4.1

Adjusted Signal

4.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

6.8K

Stars

TypeScript

Language

367.8K

Lines of Code

1.8K

Files

756

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 8.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 479 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 11 finding(s).

Agent Over-Engineering Ratio 14.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 605 finding(s).

PR Review Velocity Impact 17.4/100 · LOW

Which changes need focused human review? 756 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 8MEDIUM 277LOW 465

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 756 distinct pattern matches across 13 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.

Decorative Section Separators266 hits · 824 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/experiments/extract-compression-test-data.ts	39	// ─── CLI args ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/experiments/extract-compression-test-data.ts	64	// ─── Channel → DB path ──────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/experiments/extract-compression-test-data.ts	93	// ─── Types ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/experiments/extract-compression-test-data.ts	102	// ─── Helpers ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/experiments/extract-compression-test-data.ts	138	// ─── Main ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	33	// ─── Section A: applyHeadTailCap (pure) ──────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	75	// ─── Section B: stripAnsi (pure) ─────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	135	// ─── Section C: timeout/idle selection (pure) ────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	196	// ─── Section D: Integration tests (real PTY sessions) ────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	344	// ─── Basic execution ─────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	392	// ─── Session persistence ─────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	489	// ─── Session cwd ─────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	509	// ─── waitUntil ───────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	527	// ─── Idle detection ────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	702	// ─── Abort ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	724	// ─── Streaming ───────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	740	// ─── Session lifecycle ───────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	939	// ─── Concurrency limits ──────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	968	// ─── Edge cases ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.test.ts	1002	// ─── Shell integration scripts ───────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/osc-parser.test.ts	9	// ─── Helpers ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/osc-parser.test.ts	25	// ─── OSC 133 parsing ─────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/osc-parser.test.ts	239	// ─── OSC 7 cwd parsing ───────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/osc-parser.test.ts	389	// ─── Sentinel fallback ───────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/osc-parser.test.ts	461	// ─── Detecting mode ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/osc-parser.test.ts	486	// ─── Utilities ───────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/osc-parser.test.ts	558	// ─── PowerShell OSC 133 compatibility ─────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/types.ts	6	// ─── Output capping constants (unchanged) ─────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/types.ts	94	// ─── Session types ────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-logger.ts	201	// ─── Buffer serialization ──────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	69	// ─── Command timeout/idle policy ────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	100	// ─── ANSI stripping ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	160	// ─── Head/tail output capping ────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	174	// ─── Shell integration scripts (inlined) ─────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	338	// ─── Pending command state ───────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	364	// ─── SessionManager ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	417	// ─── Session creation ────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	708	// ─── Command execution ───────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	851	// ─── Live snapshot (UI streaming) ───────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	880	// ─── Session management ──────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	1002	// ─── Private: command resolution ─────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	1177	// ─── Private: output accumulation ────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	1266	// ─── Private: session lifecycle ──────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/session-manager.ts	1487	// ─── Helpers ─────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/agent-shell/src/engine/osc-parser.ts	29	// ─── OSC regexes ──────────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/agent-shell/src/engine/osc-parser.ts	35	// ─── Sentinel format ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	packages/agent-shell/src/engine/osc-parser.ts	39	// ─── Strip all OSC 133 / OSC 7 sequences from text ────────────────	COMMENT
MEDIUM⚡	packages/agent-shell/src/engine/osc-parser.ts	44	// ─── Types ────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/osc-parser.ts	96	// ─── Parser ───────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-shell/src/engine/osc-parser.ts	405	// ─── Utilities ────────────────────────────────────────────────────	COMMENT
MEDIUM	…s/agent-core/src/file-read-transformer/format-utils.ts	264	// ── Line-range slicing ───────────────────────────────────────────	COMMENT
MEDIUM	…s/agent-core/src/file-read-transformer/format-utils.ts	285	// ── Full content (capped by char budget) ──────────────────────────	COMMENT
MEDIUM	packages/agent-core/src/file-read-transformer/index.ts	388	// ── 1. Resolve to absolute path + stat ──────────────────────────────	COMMENT
MEDIUM	packages/agent-core/src/file-read-transformer/index.ts	462	// ── 2. Read contents + compute current hash ─────────────────────────	COMMENT
MEDIUM	packages/agent-core/src/file-read-transformer/index.ts	490	// ── 2b. Preview promotion ───────────────────────────────	COMMENT
MEDIUM	packages/agent-core/src/file-read-transformer/index.ts	522	// ── 3. Build cache key ─────────────────────────────────────────────	COMMENT
MEDIUM	packages/agent-core/src/file-read-transformer/index.ts	544	// ── 4. Hash comparison + cache lookup ───────────────────────────────	COMMENT
MEDIUM	…t-core/src/file-read-transformer/transformers/image.ts	42	// ── Preview mode ─────────────────────────────────────────────	COMMENT
MEDIUM	…t-core/src/file-read-transformer/transformers/image.ts	58	// ── Full mode — encode to WebP ───────────────────────────────	COMMENT
MEDIUM	…re/src/file-read-transformer/transformers/directory.ts	62	// ── Preview mode ───────────────────────────────────────────	COMMENT
206 more matches not shown…

Hyper-Verbose Identifiers339 hits · 344 pts

Severity	File	Line	Snippet	Context
LOW	scripts/experiments/extract-compression-test-data.ts	129	function findPreviousCompressionInSlice(messages: AgentMessage[]): number {	CODE
LOW	scripts/release/generate-changelog.ts	81	export function generateChangelogMarkdown(	CODE
LOW	packages/agent-shell/src/engine/session-manager.test.ts	277	async function waitForWindowsPtyReadyBeforeTeardown(	CODE
LOW	…e-ui/src/code-block/extract-vars-from-example-theme.ts	648	function findVariableForScopeWithExactness(scope: string): {	CODE
LOW	…e-ui/src/code-block/extract-vars-from-example-theme.ts	789	function extractVarsFromExampleTheme(	CODE
LOW	…/agent-core/src/file-read-transformer/serialization.ts	92	export function deserializeTransformResult(	CODE
LOW	…s/agent-core/src/file-read-transformer/format-utils.ts	171	export function setMaxReadCharsFromContextWindow(	CODE
LOW	…/src/file-read-transformer/populate-path-references.ts	33	function collectPathsFromUserMessage(message: AnyAgentMessage): string[] {	CODE
LOW	…gent-core/src/file-read-transformer/path-references.ts	41	export function extractPathLinksFromMessage(	CODE
LOW	…gent-core/src/file-read-transformer/path-references.ts	81	export function extractReadFilePathsFromAssistantMessage(	CODE
LOW	…gent-core/src/file-read-transformer/path-references.ts	128	export function extractReadFileRequestsFromAssistantMessage(	CODE
LOW	…core/src/file-read-transformer/ast/symbol-extractor.ts	266	function extractFunctionBodyMembers(	CODE
LOW	…ent-core/src/agents/shared/history-compression.test.ts	62	function makeMockHostModelsWithPreset(	CODE
LOW	…ges/agent-core/src/agents/shared/message-conversion.ts	99	export function stripUnderscoreProperties(	CODE
LOW	…ges/agent-core/src/agents/shared/message-conversion.ts	932	function countReasoningPartsPerStep(	CODE
LOW	…ges/agent-core/src/agents/shared/message-conversion.ts	958	function inferLegacyReasoningProvider(	CODE
LOW	…ges/agent-core/src/agents/shared/message-conversion.ts	983	function selectReasoningDetailsForSource(	CODE
LOW	…ges/agent-core/src/agents/shared/message-conversion.ts	1371	function addCacheControlBreakpoints(messages: ModelMessage[]): ModelMessage[] {	CODE
LOW	…/agent-core/src/agents/shared/title-generation.test.ts	57	function makeMockHostModelsWithPreset(	CODE
LOW	…s/agent-core/src/agents/shared/memory/serialization.ts	135	export function renderMemoryMarkdownHeader(agentInstanceId: string): string {	CODE
LOW	…s/agent-core/src/agents/shared/memory/serialization.ts	178	export function serializeAgentMemoryMarkdownSlice(	CODE
LOW	…s/agent-core/src/agents/shared/memory/serialization.ts	192	export function serializeAgentMemoryJsonl(	CODE
LOW	…s/agent-core/src/agents/shared/memory/serialization.ts	216	export async function serializeAgentMemoryHistoryChunked(	CODE
LOW	…es/agent-core/src/agents/shared/memory/global-index.ts	93	async function rebuildRegistryFromMetadata(	CODE
LOW	…es/agent-core/src/agents/shared/memory/global-index.ts	171	async function upsertMemoryIndexEntryLocked(	CODE
LOW	packages/agent-core/src/agents/shared/memory/index.ts	136	async function hashMessageContentWithPrefix(	CODE
LOW	…t-core/src/agents/shared/history-compression/prompt.ts	75	export function buildCompressionUserMessage(	CODE
LOW	…re/src/agents/shared/metadata-converter/slash-items.ts	63	export function redactSlashIdsForTelemetry(	CODE
LOW	…core/src/services/agent-manager/attachment-filename.ts	9	export function generateAttachmentFilename(	CODE
LOW	…vices/agent-manager/register-agent-manager-commands.ts	12	export function registerAgentManagerCommands(	CODE
LOW	…agent-core/src/services/agent-manager/agent-manager.ts	91	function getNetworkRetryableErrorMessage(	CODE
LOW	…agent-core/src/services/agent-manager/agent-manager.ts	109	function messageHasPendingApproval(message: AgentMessage): boolean {	CODE
LOW	…rc/services/agent-manager/state-mutations/streaming.ts	153	export function setAssistantOwnedReasoningDetails(	CODE
LOW	…rvices/agent-manager/state-mutations/approvals.test.ts	47	function makeApprovalRequestedPart(args: {	CODE
LOW	…rc/services/agent-manager/state-mutations/approvals.ts	29	export function denyAllNonTerminalToolPartsInHistory(	CODE
LOW	…rc/services/agent-manager/state-mutations/approvals.ts	81	export function terminateNonTerminalToolPartsInLastAssistant(	CODE
LOW	…src/services/agent-manager/state-mutations/metadata.ts	21	export function attachAttachmentsToLastAssistant(	CODE
LOW	…src/services/agent-manager/state-mutations/metadata.ts	112	export function mergeAssistantPathReferences(	CODE
LOW⚡	…ckages/agent-core/src/services/agent-persistence/db.ts	51	async function resolveWorkspaceUsagePath(	CODE
LOW⚡	…ckages/agent-core/src/services/agent-persistence/db.ts	61	async function getWorkspaceUsageLookupKeys(	CODE
LOW⚡	…ckages/agent-core/src/services/agent-persistence/db.ts	71	export async function collectWorkspaceLastUsedAtByPath(	CODE
LOW	…ges/agent-core/src/services/toolbox/path-resolution.ts	97	export function listAvailableMountPrefixes(	CODE
LOW	packages/agent-core/src/services/toolbox/utils.ts	220	export function rethrowCappedToolOutputError(error: unknown): never {	CODE
LOW	packages/agent-core/src/services/toolbox/utils.ts	303	export async function buildAgentFileEditContent(	CODE
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	7	function generateDeterministicHunkId(	CODE
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	122	export function initContributorStateFromBaseline(	CODE
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	143	export function applyOperationToContributorState(	CODE
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	271	export function buildContributorMapIncremental(	CODE
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	392	function determineExternalChangeType(	CODE
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	414	export function createFileDiffsFromGenerations(	CODE
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	642	export function createEnvironmentDiffSnapshot(	CODE
LOW	…gent-core/src/services/diff-history/utils/diff.test.ts	66	function createBaselineOpWithExternal(	CODE
LOW	…gent-core/src/services/diff-history/utils/diff.test.ts	143	function createFileDiffFromContent(	CODE
LOW	…gent-core/src/services/diff-history/utils/diff.test.ts	197	function createExternalOpWithContent(op: Operation): OperationWithContent {	CODE
LOW⚡	…kages/agent-core/src/services/diff-history/utils/db.ts	477	export async function getAllOperationsForAgentInstanceId(	CODE
LOW	…kages/agent-core/src/services/diff-history/utils/db.ts	311	export async function getPendingOperationsForAgentInstanceId(	CODE
LOW	…kages/agent-core/src/services/diff-history/utils/db.ts	392	export async function getPendingOperationsForAgentInstanceIdAndFilepath(	CODE
LOW	…kages/agent-core/src/services/diff-history/utils/db.ts	576	export async function getEditedFilePathsForAgentInstanceId(	CODE
LOW	…kages/agent-core/src/services/diff-history/utils/db.ts	596	export async function getAllOperationsForAgentInstanceIdAndFilepath(	CODE
LOW	…kages/agent-core/src/services/diff-history/utils/db.ts	836	export async function copyOperationsUpToInitBaseline(	CODE
279 more matches not shown…

Synthetic Comment Markers8 hits · 90 pts

Severity	File	Line	Snippet	Context
HIGH⚡	…indow-layout/tab-error-handler/chromium-error-codes.ts	312	// Failed to set the socket's receive buffer size as requested.	COMMENT
HIGH⚡	…indow-layout/tab-error-handler/chromium-error-codes.ts	315	// Failed to set the socket's send buffer size as requested.	COMMENT
HIGH⚡	…indow-layout/tab-error-handler/chromium-error-codes.ts	318	// Failed to set the socket's receive buffer size as requested, despite success	COMMENT
HIGH⚡	…indow-layout/tab-error-handler/chromium-error-codes.ts	322	// Failed to set the socket's send buffer size as requested, despite success	COMMENT
HIGH⚡	apps/browser/src/shared/chromium-errors/codes.ts	312	// Failed to set the socket's receive buffer size as requested.	COMMENT
HIGH⚡	apps/browser/src/shared/chromium-errors/codes.ts	315	// Failed to set the socket's send buffer size as requested.	COMMENT
HIGH⚡	apps/browser/src/shared/chromium-errors/codes.ts	318	// Failed to set the socket's receive buffer size as requested, despite success	COMMENT
HIGH⚡	apps/browser/src/shared/chromium-errors/codes.ts	322	// Failed to set the socket's send buffer size as requested, despite success	COMMENT

Over-Commented Block77 hits · 74 pts

Severity	File	Line	Snippet	Context
LOW	packages/agent-shell/src/engine/sanitize-env.ts	141	for (const [key, value] of Object.entries(base)) {	COMMENT
LOW	packages/agent-shell/src/engine/sanitize-env.ts	161	// seed env, so the login shell never sees the app's contamination.	COMMENT
LOW	packages/agent-shell/src/engine/sanitize-env.ts	181	// Ensure `PATH` is the authoritative variable (MSYS2 bash reads uppercase	COMMENT
LOW	packages/agent-shell/src/engine/sanitize-env.ts	201	// Agent-specific env modifications. Applied only for agent PTYs	COMMENT
LOW	packages/agent-shell/src/engine/session-manager.ts	521		COMMENT
LOW	packages/agent-shell/src/engine/session-manager.ts	1201	}	COMMENT
LOW	…ages/tailwindcss-color-modifiers/src/index.e2e.test.ts	61	const result = await postcss([tailwind()]).process(inputCss, {	COMMENT
LOW	packages/agent-core/src/file-read-transformer/index.ts	401	}	COMMENT
LOW	packages/agent-core/src/file-read-transformer/index.ts	481	return wrapError(	COMMENT
LOW	packages/agent-core/src/agents/base-agent.ts	1721	}	COMMENT
LOW	packages/agent-core/src/agents/base-agent.ts	2801	}	COMMENT
LOW	packages/agent-core/src/agents/base-agent.ts	2901	// the agent gets no env adapters (and the chat prompt builder also	COMMENT
LOW	…ges/agent-core/src/agents/shared/message-conversion.ts	1061	// signed. Shipping it alongside our signed `reasoning_details` array	COMMENT
LOW	…agent-core/src/services/agent-manager/agent-manager.ts	361	if (resumeId) {	COMMENT
LOW	…t-manager/state-mutations/store-mutation-guard.test.ts	21	* the store directly via Immer recipes; the guardrail targets	COMMENT
LOW	packages/agent-core/src/services/diff-history/index.ts	441	});	COMMENT
LOW	…ckages/karton/src/react/client/karton-react-client.tsx	61	return () => {	COMMENT
LOW	…ckages/karton/src/react/client/karton-react-client.tsx	81	// │ setTimeout(MIN_COOLDOWN_MS) fires → flushDeferred()	COMMENT
LOW	apps/website/src/components/posthog-provider.tsx	21	api_host: '/ingest',	COMMENT
LOW	apps/website/src/components/posthog-provider.tsx	41	// effect guaranteed on the next page load.	COMMENT
LOW	apps/browser/src/ui/utils/tiptap-content-utils.ts	1	import type { JSONContent } from '@tiptap/core';	COMMENT
LOW	apps/browser/src/ui/utils/openrouter-vendor-helpers.ts	1	import type { ModelSelectorEntry } from '@shared/provider-instance-helpers';	COMMENT
LOW	…ns/main/sidebar/agents-list/_components/agent-card.tsx	281	// their behavior is stable (always call the same RPC with the card's	COMMENT
LOW	…ar/agents-list/_components/agent-card-with-preview.tsx	81	// committed state.	COMMENT
LOW	…ar/agents-list/_components/agent-card-with-preview.tsx	181	const handleMouseEnter = useCallback(() => {	COMMENT
LOW	…ar/agents-list/_components/agent-card-with-preview.tsx	221	// rejected, or active agent not yet persisted). Next hover retries.	COMMENT
LOW	…ui/screens/main/file-tree/file-preview-tab-content.tsx	1361	// instead. The diff editor's own wrap control defaults to	COMMENT
LOW	…/main/agent-chat/chat/_components/workspace-select.tsx	2281	onSelect();	COMMENT
LOW	…eens/main/agent-chat/chat/_components/panel-footer.tsx	341	// is not stable across renders. Depending on it directly would make the	COMMENT
LOW	apps/browser/src/ui/hooks/use-attachment-metadata.tsx	81	// When no provider is present (e.g. file tab markdown preview, Storybook	COMMENT
LOW	apps/browser/src/backend/main.ts	121	// `ModelProviderService`, `TelemetryService`, and the logger are all	COMMENT
LOW	apps/browser/src/backend/main.ts	261	`[Main] Pushed ${engines.length} search engines to UI karton`,	COMMENT
LOW	apps/browser/src/backend/main.ts	721	// happen before `attachAgentCoreBridge` so any attach-phase handler	COMMENT
LOW	apps/browser/src/backend/agents/providers/openrouter.ts	21	// OpenRouter provider type	COMMENT
LOW	apps/browser/src/backend/utils/migrate-legacy-paths.ts	241	// Special: identity.json (content migration: raw UUID -> JSON object)	COMMENT
LOW	…rowser/src/backend/services/agent-core-bridge/index.ts	261	}	COMMENT
LOW	…kend/services/window-layout/browsing-tab-controller.ts	1161	// Incoming (x, y) are UI-renderer CSS pixels relative to the WebContentsView	COMMENT
LOW	…ps/browser/src/backend/services/window-layout/index.ts	1581	getElectronHotkeyPlatform(),	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	241	// errors. See also ERR_ACCESS_DENIED.	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	281	// The certificate didn't match the built-in public key pins for the host name.	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	321		COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	381		COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	421	// successfully connect to the destination. This likely indicates an issue with	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	441	[-187]: 'PROXY_DELEGATE_CANCELED_CONNECT_REQUEST',	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	461	//	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	481	//	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	501	// effect, this certificate cannot be revoked.	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	521	// This error is not recoverable.	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	701	// been processed yet, or a RST_STREAM frame with error code REFUSED_STREAM.	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	761	// Obsolete. Kept here to avoid reuse.	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	781	// Obsolete. HTTP/2 push is removed.	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	801	// Note that this error is only used by certain APIs that interpret the HTTP	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	901		COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	921	// When Cronet APIs are being backed by HttpEngine (i.e., HttpEngineProvider is	COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	941		COMMENT
LOW	…indow-layout/tab-error-handler/chromium-error-codes.ts	1061	// The DNS server responded that the request was refused.	COMMENT
LOW	…er/src/backend/services/toolbox/services/lsp/client.ts	581	contentChanges: [{ text: content }],	COMMENT
LOW	…ckend/services/toolbox/services/mount-manager/index.ts	1621	// descends into each `worktrees/<name>` so its `HEAD` (depth 3) is	COMMENT
LOW	apps/browser/src/shared/flagship-models.ts	1	import type {	COMMENT
LOW	apps/browser/src/shared/chromium-errors/codes.ts	241	// errors. See also ERR_ACCESS_DENIED.	COMMENT
17 more matches not shown…

Hallucination Indicators6 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/karton/test/shared/procedure-proxy.test.ts	47	const result = await proxy.level1.level2.level3.level4.level5.procedure();	CODE
CRITICAL	…oolbox/services/mount-manager/git-path-actions.test.ts	265	state.toolbox.agent1.workspace.mounts.push({	CODE
CRITICAL	…oolbox/services/mount-manager/git-path-actions.test.ts	574	state.toolbox.agent1.workspace.mounts.push({	CODE
CRITICAL	…oolbox/services/mount-manager/git-path-actions.test.ts	611	state.toolbox.agent1.workspace.mounts.push(	CODE
CRITICAL	…oolbox/services/mount-manager/git-path-actions.test.ts	635	state.toolbox.agent1.workspace.mounts.map((mount) => mount.prefix),	CODE
CRITICAL	…ckend/services/toolbox/services/mount-manager/index.ts	561	const paths = this.uiKarton.state.workspaceGitCleanup.candidates.map(	CODE

Structural Annotation Overuse24 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	470	// Step 3: Generate hunks with IDs using structuredPatch	COMMENT
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	493	// Step 4: Get full diff using diffLines	COMMENT
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	537	// Step 7: Attach contributors to hunks and assemble TextFileDiff	COMMENT
LOW⚡	…kages/agent-core/src/services/diff-history/utils/db.ts	483	// Step 1: Find all filepaths where agent-id contributed	COMMENT
LOW⚡	…kages/agent-core/src/services/diff-history/utils/db.ts	493	// Step 2: Fetch all operations for those filepaths (with snapshot join)	COMMENT
LOW⚡	…kages/agent-core/src/services/diff-history/utils/db.ts	513	// Step 3: Group operations by filepath	COMMENT
LOW⚡	…kages/agent-core/src/services/diff-history/utils/db.ts	521	// Step 4: For each filepath, identify relevant sessions and collect ops	COMMENT
LOW	…kages/agent-core/src/services/diff-history/utils/db.ts	915	// Step 1: Find the earliest tool-call operation for each file	COMMENT
LOW	…kages/agent-core/src/services/diff-history/utils/db.ts	945	// Step 2: For each file, find the operation immediately BEFORE the earliest tool-call	COMMENT
LOW	…owser/etc/forge-plugins/squirrel-installer-name-fix.ts	100	// Step 1: Rename and move nupkg file first (gets unique arch-specific name)	COMMENT
LOW	…owser/etc/forge-plugins/squirrel-installer-name-fix.ts	111	// Step 2: Update and move RELEASES file (gets unique arch-specific name)	COMMENT
LOW	…owser/etc/forge-plugins/squirrel-installer-name-fix.ts	134	// Step 3: Move remaining files (after unique files are safely renamed)	COMMENT
LOW	…owser/bundled/plugins/mini-apps/references/examples.md	187	### Step 1: Open and register listener (sandbox)	COMMENT
LOW	…owser/bundled/plugins/mini-apps/references/examples.md	209	### Step 2: Read user selections (later sandbox call)	COMMENT
LOW	…owser/bundled/plugins/mini-apps/references/examples.md	216	### Step 3: Clean up (sandbox)	COMMENT
LOW	…plugins/remotion/references/rules/silence-detection.md	3	## Step 1: Measure loudness with `loudnorm`	COMMENT
LOW	…plugins/remotion/references/rules/silence-detection.md	16	## Step 2: Detect silences using adaptive threshold	COMMENT
LOW⚡	…ut/selected-element-tracker/react-component-tracker.ts	618	// Step 1: Find the React fiber (uses injected function if available)	COMMENT
LOW⚡	…ut/selected-element-tracker/react-component-tracker.ts	624	// Step 2: Serialize all relevant fiber nodes (uses injected function if available)	COMMENT
LOW⚡	…ut/selected-element-tracker/react-component-tracker.ts	633	// Step 3: Parse in main process (full control, better error handling)	COMMENT
LOW	…rvices/window-layout/selected-element-tracker/index.ts	1217	// Step 1: Serialize element using __CTX_EXTRACT_INFO__ in preload context	COMMENT
LOW	…rvices/window-layout/selected-element-tracker/index.ts	1262	// Step 2: Fetch additional properties from main world context	COMMENT
LOW	…rvices/window-layout/selected-element-tracker/index.ts	1296	// Step 2: Fetch React information using ReactComponentTracker	COMMENT
LOW	…rvices/window-layout/selected-element-tracker/index.ts	1330	// Step 3: Fetch own property names from main world context (not full serialization)	COMMENT

Verbosity Indicators19 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	470	// Step 3: Generate hunks with IDs using structuredPatch	COMMENT
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	493	// Step 4: Get full diff using diffLines	COMMENT
LOW	…ges/agent-core/src/services/diff-history/utils/diff.ts	537	// Step 7: Attach contributors to hunks and assemble TextFileDiff	COMMENT
LOW⚡	…kages/agent-core/src/services/diff-history/utils/db.ts	483	// Step 1: Find all filepaths where agent-id contributed	COMMENT
LOW⚡	…kages/agent-core/src/services/diff-history/utils/db.ts	493	// Step 2: Fetch all operations for those filepaths (with snapshot join)	COMMENT
LOW⚡	…kages/agent-core/src/services/diff-history/utils/db.ts	513	// Step 3: Group operations by filepath	COMMENT
LOW⚡	…kages/agent-core/src/services/diff-history/utils/db.ts	521	// Step 4: For each filepath, identify relevant sessions and collect ops	COMMENT
LOW	…kages/agent-core/src/services/diff-history/utils/db.ts	915	// Step 1: Find the earliest tool-call operation for each file	COMMENT
LOW	…kages/agent-core/src/services/diff-history/utils/db.ts	945	// Step 2: For each file, find the operation immediately BEFORE the earliest tool-call	COMMENT
LOW	…owser/etc/forge-plugins/squirrel-installer-name-fix.ts	100	// Step 1: Rename and move nupkg file first (gets unique arch-specific name)	COMMENT
LOW	…owser/etc/forge-plugins/squirrel-installer-name-fix.ts	111	// Step 2: Update and move RELEASES file (gets unique arch-specific name)	COMMENT
LOW	…owser/etc/forge-plugins/squirrel-installer-name-fix.ts	134	// Step 3: Move remaining files (after unique files are safely renamed)	COMMENT
LOW⚡	…ut/selected-element-tracker/react-component-tracker.ts	618	// Step 1: Find the React fiber (uses injected function if available)	COMMENT
LOW⚡	…ut/selected-element-tracker/react-component-tracker.ts	624	// Step 2: Serialize all relevant fiber nodes (uses injected function if available)	COMMENT
LOW⚡	…ut/selected-element-tracker/react-component-tracker.ts	633	// Step 3: Parse in main process (full control, better error handling)	COMMENT
LOW	…rvices/window-layout/selected-element-tracker/index.ts	1217	// Step 1: Serialize element using __CTX_EXTRACT_INFO__ in preload context	COMMENT
LOW	…rvices/window-layout/selected-element-tracker/index.ts	1262	// Step 2: Fetch additional properties from main world context	COMMENT
LOW	…rvices/window-layout/selected-element-tracker/index.ts	1296	// Step 2: Fetch React information using ReactComponentTracker	COMMENT
LOW	…rvices/window-layout/selected-element-tracker/index.ts	1330	// Step 3: Fetch own property names from main world context (not full serialization)	COMMENT

Modern AI Meta-Vocabulary6 hits · 16 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ills/prompt-optimization/references/agentic-prompts.md	82	### Manual chain-of-thought (use when thinking is off of model doesnt support thinking natively)	COMMENT
MEDIUM	packages/agent-core/SPEC.md	1343	### Phase 1: Package scaffold	COMMENT
MEDIUM	apps/website/src/app/(home)/use-cases/minimax/page.tsx	224	href="https://artificialanalysis.ai/evaluations/omniscience#omniscience-hallucination-rate-tabs"	CODE
MEDIUM	apps/website/src/app/(home)/use-cases/minimax/page.tsx	274	href="https://artificialanalysis.ai/evaluations/omniscience#omniscience-hallucination-rate-tabs"	CODE
MEDIUM	apps/browser/src/backend/agents/model-provider.ts	1019	// realistic floor for modern cloud models used in an agentic IDE.	COMMENT
MEDIUM	apps/browser/src/shared/provider-instance-helpers.ts	732	// a realistic floor for modern cloud models in an agentic IDE.	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/_release-karton.yml	23	# Create the git tag from the current commit	COMMENT
MEDIUM	.github/workflows/_release-browser.yml	66	# Create the git tag from the current commit	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…indow-layout/tab-error-handler/chromium-error-codes.ts	595	// numbers that correspond to services, which are not robust to spurious input	COMMENT
MEDIUM	apps/browser/src/shared/chromium-errors/codes.ts	595	// numbers that correspond to services, which are not robust to spurious input	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	packages/stage-ui/src/stories/Select.stories.tsx	239	label: 'John Doe',	CODE
LOW	…ich-text/attachments/nodes/element-attachment-view.tsx	42	'placeholder',	CODE
LOW	…components/attachment-renderers/swdomelement/badge.tsx	28	'placeholder',	CODE
LOW	…kend/services/window-layout/browsing-tab-controller.ts	2206	if (prop.name === 'placeholder' && prop.value?.objectId) {	CODE
LOW	apps/browser/src/web-content-preload/utils.ts	117	'placeholder',	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/ISSUE_TEMPLATE/5.agent_issue.yml	26	Agent: I'm unable to help with that...	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…src/backend/services/sandbox/utils/credential-fetch.ts	333	function handleRequest(	CODE

stagewise-io/stagewise

Open-Source Code Quality, Security and Technical Debt Review