0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

13.5K

Stars

TypeScript

Language

227.4K

Lines of Code

2.2K

Files

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 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 51 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.2/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 1.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 50 finding(s).

PR Review Velocity Impact 2.8/100 · LOW

Which changes need focused human review? 71 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 0LOW 59

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 71 distinct pattern matches across 8 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 Identifiers48 hits · 48 pts

Severity	File	Line	Snippet	Context
LOW	packages/mdx/src/plugins/index-file.ts	247	async function generateCollectionObjectEntry(	CODE
LOW	packages/mdx/src/plugins/index-file.ts	370	function generateDocCollectionFrontmatterGlob(	CODE
LOW	packages/mdx/src/plugins/index-file.ts	387	function generateDocCollectionGlob(	CODE
LOW	packages/mdx/src/plugins/index-file.ts	402	function generateMetaCollectionGlob(	CODE
LOW	packages/mdx/src/macro/transform.ts	594	export async function transformMacroConfigModule({	CODE
LOW	packages/mdx/src/loaders/config.ts	12	export function createStandaloneConfigLoader({	CODE
LOW	packages/mdx/src/loaders/config.ts	69	export function createIntegratedConfigLoader(core: Core): ConfigLoader {	CODE
LOW	packages/asyncapi/src/ui/bindings/shared.tsx	162	export function DestinationChannelBinding({	CODE
LOW	packages/asyncapi/src/ui/bindings/protocols/mqtt.tsx	16	function formatPayloadFormatIndicator(value?: number) {	CODE
LOW	…es/asyncapi/src/ui/bindings/protocols/googlepubsub.tsx	5	function GooglepubsubChannelBinding({ binding }: { binding: GooglepubsubChannelBinding }) {	CODE
LOW	…es/asyncapi/src/ui/bindings/protocols/googlepubsub.tsx	28	function GooglepubsubMessageBinding({ binding }: { binding: GooglepubsubMessageBinding }) {	CODE
LOW	packages/asyncapi/src/utils/typescript.ts	17	export function generateTypeScriptDefinitions(	CODE
LOW	packages/asyncapi/src/utils/document/dereference.ts	26	export function dereferenceBundledDocument(bundled: AsyncAPIObject): DereferencedDocument {	CODE
LOW	packages/asyncapi/src/codegen/index.ts	33	export function createCodeUsageGeneratorRegistry(	CODE
LOW	packages/asyncapi/src/codegen/index.ts	39	export function registerDefaultCodeUsages(	CODE
LOW	packages/core/src/breadcrumb.tsx	57	export function getBreadcrumbItemsFromPath(	CODE
LOW	packages/core/src/mdx-plugins/rehype-code.core.ts	114	export function rehypeCodeFromHighlighter(	CODE
LOW	…es/core/src/mdx-plugins/remark-directive-admonition.ts	29	export function remarkDirectiveAdmonition({	CODE
LOW	packages/core/src/source/storage/content.ts	50	export function createContentStorageBuilder(loaderConfig: ResolvedLoaderConfig) {	CODE
LOW	packages/core/src/search/mixedbread.ts	112	export function createMixedbreadSearchAPI(options: MixedbreadSearchOptions): SearchAPI {	CODE
LOW	packages/core/src/search/client/orama-cloud-legacy.ts	142	export function useOramaCloudLegacySearch({	CODE
LOW	packages/python/fumapy/mksource/simplify_docstring.py	19	def get_parameters_from_signature(parent: griffe.Class \| griffe.Function):	CODE
LOW	packages/python/fumapy/mksource/simplify_docstring.py	30	def get_returns_from_signature(parent: griffe.Function):	CODE
LOW	packages/python/fumapy/mksource/simplify_docstring.py	44	def get_attributes_from_signature(parent: griffe.Module \| griffe.Class):	CODE
LOW	packages/typescript/src/cache/fs-cache.ts	5	export function createFileSystemGeneratorCache(dir: string): Cache {	CODE
LOW	packages/typescript/src/lib/remark-auto-type-table.ts	149	export function typeTableToStructuredData(	CODE
LOW	packages/shadcn/src/utils.ts	32	export function resolveRegistryDependency(dep: string) {	CODE
LOW	packages/shared/compile-package-translations.ts	28	async function compilePackageTranslations(	CODE
LOW	packages/shared/compile-package-translations.ts	51	export function packageTranslationsPlugin(	CODE
LOW	packages/cli/src/features/utils.ts	73	export async function registerReactRouterRoutes(	CODE
LOW	packages/cli/src/codemod/react-router.ts	15	export function filterReactRouterPrerenderArray(	CODE
LOW	packages/cli/src/codemod/react-router.ts	32	export function addReactRouterPrerenderArray(	CODE
LOW	packages/openapi/src/ui/operation/usage-tabs.tsx	178	function ResponseTabsDefaultContent({ tabs }: { tabs: ResponseTab[] }) {	CODE
LOW	packages/openapi/src/ui/operation/usage-tabs.tsx	278	function RequestTabsDefaultContent() {	CODE
LOW	packages/openapi/src/utils/create-page.tsx	415	export function createOpenAPIBaseRenderer({	CODE
LOW	packages/openapi/src/utils/document/dereference.ts	27	export function dereferenceBundledDocument(bundled: Document): DereferencedDocument {	CODE
LOW	packages/openapi/src/requests/generators/index.ts	56	export function createCodeUsageGeneratorRegistry(	CODE
LOW	packages/notion/src/file.ts	32	export function createNotionFileUrlResolver({	CODE
LOW	packages/radix-ui/src/layouts/home/slots/header.tsx	247	function MobileNavigationMenuLinkItem({	CODE
LOW	packages/satteri/src/rehype-code.ts	27	export function rehypeCodeFromHighlighter(	CODE
LOW	packages/satteri/src/remark-directive-admonition.ts	13	export function remarkDirectiveAdmonition(	CODE
LOW	packages/graphql/src/codegen/index.ts	25	export function createCodeUsageGeneratorRegistry(	CODE
LOW	packages/graphql/src/codegen/index.ts	31	export function registerDefaultCodeUsages(	CODE
LOW	packages/base-ui/src/layouts/home/slots/header.tsx	323	function MobileNavigationMenuLinkItem({	CODE
LOW	packages/preview/src/lib/env.ts	5	export function getDefaultProjectDirectories(): string[] {	CODE
LOW	packages/doc-gen/src/remark-ts2js.ts	43	export function remarkTypeScriptToJavaScript({	CODE
LOW	packages/twoslash/src/cache-fs.ts	21	export function createFileSystemTypesCache(	CODE
LOW	packages/twoslash/src/renderer.ts	49	export function defaultHoverInfoProcessor(type: string): string {	CODE

Cross-Language Confusion (JS/TS)7 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	packages/asyncapi/src/codegen/python.ts	43	print(message)`	CODE
HIGH	packages/asyncapi/src/codegen/python.ts	58	print(message.payload.decode())	CODE
HIGH	packages/asyncapi/src/codegen/python.ts	90	print(message.value().decode())`;	CODE
HIGH	packages/asyncapi/src/codegen/python.ts	107	print(body.decode())${ack ? '\n channel.basic_ack(method.delivery_tag)' : ''}	CODE
HIGH	packages/asyncapi/src/codegen/python.ts	136	print(message.data.decode())`	CODE
HIGH	packages/cli/src/commands/customise.ts	143	print() {	CODE
HIGH	packages/openapi/src/requests/generators/python.ts	39	print(response.text)`;	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	packages/asyncapi/test/codegen.test.ts	27	'wss://api.example.com/v1/lights?api_key=YOUR_API_KEY',	CODE
HIGH	packages/asyncapi/src/ui/operation/usage.tsx	70	if (scheme?.name) query.set(scheme.name, 'YOUR_API_KEY');	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	packages/python/fumapy/mksource/document_module.py	43	except PackageNotFoundError:	CODE
HIGH	packages/python/fumapy/mksource/simplify_docstring.py	146	except AttributeError:	CODE

Unused Imports6 hits · 6 pts

Severity	File	Line	Context
LOW	packages/python/fumapy/mksource/models.py	1	CODE
LOW	packages/python/fumapy/mksource/__init__.py	1	CODE
LOW	packages/python/fumapy/mksource/__init__.py	1	CODE
LOW	packages/python/fumapy/mksource/__init__.py	1	CODE
LOW	packages/python/fumapy/mksource/__init__.py	2	CODE
LOW	packages/python/fumapy/mksource/document_module.py	1	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	packages/python/fumapy/__init__.py	13	Generate Python API documentation for a specified module. This function parses command-line arguments, loads the sp	STRING

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	packages/core/src/mdx-plugins/remark-image.ts	160	name: 'placeholder',	CODE
LOW	packages/satteri/src/remark-image.ts	123	out.attributes.push({ type: 'mdxJsxAttribute', name: 'placeholder', value: 'blur' });	CODE
LOW	packages/json-schema/src/sample.ts	192	return 'user@example.com';	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/python/fumapy/mksource/utils.py	14		CODE
LOW	packages/python/fumapy/mksource/simplify_docstring.py	16		CODE

fuma-nama/fumadocs

Open-Source Code Quality, Security and Technical Debt Review