1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.9K

Stars

TypeScript

Language

326.1K

Lines of Code

1.7K

Files

400

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 6.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 379 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 5.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 343 finding(s).

PR Review Velocity Impact 7.5/100 · LOW

Which changes need focused human review? 400 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 6HIGH 1MEDIUM 25LOW 368

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 400 distinct pattern matches across 11 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 Identifiers331 hits · 345 pts

Severity	File	Line	Snippet	Context
LOW	scripts/bundleSizeGuard.js	67	function dedupeEsbuildLegalComments(source) {	CODE
LOW	dev/gallery/audit.ts	217	function hasVisibleUnsupportedColor(value: string): boolean {	CODE
LOW	dev/gallery/audit.ts	222	export function resolveObsidianColorTokens(doc: Document): ReadonlySet<string> {	CODE
LOW	dev/gallery/main.test.ts	215	function installImperativeRenderSimulation(retainedClosedStoryId?: string): jest.Mock {	CODE
LOW	src/aiParams.ts	104	export function subscribeToModelKeyChange(callback: () => void): () => void {	CODE
LOW	src/aiParams.ts	118	export function subscribeToChainTypeChange(callback: () => void): () => void {	CODE
LOW	src/utils.ts	172	export function getPropertyValuesFromNote(app: App, file: TFile, key: string): string[] {	CODE
LOW	src/utils.ts	272	export function isAllowedFileForNoteContext(file: TFile \| null): boolean {	CODE
LOW	src/utils.ts	303	function resolveNoteFilesFromTitles(noteTitles: string[], vault: Vault): TFile[] {	CODE
LOW	src/utils.ts	359	export function processVariableNameForNotePath(variableName: string): string {	CODE
LOW	src/utils.ts	547	function createReadableStreamFromString(input: string) {	CODE
LOW	src/plusUtils.ts	95	function subscribeToVerifiedEntitlement(listener: () => void): () => void {	CODE
LOW	src/plusUtils.ts	139	export async function ensureMultiAgentEntitlement(app?: App): Promise<boolean> {	CODE
LOW	src/plusUtils.ts	149	export function showMultiAgentUpgradePrompt(): void {	CODE
LOW	src/plusUtils.ts	255	function waitForLicensedChatModelId(): Promise<string \| undefined> {	CODE
LOW	src/plusUtils.ts	306	export function markPaidPendingEntitlement(): void {	CODE
LOW	src/plusUtils.test.ts	185	function settingsWithFlashConfigured(): CopilotSettings {	CODE
LOW	src/instructions/agentsFile.test.ts	14	function setCaseInsensitiveFilesystem(value: boolean) {	CODE
LOW	src/instructions/agentsFile.ts	20	export async function agentsFileIsUninitialized(app: App, folderPath: string): Promise<boolean> {	CODE
LOW	src/instructions/agentsFile.ts	47	export async function removeGeneratedInstructionFiles(app: App, folderPath: string): Promise<void> {	CODE
LOW	src/instructions/agentsFile.ts	117	export async function ensureAgentsFileForDiscovery(app: App, folderPath: string): Promise<void> {	CODE
LOW	src/instructions/agentsFile.ts	140	export function findCachedInstructionFile(app: App, filePath: string): TFile \| null {	CODE
LOW	src/instructions/agentsFile.ts	168	async function convertLegacyGeneratedFile(	CODE
LOW	src/settings/revealCopilotFolder.ts	16	export async function revealHiddenCopilotFolder(	CODE
LOW	src/settings/deviceProfiles.ts	68	function stripDeviceFieldsFromBackends(backends: Backends \| undefined): Backends {	CODE
LOW	src/settings/model.ts	349	function preserveProvidersWithCredentials(	CODE
LOW	src/settings/model.ts	358	function preserveConfiguredModelsForProviders(	CODE
LOW	src/settings/model.ts	421	export function subscribeToSettingsChange(	CODE
LOW	src/settings/model.ts	846	export function sanitizeBuiltinPreferences(raw: unknown): BuiltinPreferences {	CODE
LOW	src/settings/model.ts	1031	function sanitizeClaudeAutoModePermission(raw: unknown): ClaudeAutoModePermission \| undefined {	CODE
LOW	src/settings/model.ts	1038	function sanitizeClaudeBackendSettings(raw: unknown): ClaudeBackendSettings {	CODE
LOW	src/settings/model.ts	1050	function sanitizeCodexBackendSettings(raw: unknown): CodexBackendSettings {	CODE
LOW	src/settings/model.ts	1071	function sanitizeOpencodeBackendSettings(raw: unknown): OpencodeBackendSettings {	CODE
LOW	src/settings/model.ts	1094	function sanitizeDeviceAgentProfile(raw: unknown): DeviceAgentProfile \| undefined {	CODE
LOW	src/settings/openSettings.test.ts	65	function settingsWithCorePluginsTab() {	CODE
LOW	src/settings/upgradeNotice.ts	70	export function buildUpgradeRelocationEntries(	CODE
LOW	src/settings/skillLoadErrorState.ts	6	export function publishSkillLoadErrorCount(count: number): void {	CODE
LOW	src/settings/copilotRootChange.ts	39	export function findCopilotRootFileConflict(app: App, folder: string): string \| null {	CODE
LOW	src/settings/openSettings.ts	45	export function consumeRequestedCopilotSettingsTab(): CopilotSettingsTabId {	CODE
LOW⚡	src/settings/copilotFolder.ts	26	export function deriveConversationsFolder(settings: FolderSettings): string {	CODE
LOW⚡	src/settings/copilotFolder.ts	30	export function deriveConversationAttachmentsFolder(conversationsFolder: string): string {	CODE
LOW⚡	src/settings/copilotFolder.ts	34	export function deriveCustomPromptsFolder(settings: FolderSettings): string {	CODE
LOW⚡	src/settings/copilotFolder.ts	38	export function deriveSystemPromptsFolder(settings: FolderSettings): string {	CODE
LOW⚡	src/settings/copilotFolder.ts	54	export function getEffectiveCopilotFolder(): string {	CODE
LOW⚡	src/settings/copilotFolder.ts	58	export function getEffectiveConversationsFolder(): string {	CODE
LOW⚡	src/settings/copilotFolder.ts	62	export function getEffectiveCustomPromptsFolder(): string {	CODE
LOW⚡	src/settings/copilotFolder.ts	66	export function getEffectiveSystemPromptsFolder(): string {	CODE
LOW	src/settings/copilotFolder.ts	78	export function getEffectiveProjectsFolder(): string {	CODE
LOW	src/settings/v2/components/configuredModelGrouping.ts	80	export function opencodeOnlySubGroupLabel(model: ConfiguredModel, provider: Provider): string {	CODE
LOW	src/settings/v2/components/configuredModelGrouping.ts	116	function opencodeProviderDestination(providerId: string): Destination {	CODE
LOW	src/tools/ToolResultFormatter.ts	1	export function deriveReadNoteDisplayName(rawNotePath: string): string {	CODE
LOW	src/tools/NoteTools.ts	258	function extractLinkedNoteMetadata(	CODE
LOW	src/tools/TimeTools.ts	456	async function convertTimeBetweenTimezones(	CODE
LOW	src/types/message.ts	36	export function isNoteSelectedTextContext(	CODE
LOW	src/context/contextUpdatesBlockBuilder.ts	7	export function buildProjectContextUpdatesBlock(): string {	CODE
LOW	src/context/L2ContextCompactor.ts	15	function extractSourceFromCommonTags(xmlBlock: string): string {	CODE
LOW	src/LLMProviders/selfHostServices.test.ts	57	function requestAgentSearchChannel(	CODE
LOW	src/LLMProviders/selfHostServices.ts	46	export function createSelfHostWebSearchAgentBridge(	CODE
LOW	src/LLMProviders/chainRunner/README.md	478	async function executeSequentialToolCall(	CODE
LOW	…c/LLMProviders/chainRunner/utils/toolPromptDebugger.ts	59	function formatPromptSectionsWithAnnotations(sections: PromptSection[]): string {	CODE
271 more matches not shown…

Hallucination Indicators6 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/agentMode/ui/useRelevantNotesPaneOpen.test.tsx	76	expect(fixture.workspace.offref.mock.calls.map(([ref]) => ref.name).sort()).toEqual([	CODE
CRITICAL	src/agentMode/skills/SkillManager.test.ts	277	const renameHandler = app.vault.on.mock.calls.find(([event]) => event === "rename")?.[1];	CODE
CRITICAL	src/agentMode/skills/SkillManager.test.ts	769	const call = app.vault.on.mock.calls.find(([e]) => e === event);	CODE
CRITICAL	src/components/modals/OpenArtifactsModal.tsx	114	await event.currentTarget.win.navigator.clipboard.writeText(receipt.url);	CODE
CRITICAL	src/components/modals/OpenArtifactsModal.tsx	226	await event.currentTarget.win.navigator.clipboard.writeText(state?.url ?? docUrl ?? "");	CODE
CRITICAL	src/services/releaseUpdateNotice.ts	26	const fragment = app.workspace.containerEl.doc.win.createFragment();	CODE

Decorative Section Separators12 hits · 44 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yml	76	# ── Step 2: Checkout the merge commit on master ─────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	132	# ── Step 4: Set up Node.js ───────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	139	# ── Step 5: Install dependencies ────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	146	# ── Step 6: Build the plugin ─────────────────────────────────────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	150	# ── Step 7: Write PR body to a file (avoids shell injection) ─────────────	COMMENT
MEDIUM⚡	.github/workflows/release.yml	159	# ── Step 8: Check if release already exists (idempotency guard) ─────────	COMMENT
MEDIUM	.github/workflows/release.yml	172	# ── Step 9: Prepare release-asset manifest ──────────────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	186	# ── Step 10: Generate build provenance attestation ──────────────────────	COMMENT
MEDIUM	.github/workflows/release.yml	204	# ── Step 11: Create GitHub Release ───────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/canary.yml	46	# ── Step 1: Authorize the commenter and resolve the PR ──────────────────	COMMENT
MEDIUM	.github/workflows/canary.yml	79	# ── Step 2: Checkout the PR head ────────────────────────────────────────	COMMENT
MEDIUM	.github/workflows/canary.yml	135	# ── Step 4: Replace this version's previous canary ──────────────────────	COMMENT

Structural Annotation Overuse22 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	.claude/agents/prerelease.md	20	### Step 0: Pre-flight Sanity Checks	COMMENT
LOW	.claude/agents/prerelease.md	99	### Step 1: Determine Prerelease Identity	COMMENT
LOW	.claude/agents/prerelease.md	110	### Step 2: Prepare the Branch	COMMENT
LOW	.claude/agents/prerelease.md	123	### Step 3: Bump the Version	COMMENT
LOW	.claude/agents/prerelease.md	147	### Step 4: Gather and Understand Merged PRs	COMMENT
LOW	.claude/agents/prerelease.md	158	### Step 5: Generate Prerelease Notes	COMMENT
LOW	.claude/agents/prerelease.md	203	### Step 6: Update RELEASES.md	COMMENT
LOW	.claude/agents/prerelease.md	209	### Step 7: Commit and Create PR	COMMENT
LOW	.claude/agents/prerelease.md	238	### Step 8: Report Back	COMMENT
LOW	.claude/agents/release.md	22	### Step 0: Pre-flight Sanity Checks	COMMENT
LOW	.claude/agents/release.md	94	### Step 1: Determine Release Type	COMMENT
LOW	.claude/agents/release.md	102	### Step 2: Prepare the Branch	COMMENT
LOW	.claude/agents/release.md	115	### Step 3: Bump the Version	COMMENT
LOW	.claude/agents/release.md	123	### Step 4: Gather and Understand Merged PRs	COMMENT
LOW	.claude/agents/release.md	159	### Step 5: Generate Release Notes	COMMENT
LOW	.claude/agents/release.md	195	### Step 6: Update RELEASES.md	COMMENT
LOW	.claude/agents/release.md	199	### Step 7: Commit and Create PR	COMMENT
LOW	.claude/agents/release.md	226	### Step 8: Report Back	COMMENT
LOW	…c/services/webViewerService/webViewerServiceActions.ts	180	// Step 1: Extract video metadata from JSON-LD (structured data)	COMMENT
LOW	…c/services/webViewerService/webViewerServiceActions.ts	250	// Step 2: Fallback to DOM selectors for missing metadata	COMMENT
LOW	…c/services/webViewerService/webViewerServiceActions.ts	266	// Step 3: Find or open the transcript panel	COMMENT
LOW	…c/services/webViewerService/webViewerServiceActions.ts	330	// Step 4: Extract transcript segments from the panel	COMMENT

Modern AI Meta-Vocabulary12 hits · 28 pts

Severity	File	Line	Snippet	Context
MEDIUM	RELEASES.md	1570	- #1809 Show embedding model @logancyang	CODE
MEDIUM	RELEASES.md	1874	- #1405 Encrypt embedding model api keys @logancyang	CODE
MEDIUM	RELEASES.md	1927	- #1266 Add support for rendering `<think>` sections and fix RAG with reasoning models @logancyang	CODE
MEDIUM	RELEASES.md	2033	- #1107 Add copilot-plus-large embedding model @logancyang	CODE
MEDIUM	RELEASES.md	2121	- #1001 Add copilot plus multilingual embedding model @logancyang	CODE
MEDIUM	RELEASES.md	2159	- #969 Enable batch embedding and add experimental `copilot-plus-small` embedding model for Plus users @logancyang	CODE
MEDIUM	local_copilot.md	34	#### Important note about setting context window	COMMENT
MEDIUM	internal-docs/STYLE_GUIDE.md	129	## Writing testable code (dependency injection)	COMMENT
MEDIUM	docs/context-and-mentions.md	60	Agent mentions select OpenCode, Claude, or Codex. They are different from note, folder, and web context mentions. See [M	CODE
MEDIUM	docs/index.md	17	- [Ask multiple agents](agent-mode-and-tools.md#multi-agent-answers) to research or review the same question in parallel	CODE
MEDIUM	src/search/v3/README.md	76	### 3. Merge and dedup at orchestration layer	COMMENT
MEDIUM	src/search/v3/README.md	86	### 4. How they reach final RAG context	COMMENT

Over-Commented Block6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	scripts/obsidian-vault.sh	1	# Sourced by the scripts that deploy into $COPILOT_TEST_VAULT_PATH and reload a	COMMENT
LOW	scripts/seed-skills-scenarios.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/workflows/canary.yml	1	# Canary workflow: a maintainer comments `/canary` on an open stable release PR	COMMENT
LOW	src/settings/model.ts	381	}	COMMENT
LOW	src/agentMode/backends/opencode/ui/opencodeVersion.ts	1	// Before bumping, check that opencodeCopilotPlugin.ts still matches OpenCode's	COMMENT
LOW	…c/services/webViewerService/webViewerServiceActions.ts	261	if (!duration) {	COMMENT

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…c/services/webViewerService/webViewerServiceActions.ts	180	// Step 1: Extract video metadata from JSON-LD (structured data)	COMMENT
LOW	…c/services/webViewerService/webViewerServiceActions.ts	250	// Step 2: Fallback to DOM selectors for missing metadata	COMMENT
LOW	…c/services/webViewerService/webViewerServiceActions.ts	266	// Step 3: Find or open the transcript panel	COMMENT
LOW	…c/services/webViewerService/webViewerServiceActions.ts	330	// Step 4: Extract transcript segments from the panel	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/styles/tailwind.css	3	This file is generated by Copilot plugin.	CODE

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	jest.setup.js	61	for (const key of ["title", "value", "type", "placeholder", "href"]) {	CODE
LOW	src/agentMode/session/AgentSessionManager.test.ts	4264	sessionId: "placeholder",	CODE
LOW	…/modelManagement/ui/components/ModelChecklist.test.tsx	95	expect(inputs[1].getAttribute("placeholder")).toBe("Search available models…");	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/test-reset-data.sh	7	# Usage:	COMMENT
LOW	scripts/seed-skills-scenarios.sh	8	# Usage:	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/seed-skills-scenarios.sh	113	# Create a relative symlink from an agent skills folder back to the canonical	COMMENT

logancyang/obsidian-copilot

Open-Source Code Quality, Security and Technical Debt Review