1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-13

Last Push

3.3K

Stars

TypeScript

Language

55.2K

Lines of Code

437

Files

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 2.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 23 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.5/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 3.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 18 finding(s).

PR Review Velocity Impact 4.6/100 · LOW

Which changes need focused human review? 42 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 5LOW 37

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 42 distinct pattern matches across 4 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 Separators5 hits · 22 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	packages/playground/src/examples/nav.tsx	13	// ── Teasers ──────────────────────────────────	COMMENT
MEDIUM⚡	packages/playground/src/examples/nav.tsx	20	// ── Core ─────────────────────────────────────	COMMENT
MEDIUM⚡	packages/playground/src/examples/nav.tsx	27	// ── Features ─────────────────────────────────	COMMENT
MEDIUM⚡	packages/playground/src/examples/nav.tsx	34	// ── Configuration ────────────────────────────	COMMENT
MEDIUM⚡	packages/playground/src/examples/nav.tsx	40	// ── Spec / Grammar ───────────────────────────	COMMENT

Fake / Example Data14 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	packages/graphic-walker/src/locales/ja-JP.json	291	"placeholder": "データセットから描画したい視覚化は何ですか？"	CODE
LOW	packages/graphic-walker/src/locales/zh-CN.json	297	"placeholder": "想从数据集中绘制哪种可视化呢?"	CODE
LOW	packages/graphic-walker/src/locales/en-US.json	303	"placeholder": "What visualization your want to draw from the dataset"	CODE
LOW	…graphic-walker/src/components/dataTable/pagination.tsx	9	type: 'page' \| 'placeholder';	CODE
LOW	…graphic-walker/src/components/dataTable/pagination.tsx	57	return [...acc, { index: -1, type: 'placeholder' }, p];	CODE
LOW	…graphic-walker/src/components/dataTable/pagination.tsx	91	if (x.type === 'placeholder') {	CODE
LOW⚡	…hic-walker/src/components/dataTable/pagination.test.ts	26	{ index: -1, type: 'placeholder' },	CODE
LOW⚡	…hic-walker/src/components/dataTable/pagination.test.ts	34	{ index: -1, type: 'placeholder' },	CODE
LOW⚡	…hic-walker/src/components/dataTable/pagination.test.ts	42	{ index: -1, type: 'placeholder' },	CODE
LOW⚡	…hic-walker/src/components/dataTable/pagination.test.ts	49	{ index: -1, type: 'placeholder' },	CODE
LOW⚡	…hic-walker/src/components/dataTable/pagination.test.ts	53	{ index: -1, type: 'placeholder' },	CODE
LOW	…hic-walker/src/components/dataTable/pagination.test.ts	83	{ index: -1, type: 'placeholder' },	CODE
LOW	…hic-walker/src/components/dataTable/pagination.test.ts	99	{ index: -1, type: 'placeholder' },	CODE
LOW	…hic-walker/src/components/dataTable/pagination.test.ts	108	{ index: -1, type: 'placeholder' },	CODE

Hyper-Verbose Identifiers13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	packages/graphic-walker/vite.config.ts	16	function demoDatasetFallbackPlugin() {	CODE
LOW	packages/graphic-walker/src/dataSource/index.tsx	113	export function DataSourceSegmentComponent(props: {	CODE
LOW	packages/graphic-walker/src/utils/colors.ts	87	export function getColorConfigFromPalette(colors: IColorPalette): IUIThemeConfig {	CODE
LOW	packages/graphic-walker/src/utils/workflowValidate.ts	158	export function assertValidWorkflowFields(fields: readonly FieldLike[], knownFields?: readonly { fid: string; name?: str	CODE
LOW	packages/graphic-walker/src/models/chat.ts	135	export function toVegaSimplifiedWithAggergation(chart: IChart) {	CODE
LOW	…/graphic-walker/src/dataSourceProvider/localStorage.ts	5	export function createLocalStorageProvider() {	CODE
LOW	…ages/graphic-walker/src/components/pivotTable/utils.ts	208	export function buildMetricTableFromNestTree(leftTree: INestNode, topTree: INestNode, data: IRow[]): (IRow \| null \| unde	CODE
LOW	…ages/graphic-walker/src/components/pivotTable/core.tsx	31	export function shouldRenderPivotTableModel(model: IPivotTableModel \| null): boolean {	CODE
LOW	…ages/graphic-walker/src/components/pivotTable/query.ts	85	export function getPivotGroupByCombinations(	CODE
LOW	packages/graphic-walker/src/hooks/index.ts	14	export function createStreamedValueBindHook(wrapper: <T>(emitter: (v: T) => void) => (v: T) => void) {	CODE
LOW	packages/graphic-walker/src/lib/inferMeta.ts	73	function inferAnalyticTypeFromSemanticType(semanticType: ISemanticType): IAnalyticType {	CODE
LOW	packages/duckdb-wasm-computation/src/provider.ts	29	export function createDuckDBMemoryProvider({ database, connection, compileQuery, createInitialSpecs, eventTypes }: Provi	CODE
LOW	packages/playground/vite.config.ts	11	function demoDatasetFallbackPlugin() {	CODE

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	packages/graphic-walker/src/services.ts	41	// measures: string[];	COMMENT
LOW	packages/graphic-walker/src/services.ts	61	// if (worker === null) throw new Error('init worker first.')	COMMENT
LOW	packages/graphic-walker/src/services.ts	81	// }	COMMENT
LOW	packages/graphic-walker/src/vis/future-react-vega.tsx	141	[SELECTION_NAME]: {	COMMENT
LOW	…es/graphic-walker/src/vis/observable-plot-renderer.tsx	241	// columns: guardedCols,	COMMENT
LOW	packages/duckdb-wasm-computation/tsconfig.json	1	{	COMMENT
LOW	packages/duckdb-wasm-computation/tsconfig.json	21	// "jsxImportSource": "", /* Specify module specifier used to import the JSX factory func	COMMENT
LOW	packages/duckdb-wasm-computation/tsconfig.json	41	/* JavaScript Support */	COMMENT
LOW	packages/duckdb-wasm-computation/tsconfig.json	61	// "inlineSources": true, /* Include source code in the sourcemaps inside the emitted Jav	COMMENT
LOW	packages/duckdb-wasm-computation/tsconfig.json	81	// "strictNullChecks": true, /* When type checking, take into account 'null' and 'undefined'	COMMENT

Kanaries/graphic-walker

Open-Source Code Quality, Security and Technical Debt Review