1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

18.9K

Stars

TypeScript

Language

202.9K

Lines of Code

1.5K

Files

115

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 3.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 55 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 26 finding(s).

Agent Over-Engineering Ratio 2.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 59 finding(s).

PR Review Velocity Impact 5.6/100 · LOW

Which changes need focused human review? 115 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 12MEDIUM 30LOW 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 115 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 Separators30 hits · 90 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/shadcn/src/components.tsx	174	// ── Layout ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/shadcn/src/components.tsx	437	// ── Data Display ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/shadcn/src/components.tsx	665	// ── Form Inputs ───────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/shadcn/src/components.tsx	1002	// ── Actions ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/yaml/src/prompt.ts	31	// ── Zod introspection (local, minimal) ──────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	98	// ── Primitives ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	229	// ── Lights ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	274	// ── Container ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	289	// ── Model ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	304	// ── Environment ────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	339	// ── Text ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	391	// ── Effects / Atmosphere ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	449	// ── Special Materials ───────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	538	// ── Extended Geometry ───────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	577	// ── Shadows / Staging ───────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	654	// ── Crazy / Magic ─────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	689	// ── Post-Processing ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	740	// ── Animation Wrappers ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	914	// ── Camera / Controls ──────────────────────────────────────────────	COMMENT
MEDIUM	packages/react-three-fiber/src/components.tsx	948	// ── Gaussian Splatting ──────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/render/registry.tsx	116	// ── Layout ────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/render/registry.tsx	395	// ── Data Display ──────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/render/registry.tsx	820	// ── Charts ────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/render/registry.tsx	1000	// ── Form Inputs ───────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/render/registry.tsx	1267	// ── Actions ───────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/render/catalog.ts	16	// ── Layout ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/render/catalog.ts	134	// ── Data Display ────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/render/catalog.ts	303	// ── Charts ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/render/catalog.ts	330	// ── Form Inputs ─────────────────────────────────────────────────────	COMMENT
MEDIUM	apps/web/lib/render/catalog.ts	447	// ── Actions ─────────────────────────────────────────────────────────	COMMENT

Synthetic Comment Markers12 hits · 82 pts

Severity	File	Line	Snippet	Context
HIGH	…lls/technical-writer/references/editorial-standards.md	3	Apply these standards to the passage and its surrounding section. They are editing criteria, not proof of authorship. A	CODE
HIGH	examples/stripe-app/README.md	3	[Stripe Apps](https://stripe.com/docs/stripe-apps) examples demonstrating how to use json-render to build dynamic, AI-ge	CODE
HIGH	examples/stripe-app/drawer-app/README.md	3	A [Stripe App](https://stripe.com/docs/stripe-apps) example demonstrating how to use json-render to build dynamic, AI-ge	CODE
HIGH	packages/ink/src/schema.ts	11	// What the AI-generated SPEC looks like	COMMENT
HIGH	packages/ink/src/components/standard.tsx	18	// Props that must never be forwarded from AI-generated specs to React/Ink elements.	COMMENT
HIGH	packages/ink/src/components/standard.tsx	39	// and block dangerous or web-only props from AI-generated specs.	COMMENT
HIGH	packages/svelte/src/schema.ts	12	// What the AI-generated SPEC looks like	COMMENT
HIGH	packages/react-native/src/schema.ts	12	// What the AI-generated SPEC looks like	COMMENT
HIGH	packages/vue/src/schema.ts	12	// What the AI-generated SPEC looks like	COMMENT
HIGH	packages/solid/src/schema.ts	12	// What the AI-generated SPEC looks like	COMMENT
HIGH	packages/react/src/schema.ts	12	// What the AI-generated SPEC looks like	COMMENT
HIGH	packages/remotion/src/schema.ts	146	// What the AI-generated SPEC looks like (timeline-based)	COMMENT

Fake / Example Data25 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	examples/next-website-builder/lib/website-catalog.ts	23	brand: "Acme Inc",	CODE
LOW	examples/next-website-builder/lib/website-catalog.ts	162	brand: "Acme Inc",	CODE
LOW	examples/next-website-builder/lib/default-spec.ts	6	default: "Acme Inc",	CODE
LOW	examples/next-website-builder/lib/default-spec.ts	32	brand: "Acme Inc",	CODE
LOW	examples/next-website-builder/lib/default-spec.ts	48	brand: "Acme Inc",	CODE
LOW	examples/react-pdf/lib/examples.ts	24	props: { title: "Invoice #1042", author: "Acme Corp", subject: null },	CODE
LOW	examples/react-pdf/lib/examples.ts	68	text: "Acme Corp",	CODE
LOW	examples/react-pdf/lib/examples.ts	163	text: "Acme Corp",	CODE
LOW	examples/react-pdf/lib/examples.ts	1089	author: "Acme Corp",	CODE
LOW	examples/react-pdf/lib/examples.ts	1144	text: "Acme Corp",	CODE
LOW	examples/no-ai/lib/examples.ts	587	placeholder: "Jane Doe",	CODE
LOW	packages/directives/src/directives.test.ts	227	).toBe("John Doe");	CODE
LOW	packages/shadcn-svelte/src/catalog.ts	209	example: { name: "Jane Doe", size: "md" },	CODE
LOW	packages/core/README.md	400	"placeholder": "Email"	CODE
LOW	packages/core/src/props.test.ts	526	).toBe("Jane Doe");	CODE
LOW	packages/vue/README.md	157	"placeholder": "Enter name"	CODE
LOW	packages/vue/src/dynamic-forms.test.ts	218	expect(wrapper.find("[data-testid='text']").text()).toBe("Jane Doe");	CODE
LOW	packages/react-pdf/src/catalog.ts	23	example: { title: "Invoice #1234", author: "Acme Corp" },	CODE
LOW	packages/shadcn/src/catalog.ts	212	example: { name: "Jane Doe", size: "md" },	CODE
LOW	packages/solid/src/dynamic-forms.test.tsx	363	expect(screen.getByTestId("text").textContent).toBe("Jane Doe");	CODE
LOW	packages/react/README.md	148	"placeholder": "Enter name"	CODE
LOW	packages/react/src/dynamic-forms.test.tsx	217	expect(screen.getByTestId("text").textContent).toBe("Jane Doe");	CODE
LOW	skills/react-native/SKILL.md	128	"placeholder": "Email"	CODE
LOW	skills/react/SKILL.md	161	"placeholder": "Email"	CODE
LOW	apps/web/lib/render/catalog.ts	201	example: { name: "Jane Doe", size: "md" },	CODE

Hyper-Verbose Identifiers25 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	examples/chat/components/ui/chart.tsx	312	function getPayloadConfigFromPayload(	CODE
LOW	examples/game-engine/components/game/player.tsx	271	function AnimatedCharacterModelInner({	CODE
LOW	examples/game-engine/lib/defaults.ts	37	export function createDefaultAmbientLight(): SceneObject {	CODE
LOW	examples/game-engine/lib/defaults.ts	66	export function createDefaultDirectionalLight(): SceneObject {	CODE
LOW	examples/game-engine/lib/defaults.ts	123	export function createDefaultSceneSettings(): SceneSettings {	CODE
LOW	examples/game-engine/lib/defaults.ts	143	export function createDefaultEnvironmentSettings(): EnvironmentSettings {	CODE
LOW	examples/dashboard/components/ui/chart.tsx	312	function getPayloadConfigFromPayload(	CODE
LOW	packages/ink/src/renderer.tsx	496	function ConfirmationDialogManager() {	CODE
LOW	packages/svelte/src/contexts/ValidationProvider.svelte	56	export function getOptionalValidationContext(): ValidationContext \| null {	CODE
LOW	packages/core/src/schema.ts	484	function buildZodSchemaFromDefinition(	CODE
LOW	packages/core/src/schema.ts	1188	function generateExamplePropsFromZod(	CODE
LOW	packages/core/src/schema.test.ts	706	function allObjectsHaveAdditionalPropertiesFalse(obj: unknown): boolean {	CODE
LOW	packages/core/src/schema.test.ts	717	function allObjectPropertiesRequired(obj: unknown): boolean {	CODE
LOW	packages/core/src/schema.test.ts	799	function noAdditionalPropertiesSchema(obj: unknown): boolean {	CODE
LOW	packages/core/src/devtools-flag.ts	59	function notifyDevtoolsActiveChange() {	CODE
LOW	packages/core/src/types.ts	332	export function resolveRepeatItemStatePath(	CODE
LOW	packages/core/src/types.ts	1104	export function createJsonRenderTransform(): TransformStream<	CODE
LOW	packages/react-native/src/renderer.tsx	493	function ConfirmationDialogManager() {	CODE
LOW	packages/react-native/src/components/standard.tsx	969	export function createStandardActionHandlers(options?: {	CODE
LOW	packages/vue/src/renderer.ts	196	async function resolveAndExecuteBindings(	CODE
LOW	packages/solid/src/renderer.tsx	597	function ConfirmationDialogManager() {	CODE
LOW	packages/mcp/src/server.ts	73	export async function registerJsonRenderResource(	CODE
LOW	packages/codegen/src/traverse.ts	127	function collectPathsFromCondition(	CODE
LOW	packages/react/src/renderer.tsx	1010	function ConfirmationDialogManager() {	CODE
LOW	apps/web/lib/jev/response.ts	24	export function createCompositionResponse(	CODE

Structural Annotation Overuse10 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	examples/chat/lib/tools/weather.ts	18	// Step 1: Geocode the city name to coordinates	COMMENT
LOW	examples/chat/lib/tools/weather.ts	42	// Step 2: Get weather data	COMMENT
LOW	examples/svelte-chat/src/lib/tools/weather.ts	18	// Step 1: Geocode the city name to coordinates	COMMENT
LOW	examples/svelte-chat/src/lib/tools/weather.ts	42	// Step 2: Get weather data	COMMENT
LOW	skills/skill-creator/SKILL.md	215	### Step 1: Understanding the Skill with Concrete Examples	COMMENT
LOW	skills/skill-creator/SKILL.md	232	### Step 2: Planning the Reusable Skill Contents	COMMENT
LOW	skills/skill-creator/SKILL.md	256	### Step 3: Initializing the Skill	COMMENT
LOW	skills/skill-creator/SKILL.md	279	### Step 4: Edit the Skill	COMMENT
LOW	skills/skill-creator/SKILL.md	320	### Step 5: Packaging a Skill	COMMENT
LOW	skills/skill-creator/SKILL.md	347	### Step 6: Iterate	COMMENT

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	examples/chat/lib/tools/weather.ts	18	// Step 1: Geocode the city name to coordinates	COMMENT
LOW	examples/chat/lib/tools/weather.ts	42	// Step 2: Get weather data	COMMENT
LOW	examples/svelte-chat/src/lib/tools/weather.ts	18	// Step 1: Geocode the city name to coordinates	COMMENT
LOW	examples/svelte-chat/src/lib/tools/weather.ts	42	// Step 2: Get weather data	COMMENT

Excessive Try-Catch Wrapping4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	skills/skill-creator/scripts/init_skill.py	217	except Exception as e:	CODE
LOW	skills/skill-creator/scripts/init_skill.py	232	except Exception as e:	CODE
LOW	skills/skill-creator/scripts/init_skill.py	259	except Exception as e:	CODE
LOW	skills/skill-creator/scripts/package_skill.py	80	except Exception as e:	CODE

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/core/src/devtools-flag.ts	1	// =============================================================================	COMMENT
LOW	packages/core/src/action-observer.ts	1	// =============================================================================	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	skills/skill-creator/scripts/init_skill.py	208	# Check if directory already exists	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	skills/skill-creator/scripts/package_skill.py	19		CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	skills/skill-creator/scripts/quick_validate.py	7		CODE

vercel-labs/json-render

Open-Source Code Quality, Security and Technical Debt Review