0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.1K

Stars

TypeScript

Language

810.7K

Lines of Code

3.3K

Files

173

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 0.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 45 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 46 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 82 finding(s).

PR Review Velocity Impact 2.1/100 · LOW

Which changes need focused human review? 173 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 85LOW 88

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 173 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.

Decorative Section Separators82 hits · 250 pts

Severity	File	Line	Snippet	Context
MEDIUM	release.sh	5	# -----------------------------	COMMENT
MEDIUM	…evcontainer/library-scripts/docker-in-docker-debian.sh	2	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…evcontainer/library-scripts/docker-in-docker-debian.sh	5	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…evcontainer/library-scripts/docker-in-docker-debian.sh	474	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…evcontainer/library-scripts/docker-in-docker-debian.sh	477	#-------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	packages/plans/src/dev-plan.server.test.ts	13	// ─── applyDevPlan ─────────────────────────────────────────────	COMMENT
MEDIUM	packages/css-engine/src/color.ts	11	// ─── Color space registration ────────────────────────────────────────────────	COMMENT
MEDIUM	packages/css-engine/src/color.ts	40	// ─── Shared utilities ────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/css-engine/src/color.ts	76	// ─── Color helpers ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/css-data/src/parse-css.test.ts	2023	// ─── Comprehensive var() substitution in shorthands ───────────────────────────	COMMENT
MEDIUM	packages/css-data/src/parse-css.test.ts	2509	// ── background ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/css-data/src/parse-css.test.ts	2555	// ── border ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/css-data/src/parse-css.test.ts	2599	// ── margin / padding ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/css-data/src/parse-css.test.ts	2633	// ── transition ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/css-data/src/parse-css.test.ts	2660	// ── font ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/css-data/src/parse-css.test.ts	2686	// ── flex ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/css-data/src/parse-css.test.ts	2697	// ── gap ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/css-data/src/parse-css.test.ts	2712	// ── multi-token cross-rule var ────────────────────────────────────────────	COMMENT
MEDIUM	packages/css-data/src/parse-css.test.ts	2778	// ── multiple rules: cssVars doesn't bleed between rules ───────────────────	COMMENT
MEDIUM	packages/design-system/src/components/color-picker.tsx	47	// ─── Color utilities ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/design-system/src/components/color-picker.tsx	105	// ─── ColorThumb ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/marketplace/db.server.test.ts	26	// ─── getItems ─────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/db/user.server.test.ts	37	// ─── getUserById ───────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/db/user.server.test.ts	65	// ─── createOrLoginWithDev ──────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/db/user.server.test.ts	155	// ─── createOrLoginWithOAuth ───────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/db/user.server.test.ts	192	// ─── updateUserProjectsTags ───────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/sync/command-queue.test.ts	18	// ── dequeueAll ────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/sync/command-queue.test.ts	42	// ── enqueue: setDetails ───────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/sync/command-queue.test.ts	92	// ── enqueue: transactions merging ─────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/sync/command-queue.test.ts	214	// ── Mixed command ordering ────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/polling-client.ts	115	// ── Scheduling ─────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/polling-client.ts	129	// ── Core fetch ─────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/polling-client.ts	176	// ── Visibility ─────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/polling-client.ts	186	// ── Public API ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	apps/builder/app/shared/polly/cross-tab-manager.ts	27	// ── Channel message types ────────────────────────────────────────	COMMENT
MEDIUM⚡	apps/builder/app/shared/polly/cross-tab-manager.ts	36	// ── Defaults ─────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	apps/builder/app/shared/polly/cross-tab-manager.ts	42	// ── Options ──────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.ts	77	// ── Factory ──────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.ts	91	// ── State ────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.ts	106	// ── Helpers ──────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.ts	126	// ── Dispatch to local listeners ──────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.ts	145	// ── Leader lifecycle ─────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.ts	210	// ── Watchdog (follower) ──────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.ts	230	// ── Channel message handler ──────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.ts	298	// ── Election on startup ──────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.ts	307	// ── Public API (same shape as PollingManager) ────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/polling-manager.ts	78	// ── Subscription bookkeeping ───────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/polling-manager.ts	95	// ── Dispatch ───────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/polling-manager.ts	117	// ── Polling client lifecycle ───────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/polling-manager.ts	145	// ── Public API ─────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/types.ts	28	// ── 1. Registry ──────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/types.ts	42	// ── 2. Derived helpers ───────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/types.ts	69	// ── 3. Wire types ────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.test.ts	5	// ── Mock BroadcastChannel ────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.test.ts	70	// ── Helpers ──────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.test.ts	92	// ── Tests ────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.test.ts	107	// ── Leader election ────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.test.ts	161	// ── Follower receives data ─────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.test.ts	190	// ── Leader failover ────────────────────────────────────────────	COMMENT
MEDIUM	apps/builder/app/shared/polly/cross-tab-manager.test.ts	279	// ── Topic sync ─────────────────────────────────────────────────	COMMENT
22 more matches not shown…

Fake / Example Data46 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	docs/university/mcp.md	1266	"name": "placeholder",	CODE
LOW	docs/university/core-components/collection.md	30	{ title: "Lorem ipsum" },	CODE
LOW	packages/project-build/src/mcp.test.ts	10043	'email: Invalid email address (format:email). Example: "user@example.com".'	CODE
LOW	packages/project-build/src/mcp.test.ts	10050	example: "user@example.com",	CODE
LOW	packages/project-build/src/mcp.ts	2633	name: "placeholder",	CODE
LOW	packages/project-build/src/runtime/errors.test.ts	56	example: "user@example.com",	CODE
LOW	packages/project-build/src/runtime/props.ts	357	'Atomic batch of direct prop updates. Every item must be valid or the batch is rejected; split unrelated updates i	CODE
LOW	packages/project-build/src/runtime/errors.ts	210	email: "user@example.com",	CODE
LOW⚡	packages/project-build/src/runtime/props.test.ts	317	name: "placeholder",	CODE
LOW⚡	packages/project-build/src/runtime/props.test.ts	323	name: "placeholder",	CODE
LOW⚡	packages/project-build/src/runtime/props.test.ts	329	name: "placeholder",	CODE
LOW	packages/project-build/src/runtime/styles.test.ts	1746	{ instanceId: "box", styleSourceId: "placeholder", name: "Local Copy" },	CODE
LOW	…ject-build/src/runtime/webflow/instances-properties.ts	286	addProp("placeholder", data.attr.placeholder);	CODE
LOW	…ject-build/src/runtime/webflow/instances-properties.ts	299	addProp("placeholder", data.attr.placeholder);	CODE
LOW	packages/protocol/src/schema.test.ts	65	user: { email: "user@example.com", username: "Site Owner" },	CODE
LOW	packages/protocol/src/schema.test.ts	71	user: { email: "user@example.com", username: "Site Owner" },	CODE
LOW	packages/protocol/src/builder-api/operation-docs.ts	412	'Create or update direct element prop values; match value to type, for example textarea placeholder uses { "name":	CODE
LOW	packages/cli/src/commands/man.test.ts	304	name: "placeholder",	CODE
LOW	packages/html-data/bin/possible-standard-names.ts	122	placeholder: "placeholder",	CODE
LOW	packages/sdk/src/email-resource.test.ts	62	["non-string", { address: "user@example.com" }],	CODE
LOW	packages/sdk/src/email-resource.test.ts	70	["non-string", ["user@example.com"]],	CODE
LOW⚡	packages/sdk/src/schema/breakpoints.ts	39	{ id: "placeholder", label: "Base" },	CODE
LOW⚡	packages/sdk/src/schema/breakpoints.ts	40	{ id: "placeholder", label: "Tablet", maxWidth: 991 },	CODE
LOW⚡	packages/sdk/src/schema/breakpoints.ts	41	{ id: "placeholder", label: "Mobile landscape", maxWidth: 767 },	CODE
LOW⚡	packages/sdk/src/schema/breakpoints.ts	42	{ id: "placeholder", label: "Mobile portrait", maxWidth: 479 },	CODE
LOW	packages/sdk-components-react-radix/src/select.ws.ts	62	initialProps: ["placeholder"],	CODE
LOW	packages/sdk-components-react-radix/src/select.tsx	67	Omit<ComponentPropsWithoutRef<typeof Value>, "placeholder"> & {	CODE
LOW	packages/design-system/src/components/input-field.tsx	35	export const inputFieldColors = ["placeholder", "set", "error"] as const;	CODE
LOW	packages/design-system/src/components/combobox.tsx	469	\| "placeholder"	CODE
LOW	packages/sdk-components-react/src/input.ws.ts	24	"placeholder",	CODE
LOW	packages/sdk-components-react/src/textarea.ws.ts	29	"placeholder",	CODE
LOW	…ared/copy-paste/plugin-webflow/plugin-webflow.test.tsx	1253	v: "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dol	CODE
LOW	…ared/copy-paste/plugin-webflow/plugin-webflow.test.tsx	1253	v: "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dol	CODE
LOW	…ared/copy-paste/plugin-webflow/plugin-webflow.test.tsx	1503	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod	CODE
LOW	…ared/copy-paste/plugin-webflow/plugin-webflow.test.tsx	1503	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod	CODE
LOW	…er/app/dashboard/workspace/transfer-project-dialog.tsx	276	placeholder="user@example.com"	CODE
LOW	…builder/features/settings-panel/resource-panel.test.ts	1056	element.getAttribute("placeholder") === "New form submission"	CODE
LOW	…el/props-section/animation/animation-panel-content.tsx	121	\| "placeholder"	CODE
LOW	…el/props-section/animation/animation-panel-content.tsx	131	placeholder?: React.ComponentProps<typeof CssValueInput>["placeholder"];	CODE
LOW	…/features/settings-panel/controls/controls.stories.tsx	114	propName="placeholder"	CODE
LOW	…/app/builder/features/pages/social-preview.stories.tsx	34	ogDescription="Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labo	CODE
LOW	…/app/builder/features/pages/social-preview.stories.tsx	34	ogDescription="Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labo	CODE
LOW⚡	apps/builder/app/routes/_ui.error.tsx	33	"Unknown error Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the	CODE
LOW⚡	apps/builder/app/routes/_ui.error.tsx	40	"Unknown error Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the	CODE
LOW⚡	apps/builder/app/routes/_ui.error.tsx	44	"Unknown error Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the	CODE
LOW⚡	apps/builder/app/routes/_ui.error.tsx	46	"Unknown error Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the	CODE

Structural Annotation Overuse18 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	docs/university/integrations/airtable-form-webhook.md	27	## Step 1: Configure your Webstudio Form	COMMENT
LOW	docs/university/integrations/airtable-form-webhook.md	39	## Step 2: Set up webhooks in Airtable and Webstudio	COMMENT
LOW	docs/university/integrations/airtable-form-webhook.md	61	## Step 3: Map data to the right fields	COMMENT
LOW⚡	…ow-tos/using-filters-to-dynamically-display-content.md	21	## Step 1: Create the Search Form	COMMENT
LOW⚡	…ow-tos/using-filters-to-dynamically-display-content.md	27	## Step 2: Create the Results Collection	COMMENT
LOW⚡	…ow-tos/using-filters-to-dynamically-display-content.md	33	## Step 3: Set Up the API Resource	COMMENT
LOW⚡	…ow-tos/using-filters-to-dynamically-display-content.md	41	## Step 4: Add Dynamic Filtering	COMMENT
LOW	…ow-tos/using-filters-to-dynamically-display-content.md	65	## Step 5: Bind Collection Data	COMMENT
LOW	docs/university/core-components/content-block.md	35	### Step 1: Add Content Block	COMMENT
LOW	docs/university/core-components/content-block.md	41	### Step 2: Add templates	COMMENT
LOW	docs/university/core-components/content-block.md	62	### Step 3: Add an initial setup (optional)	COMMENT
LOW	docs/university/core-components/content-block.md	313	### Step 1: Locate the region you want to change	COMMENT
LOW	docs/university/core-components/content-block.md	325	### Step 2: Add template instances	COMMENT
LOW	docs/university/core-components/content-block.md	344	### Step 3: Delete instances	COMMENT
LOW	apps/builder/app/shared/style-object-model.ts	400	// Step 1: Compute parent's value without the pseudo-element state	COMMENT
LOW⚡	apps/builder/app/shared/style-object-model.ts	412	// Step 2: Use parent's computed value as the inherited value for the pseudo-element	COMMENT
LOW⚡	apps/builder/app/shared/style-object-model.ts	419	// Step 3: Get cascaded value for the pseudo-element itself	COMMENT
LOW	apps/builder/app/shared/style-object-model.ts	433	// Step 4: Resolve specified value with inheritance from parent	COMMENT

Over-Commented Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	release.sh	1	#!/bin/bash	COMMENT
LOW	release.sh	21	# USAGE:	COMMENT
LOW	packages/project-build/src/runtime/html.ts	961	continue;	COMMENT
LOW	packages/cli/templates/cloudflare/wrangler.toml	1	#:schema node_modules/wrangler/config-schema.json	COMMENT
LOW	packages/cli/templates/cloudflare/wrangler.toml	21	# [[d1_databases]]	COMMENT
LOW	packages/cli/templates/cloudflare/wrangler.toml	41	# Docs: https://developers.cloudflare.com/pages/functions/bindings/#queue-producers	COMMENT
LOW	…ges/sdk-components-react-radix/src/select.template.tsx	121	`}	COMMENT
LOW	apps/builder/app/shared/nano-states/canvas.ts	101	rowCount: number;	COMMENT
LOW	…uilder/app/canvas/features/text-editor/text-editor.tsx	241	return;	COMMENT
LOW	apps/builder/app/canvas/shared/styles.ts	121	// 1. Some TextEditor elements might appear empty for a few cycles after creation. (depends on existance of initial ch	COMMENT
LOW	apps/builder/app/canvas/shared/styles.ts	161	cursor: initial;	COMMENT
LOW	…builder/features/style-panel/shared/filter-content.tsx	21	CssValueInputContainer,	COMMENT
LOW	…s/builder/app/builder/shared/calc-canvas-width.test.ts	501	// and cleanup logic). It's primarily tested through integration tests and component tests rather	COMMENT

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	apps/builder/app/shared/style-object-model.ts	400	// Step 1: Compute parent's value without the pseudo-element state	COMMENT
LOW⚡	apps/builder/app/shared/style-object-model.ts	412	// Step 2: Use parent's computed value as the inherited value for the pseudo-element	COMMENT
LOW⚡	apps/builder/app/shared/style-object-model.ts	419	// Step 3: Get cascaded value for the pseudo-element itself	COMMENT
LOW	apps/builder/app/shared/style-object-model.ts	433	// Step 4: Resolve specified value with inheritance from parent	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	release.sh	101	# Create the branch in main repo	COMMENT
MEDIUM	release.sh	105	# Create an empty commit with release message	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	release.sh	82	# Check if submodule is on main or master branch	COMMENT
LOW	submodules.sh	18	# Check if the branch exists in the remote	COMMENT
LOW	…evcontainer/library-scripts/docker-in-docker-debian.sh	194	# Check if distro is supported	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/project-build/src/runtime/redirect-parsers.ts	363	// Use papaparse for robust CSV parsing	COMMENT

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…er/app/shared/project-settings/section-marketplace.tsx	322	{`Don't forget to publish your project after every change to make your	CODE
LOW	apps/builder/app/builder/features/publish/publish.tsx	1696	<Text variant="regularBold">Don't forget to publish</Text>	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/migrate.yaml	24	# Example usage:	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…templates/react-router-cloudflare/app/entry.server.tsx	6	export default async function handleRequest(	CODE

webstudio-is/webstudio

Open-Source Code Quality, Security and Technical Debt Review