioReceiveStream.ts	81	export function createDefaultAudioReceiveStreamOptions(): AudioReceiveStreamOptions {	CODE
LOW	packages/voice/src/audio/TransformerGraph.ts	118	function canEnableFFmpegOptimizations(): boolean {	CODE
LOW	packages/scripts/src/generateSplitDocumentation.ts	130	function resolveCanonicalReference(	CODE
LOW	packages/scripts/src/generateSplitDocumentation.ts	993	async function writeSplitDocsToFileSystem({	CODE
LOW	packages/scripts/src/generateSplitDocumentation.ts	1026	export async function generateSplitDocumentation({	CODE
LOW	packages/rest/src/lib/utils/utils.ts	170	export function calculateUserDefaultAvatarIndex(userId: Snowflake) {	CODE
LOW	…/ws/src/strategies/context/IContextFetchingStrategy.ts	40	export async function managerToFetchingStrategyOptions(manager: WebSocketManager): Promise<FetchingStrategyOptions> {	CODE
LOW	packages/ws/src/utils/constants.ts	80	export function getInitialSendRateLimitState(): SendRateLimitState {	CODE
LOW	apps/website/src/hooks/useUnregisterServiceWorker.ts	5	export function useUnregisterServiceWorker() {	CODE

Over-Commented Block23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	packages/next/api-extractor.json	1	{	COMMENT
LOW	packages/next/api-extractor.json	21	// "@discordjs/core",	COMMENT
LOW	packages/scripts/src/generateSplitDocumentation.ts	321	if (codeDestination) {	COMMENT
LOW	packages/scripts/src/generateSplitDocumentation.ts	801	}	COMMENT
LOW	…ages/api-extractor/src/enhancers/ValidationEnhancer.ts	81	if (symbolMetadata.maxEffectiveReleaseTag === ReleaseTag.Internal) {	COMMENT
LOW	packages/api-extractor/src/collector/Collector.ts	581	//	COMMENT
LOW	packages/api-extractor/src/collector/Collector.ts	941	const declaration: ts.Declaration = astDeclaration.declaration;	COMMENT
LOW	packages/api-extractor/src/collector/Collector.ts	981	this.messageRouter.addTsdocMessages(parserContext, declaration.getSourceFile(), astDeclaration);	COMMENT
LOW	…/api-extractor/src/schemas/api-extractor-template.json	441	// "addToApiReportFile": false	COMMENT
LOW	packages/api-extractor/src/api/CompilerState.ts	161	// Used by compilerHost.fileExists()	COMMENT
LOW	…ges/api-extractor/src/generators/ApiReportGenerator.ts	541	// FirstPunctuation: pre=[{] sep=[\n\n ]	COMMENT
LOW	…ages/api-extractor/src/generators/ApiModelGenerator.ts	341	// // ...so here we end up with example1.thing() and example2.thing()	COMMENT
LOW	packages/api-extractor/src/analyzer/ExportAnalyzer.ts	521	if (declaration.kind === ts.SyntaxKind.ExportSpecifier) {	COMMENT
LOW	packages/api-extractor/src/analyzer/ExportAnalyzer.ts	541	// EXAMPLE:	COMMENT
LOW	packages/api-extractor/src/analyzer/ExportAnalyzer.ts	581	// declaration,	COMMENT
LOW	packages/api-extractor/src/analyzer/ExportAnalyzer.ts	641	// EXAMPLE:	COMMENT
LOW	packages/api-extractor/src/analyzer/ExportAnalyzer.ts	661	// a package or source file.	COMMENT
LOW	packages/api-extractor/src/analyzer/ExportAnalyzer.ts	701	}	COMMENT
LOW	packages/api-extractor/src/analyzer/ExportAnalyzer.ts	741	SourceFileLocationFormatter.formatDeclaration(declaration),	COMMENT
LOW	packages/api-extractor/src/analyzer/AstSymbolTable.ts	241	// namespace X {	COMMENT
LOW	packages/api-extractor/src/analyzer/AstSymbolTable.ts	261	}	COMMENT
LOW	…pi-extractor-model/src/mixins/ApiItemContainerMixin.ts	481	// We want to find the reference token associated with the actual inherited declaration.	COMMENT
LOW	…pi-extractor-model/src/mixins/ApiItemContainerMixin.ts	561	// For example, in the code block below, `Bar.x` is reported as the inherited item, not `Foo.x`.	COMMENT

Fake / Example Data11 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/util/__tests__/lazy.test.ts	14	const callback = vi.fn(() => 'Lorem Ipsum');	CODE
LOW⚡	packages/util/__tests__/lazy.test.ts	18	expect(lazyStoredValue()).toEqual('Lorem Ipsum');	CODE
LOW⚡	packages/util/__tests__/lazy.test.ts	22	const callback = vi.fn(() => 'Lorem Ipsum');	CODE
LOW⚡	packages/util/__tests__/lazy.test.ts	30	expect(cachedValue).toEqual('Lorem Ipsum');	CODE
LOW	…ckages/builders/__tests__/components/textInput.test.ts	51	placeholder: 'placeholder',	CODE
LOW	packages/builders/__tests__/components/label.test.ts	71	placeholder: 'placeholder',	CODE
LOW	packages/builders/__tests__/components/label.test.ts	84	placeholder: 'placeholder',	CODE
LOW	packages/builders/__tests__/components/label.test.ts	115	textInput.setCustomId('custom_id').setPlaceholder('placeholder').setStyle(TextInputStyle.Paragraph),	CODE
LOW	packages/builders/__tests__/components/label.test.ts	128	.setPlaceholder('placeholder')	CODE
LOW	…s/builders/src/components/selectMenu/BaseSelectMenu.ts	18	Pick<Data, 'custom_id' \| 'disabled' \| 'id' \| 'max_values' \| 'min_values' \| 'placeholder' \| 'required'>	CODE
LOW	apps/guide/CONTRIBUTING.md	73	- Avoid talking about "dummy" values, call them "placeholder" or "sample value" instead.	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/structures/__tests__/types/Mixin.test-d.ts	24	// Since MixinProperty2 doesn't utilize the type of property1 in kData, this works and is ok	COMMENT
MEDIUM	packages/structures/__tests__/types/Mixin.test-d.ts	29	// Since MixinProperty2 doesn't utilize the type of property1 in kData, this works and is ok	COMMENT

discordjs/discord.js

Open-Source Code Quality, Security and Technical Debt Review