0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.7K

Stars

TypeScript

Language

178.1K

Lines of Code

1.1K

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 1.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 62 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 54 finding(s).

PR Review Velocity Impact 1.9/100 · LOW

Which changes need focused human review? 68 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 1LOW 67

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 68 distinct pattern matches across 5 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 Identifiers54 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW	scripts/sync-sponsors.ts	74	function getTierImageSizeAndColumns(tierLevel: number, tierLevels: number[]): [columns: number, imageSize: number] {	CODE
LOW	packages/pino/src/handler-plugin.ts	235	function defaultProcedureErrorLevel(error: unknown): pino.Level {	CODE
LOW	packages/contract/src/schema-built-in.ts	65	export function getAsyncIteratorObjectSchemaDetails(schema: AnySchema \| undefined): undefined \| AsyncIteratorObjectSchem	CODE
LOW	packages/contract/src/schema-built-in.ts	82	export function getAsyncIteratorObjectSchemasDetails(schemas: readonly AnySchema[] \| undefined): undefined \| AsyncIterat	CODE
LOW	packages/contract/src/router-utils.ts	85	export function getProcedureContractOrThrow(router: RouterContract, path: readonly string[]): AnyProcedureContract {	CODE
LOW	packages/evlog/src/handler-plugin.ts	288	function defaultProcedureErrorLevel(error: unknown): LogLevel {	CODE
LOW	packages/hibernation/src/encode-event.ts	36	export async function encodeHibernationRPCEvent(	CODE
LOW	packages/effect/src/extensions/schema.ts	48	function isEffectConstraintDecoder(	CODE
LOW	packages/server/src/procedure-utils.ts	12	export function createGuardedProcedureLazy(lazy: Lazy<unknown>): Lazy<AnyProcedure> {	CODE
LOW	packages/server/src/router-utils.ts	260	export function walkProcedureContractsSync(	CODE
LOW	packages/server/src/router-utils.ts	272	function walkProcedureContractsSyncInternal(	CODE
LOW	packages/server/src/router-utils.ts	306	export async function walkProcedureContractsAsync(	CODE
LOW	packages/server/src/router-utils.test.ts	225	function expectImplementedProcedure(	CODE
LOW	packages/server/src/plugins/batch.test.ts	640	function createHeaderCapturingHandler() {	CODE
LOW	packages/server/src/plugins/batch.test.ts	654	function createBatchRequestWithHeaders(headers: Record<string, string>, subRequestHeaders: Record<string, string>) {	CODE
LOW	packages/mcp/src/utils.ts	96	export function resolveToolInputJsonSchema(	CODE
LOW	packages/mcp/src/utils.ts	148	export function resolveToolOutputJsonSchema(	CODE
LOW	packages/mcp/src/utils.ts	175	export function toPassthroughStandardSchema(jsonSchema: JsonSchemaObject): StandardSchemaWithJSON {	CODE
LOW	packages/shared/src/http.ts	64	export function parseAcceptEncodingQualities(header: string \| undefined): Map<string, number> {	CODE
LOW	packages/shared/src/http.ts	116	export function isNoTransformCacheControl(cacheControl: string \| undefined): boolean {	CODE
LOW	packages/shared/src/http.ts	131	export function isCompressibleContentType(contentType: string \| null \| undefined): boolean {	CODE
LOW	packages/shared/src/tracing.ts	107	export function setSpanAttributeIfDefined(span: TracingSpan \| undefined, key: string, value: TracingAttributeValue \| und	CODE
LOW	packages/openapi/src/openapi-generator.ts	233	function toVersionedOpenAPIDocument(doc: OpenAPIV3_2.OpenAPIObject, version: OpenAPIVersion): OpenAPIDocument<OpenAPIVer	CODE
LOW	packages/openapi/src/bracket-notation.ts	213	function internalPushStyleArrayToObject(array: readonly unknown[]): Record<string, unknown> {	CODE
LOW	packages/openapi/src/openapi-generator-operation.ts	137	function extractCompactRequestParts(	CODE
LOW	packages/openapi/src/openapi-generator-operation.ts	174	function extractDetailedRequestParts(schema: JsonSchema): RequestParts {	CODE
LOW	packages/openapi/src/openapi-generator-operation.ts	400	function extractDetailedResponseParts(	CODE
LOW	packages/openapi/src/openapi-generator-operation.ts	581	function toAsyncIteratorObjectContent(	CODE
LOW	packages/openapi/src/openapi-generator-components.ts	198	function areSchemasEquivalentForReuse(candidate: unknown, existing: unknown, ctx: ReuseComparisonContext): boolean {	CODE
LOW	packages/openapi/src/openapi-generator-components.ts	274	function areSchemaRefsEquivalentForReuse(candidateRef: string, existingRef: string, ctx: ReuseComparisonContext): boolea	CODE
LOW	packages/openapi/src/openapi-generator-components.ts	298	function rewriteComponentSchemaRefs(schema: JsonSchema, renameMap: ReadonlyMap<string, string>): JsonSchema {	CODE
LOW	…es/openapi/src/adapters/standard/openapi-link-codec.ts	483	function toResolvedStandardHeaders(headers: Headers \| StandardHeaders): StandardHeaders {	CODE
LOW	…es/openapi/src/adapters/standard/openapi-link-codec.ts	522	function encodeURLSearchParamComponent(value: string): string {	CODE
LOW	packages/node/src/multipart.test.ts	276	async function expectMatchesStandardParser(form: FormData, chunkSizes: number[], delivery?: 'sync' \| 'async'): Promi	CODE
LOW	…ckages/node/src/tmp-file-upload-handler-plugin.test.ts	598	async function expectMatchesStandardParser(form: FormData, chunkSizes: number[], delivery?: 'sync' \| 'async'): Promi	CODE
LOW	…ckages/node/src/tmp-file-upload-handler-plugin.test.ts	932	async function countTmpFilesWhenRejected(limits: { memory?: number, file?: number }, body: Buffer): Promise<number>	CODE
LOW	…/node/src/batch-response-compression-handler-plugin.ts	171	function createFlushingCompressionStream(	CODE
LOW	packages/node/src/tmp-file-upload-handler-plugin.ts	402	function assertContentLengthWithin(headers: StandardHeaders, limit: number): void {	CODE
LOW	packages/node/src/multipart.ts	250	function decodeContentDispositionParameter(value: string): string {	CODE
LOW	packages/client/src/error.ts	218	function inferMalformedResponseMessage(response: StandardResponse): string {	CODE
LOW	packages/client/src/plugins/batch.ts	528	async function decodeLengthPrefixedStream(stream: ReadableStream<Uint8Array>, receive: (message: ServerPeerSendMessage)	CODE
LOW	packages/client/src/plugins/batch.test.ts	31	function extractBatchMessagesFromRequest(request: StandardRequest): any[] {	CODE
LOW	packages/client/src/plugins/batch.test.ts	41	function makeBufferedBatchResponseFromRequest(request: StandardRequest, resultFn?: (id: unknown, index: number) => unkno	CODE
LOW	packages/client/src/adapters/standard/rpc-link-codec.ts	160	function toResolvedStandardHeaders(headers: Headers \| StandardHeaders): StandardHeaders {	CODE
LOW	packages/nest/src/implement.test.ts	1035	async function readFirstChunkThenDisconnect() {	CODE
LOW	packages/json-schema/src/ref-utils.ts	149	export function resolveJsonSchemaRootLocalRef(	CODE
LOW	packages/json-schema/src/ref-utils.ts	191	function findRecursiveJsonSchemaDefName(defs: Exclude<JsonSchema, boolean>['$defs'] \| undefined): string {	CODE
LOW	packages/json-schema/src/composition-utils.ts	97	export function combineJsonSchemasWithComposition(	CODE
LOW	packages/json-schema/src/composition-utils.ts	130	export function combineJsonObjectSchemaEntries(entries: JsonObjectSchemaEntry[], additionalProperties?: JsonSchema): Jso	CODE
LOW	packages/json-schema/src/composition-utils.ts	170	export function extractJsonObjectSchemaEntries(schema: JsonSchema): JsonObjectSchemaEntry[] \| undefined {	CODE
LOW	packages/json-schema/src/composition-utils.ts	190	export function extractJsonObjectSchemaAdditionalProperties(schema: JsonSchema): JsonSchema \| undefined {	CODE
LOW	packages/json-schema/src/composition-utils.ts	216	function isJsonObjectLikeSchemaInternal(	CODE
LOW	packages/json-schema/src/composition-utils.ts	260	function extractJsonObjectSchemaEntriesInternal(	CODE
LOW	packages/json-schema/src/composition-utils.ts	396	function flattenJsonUnionSchemaInternal(	CODE

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	packages/publisher/src/adapters/redis.test.ts	387	person: new Person('John Doe', new Date('2023-01-01')),	CODE
LOW	packages/publisher/src/adapters/redis.test.ts	402	expect(received.person).toEqual(new Person('John Doe', new Date('2023-01-01')))	CODE
LOW	packages/publisher/src/adapters/upstash.test.ts	360	person: new Person('John Doe', new Date('2023-01-01')),	CODE
LOW	packages/publisher/src/adapters/upstash.test.ts	373	expect(received.person).toEqual(new Person('John Doe', new Date('2023-01-01')))	CODE
LOW	packages/bun/src/redis-publisher.test.ts	337	person: new Person('John Doe', new Date('2023-01-01')),	CODE
LOW	packages/bun/src/redis-publisher.test.ts	352	expect(received.person).toEqual(new Person('John Doe', new Date('2023-01-01')))	CODE

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	…un/tests/rpc/__shared__/built-in-support-data-types.ts	121	// expect(file.name).toBe('file.json')	COMMENT
LOW	.github/workflows/pullfrog.yml	41	DEEPSEEK_API_KEY: ${{ secrets.DEEPSEEK_API_KEY }}	COMMENT
LOW	apps/content/search/page-preview.ts	1	// The search dialog's preview pane renders `hit.content` — the index's plain	COMMENT
LOW	apps/content/components/blume/twoslash-popups.ts	1	// Twoslash popups need three behaviors CSS :hover can't provide alone:	COMMENT
LOW	apps/content/components/blume/twoslash-popups.ts	21	// alone closes it the instant the pointer enters that gap. The popup	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	.agents/skills/blume/SKILL.md	24	npx blume init # scaffold docs/index.mdx, blume.config.ts, and package.json scripts, then install	CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	playgrounds/next/src/app/api/[[...rest]]/route.ts	51	async function handleRequest(request: Request) {	CODE
LOW	playgrounds/next/src/app/rpc/[[...rest]]/route.ts	14	async function handleRequest(request: Request) {	CODE

middleapi/orpc

Open-Source Code Quality, Security and Technical Debt Review