0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.5K

Stars

TypeScript

Language

1.3M

Lines of Code

7.0K

Files

377

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 1.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 281 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 75 finding(s).

Agent Over-Engineering Ratio 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 212 finding(s).

PR Review Velocity Impact 1.9/100 · LOW

Which changes need focused human review? 377 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 15MEDIUM 26LOW 336

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 377 distinct pattern matches across 18 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 Identifiers191 hits · 188 pts

Severity	File	Line	Snippet	Context
LOW	examples/openapi-ts-fetch/src/client/msw.gen.ts	568	export function handleCreateUsersWithListInput(	CODE
LOW	scripts/readme-sync.ts	79	function stripSpecificTemplateMarkers(content: string, markerNames: Set<string>): string {	CODE
LOW	scripts/changelog/entries.ts	3	function consumeLeadingBreakingMarker(value: string): { isBreaking: boolean; value: string } {	CODE
LOW	scripts/changelog/date-filter.ts	77	export function getDateRangeFilterFromEnv(env = process.env): DateRangeFilter \| undefined {	CODE
LOW	scripts/changelog/pull-request.ts	3	export function getPullRequestsFromRelease(release: Release): Array<number> {	CODE
LOW	scripts/changelog/contributors.ts	15	export async function getContributorsFromPullRequests(	CODE
LOW	packages/codegen-core/src/project/namespace.ts	18	function canTypeScriptDeclarationsShareIdentifier(a: SymbolKind, b: SymbolKind): boolean {	CODE
LOW	packages/codegen-core/src/project/namespace.ts	38	export function canDeclarationsShareIdentifier(	CODE
LOW	packages/openapi-python/src/py-dsl/utils/context.ts	76	// function getStructuralChainForNode(node: PyDsl, visited: Set<PyDsl>): NodeChain {	COMMENT
LOW	…-python/src/py-compiler/nodes/declarations/function.ts	20	export function createFunctionDeclaration(	CODE
LOW	…-python/src/py-compiler/nodes/statements/expression.ts	10	export function createExpressionStatement(expression: PyExpression): PyExpressionStatement {	CODE
LOW	…c/py-compiler/nodes/statements/augmented-assignment.ts	26	export function createAugmentedAssignment(	CODE
LOW	…-python/src/py-compiler/nodes/expressions/generator.ts	14	export function createGeneratorExpression(	CODE
LOW	…-python/src/py-compiler/nodes/expressions/subscript.ts	11	export function createSubscriptExpression(	CODE
LOW	…python/src/py-compiler/nodes/expressions/yield-from.ts	10	export function createYieldFromExpression(expression: PyExpression): PyYieldFromExpression {	CODE
LOW	…penapi-python/src/py-compiler/__tests__/nodes/utils.ts	37	export async function assertPrintedMatchesSnapshot(	CODE
LOW	packages/shared/src/error.ts	141	export async function openGitHubIssueWithCrashReport(	CODE
LOW	packages/shared/src/ir/parameter.ts	28	export function hasParameterGroupObjectRequired(	CODE
LOW	packages/shared/src/ir/parameter.ts	40	export function hasParametersObjectRequired(parameters: IR.ParametersObject \| undefined): boolean {	CODE
LOW	packages/shared/src/ir/pagination.ts	4	export function getPaginationKeywordsRegExp(pagination: Parser['pagination']): RegExp {	CODE
LOW	packages/shared/src/openApi/3.1.x/parser/schema.ts	42	function findDiscriminatorPropertyType({	CODE
LOW	packages/shared/src/openApi/3.1.x/parser/schema.ts	99	function findDiscriminatorsInSchema({	CODE
LOW	packages/shared/src/openApi/3.1.x/parser/schema.ts	147	function getAllDiscriminatorValues({	CODE
LOW	packages/shared/src/openApi/3.1.x/parser/requestBody.ts	9	function requestBodyToIrRequestBody({	CODE
LOW	…kages/shared/src/openApi/shared/utils/discriminator.ts	17	export function convertDiscriminatorValue(	CODE
LOW	packages/shared/src/openApi/shared/utils/filter.ts	88	function createFiltersSetAndRegExps(	CODE
LOW	packages/shared/src/openApi/shared/utils/filter.ts	263	function collectFiltersSetFromRegExps({	CODE
LOW	packages/shared/src/openApi/shared/utils/filter.ts	755	function dropExcludedRequestBodies({	CODE
LOW	packages/shared/src/openApi/shared/utils/filter.ts	919	function collectExplicitDependencies({	CODE
LOW	packages/shared/src/openApi/shared/utils/filter.ts	970	function collectOperationDependencies({	CODE
LOW	packages/shared/src/openApi/shared/utils/filter.ts	1010	export function createFilteredDependencies({	CODE
LOW	packages/shared/src/openApi/shared/utils/operation.ts	33	export function sanitizeNamespaceIdentifier(name: string) {	CODE
LOW	packages/shared/src/openApi/shared/utils/security.ts	39	export function computeAmbiguousSecurityKeys(schemes: Map<string, AnySecurityScheme>): Set<string> {	CODE
LOW	packages/shared/src/openApi/shared/utils/graph.ts	47	function collectPointerDependencies(	CODE
LOW	packages/shared/src/openApi/shared/utils/transforms.ts	15	export function hasComponentsSchemasObject(spec: unknown): boolean {	CODE
LOW	packages/shared/src/openApi/shared/transforms/utils.ts	44	export function specToSchemasPointerNamespace(spec: unknown): string {	CODE
LOW	…ages/shared/src/openApi/shared/transforms/readWrite.ts	99	function insertSplitSchemasIntoSpec({	CODE
LOW	…ages/shared/src/openApi/shared/transforms/readWrite.ts	289	function removeOriginalSplitSchemas({	CODE
LOW	…ages/shared/src/openApi/shared/transforms/readWrite.ts	322	function splitDiscriminatorSchemas({	CODE
LOW	…enApi/shared/transforms/propertiesRequiredByDefault.ts	67	export function propertiesRequiredByDefaultTransform({ spec }: { spec: unknown }) {	CODE
LOW	packages/shared/src/openApi/3.0.x/parser/schema.ts	37	function findDiscriminatorPropertyType({	CODE
LOW	packages/shared/src/openApi/3.0.x/parser/schema.ts	85	function findDiscriminatorsInSchema({	CODE
LOW	packages/shared/src/openApi/3.0.x/parser/schema.ts	133	function getAllDiscriminatorValues({	CODE
LOW	packages/json-schema-ref-parser/src/options.ts	67	export function getJsonSchemaRefParserDefaultOptions(): $RefParserOptions {	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	47	export function handlePatchApiVbyApiVersionNoTag(response?: HandlePatchApiVbyApiVersionNoTagResponse \| HttpResponseResol	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	128	export function handleApiVVersionODataControllerCount(response?: HandleApiVVersionODataControllerCountResponse \| HttpRes	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	155	export function handleGetApiVbyApiVersionSimpleOperation(response?: HandleGetApiVbyApiVersionSimpleOperationResponse \| H	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	186	export function handleDeleteCallWithoutParametersAndResponse(response?: HandleDeleteCallWithoutParametersAndResponseResp	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	213	export function handleGetCallWithoutParametersAndResponse(response?: HandleGetCallWithoutParametersAndResponseResponse \|	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	240	export function handleHeadCallWithoutParametersAndResponse(response?: HandleHeadCallWithoutParametersAndResponseResponse	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	267	export function handleOptionsCallWithoutParametersAndResponse(response?: HandleOptionsCallWithoutParametersAndResponseRe	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	294	export function handlePatchCallWithoutParametersAndResponse(response?: HandlePatchCallWithoutParametersAndResponseRespon	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	321	export function handlePostCallWithoutParametersAndResponse(response?: HandlePostCallWithoutParametersAndResponseResponse	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	348	export function handlePutCallWithoutParametersAndResponse(response?: HandlePutCallWithoutParametersAndResponseResponse \|	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	408	export function handleCallWithDescriptions(response?: HandleCallWithDescriptionsResponse \| HttpResponseResolver<never, n	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	495	export function handleCallWithWeirdParameterNames(response?: HandleCallWithWeirdParameterNamesResponse \| HttpResponseRes	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	532	export function handleGetCallWithOptionalParam(response?: HandleGetCallWithOptionalParamResponse \| HttpResponseResolver<	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	566	export function handlePostCallWithOptionalParam(response?: HandlePostCallWithOptionalParamResponse \| ToResponseUnion<Pos	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	593	export function handlePostApiVbyApiVersionRequestBody(response?: HandlePostApiVbyApiVersionRequestBodyResponse \| HttpRes	CODE
LOW	…ts-tests/msw/v2/__snapshots__/3.1.x/default/msw.gen.ts	620	export function handlePostApiVbyApiVersionFormData(response?: HandlePostApiVbyApiVersionFormDataResponse \| HttpResponseR	CODE
131 more matches not shown…

Self-Referential Comments20 hits · 58 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/openapi-python/src/create-client.ts	152	const defaultValue = ['# This file is auto-generated by @hey-api/openapi-python'];	CODE
MEDIUM	packages/openapi-python/src/generate/client.ts	227	defaultValue: ['# This file is auto-generated by @hey-api/openapi-python'],	CODE
MEDIUM	…-tests/sdks/__snapshots__/opencode/default/__init__.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…ts/sdks/__snapshots__/opencode/default/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…n-tests/sdks/__snapshots__/opencode/default/sdk_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…ks/__snapshots__/opencode/default/client/client_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…sdks/__snapshots__/opencode/default/client/__init__.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…ots__/3.1.x/discriminator-allof-nested/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…snapshots__/3.1.x/discriminator-one-of/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…snapshots__/3.1.x/discriminator-all-of/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…ots__/3.1.x/discriminator-allof-inline/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…/3.1.x/discriminator-one-of-read-write/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…hots__/3.1.x/discriminator-mapped-many/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…shots__/3.1.x/discriminator-non-string/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…ots__/3.1.x/discriminator-allof-member/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…3.1.x/discriminator-object-self-mapped/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	….1.x/discriminator-empty-object-member/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…snapshots__/3.1.x/discriminator-any-of/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…dantic/v2/__snapshots__/3.1.x/opencode/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT
MEDIUM	…/v2/__snapshots__/3.1.x/zoom-video-sdk/pydantic_gen.py	1	# This file is auto-generated by @hey-api/openapi-python	COMMENT

Unused Imports65 hits · 53 pts

Severity	File	Line	Context
LOW	…src/plugins/@hey-api/client-urllib3/bundle/__init__.py	1	CODE
LOW	…src/plugins/@hey-api/client-urllib3/bundle/__init__.py	1	CODE
LOW	…src/plugins/@hey-api/client-urllib3/bundle/__init__.py	1	CODE
LOW	…n/src/plugins/@hey-api/client-httpx/bundle/__init__.py	1	CODE
LOW	…n/src/plugins/@hey-api/client-httpx/bundle/__init__.py	1	CODE
LOW	…n/src/plugins/@hey-api/client-httpx/bundle/__init__.py	1	CODE
LOW	…rc/plugins/@hey-api/client-requests/bundle/__init__.py	1	CODE
LOW	…rc/plugins/@hey-api/client-requests/bundle/__init__.py	1	CODE
LOW	…rc/plugins/@hey-api/client-requests/bundle/__init__.py	1	CODE
LOW	…src/plugins/@hey-api/client-aiohttp/bundle/__init__.py	1	CODE
LOW	…src/plugins/@hey-api/client-aiohttp/bundle/__init__.py	1	CODE
LOW	…src/plugins/@hey-api/client-aiohttp/bundle/__init__.py	1	CODE
LOW	…apshots__/nodes/statements/import/module-with-alias.py	1	CODE
LOW	…hots__/nodes/statements/import/from-with-name-alias.py	1	CODE
LOW	…hots__/nodes/statements/import/from-with-name-alias.py	1	CODE
LOW	…pshots__/nodes/statements/import/from-with-asterisk.py	1	CODE
LOW	…mpiler/__snapshots__/nodes/statements/import/module.py	1	CODE
LOW	…mpiler/__snapshots__/nodes/statements/import/module.py	2	CODE
LOW	…snapshots__/nodes/statements/import/from-with-alias.py	1	CODE
LOW	…_snapshots__/nodes/statements/import/from-with-name.py	1	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	3	CODE
5 more matches not shown…

Cross-File Repetition10 hits · 50 pts

Severity	File	Snippet	Context
HIGH	…n/src/plugins/@hey-api/client-urllib3/bundle/client.py	build client parameters from flat keyword arguments. args: fields: list of field configurations with 'in', 'key', and op	STRING
HIGH	…hon/src/plugins/@hey-api/client-httpx/bundle/client.py	build client parameters from flat keyword arguments. args: fields: list of field configurations with 'in', 'key', and op	STRING
HIGH	…/src/plugins/@hey-api/client-requests/bundle/client.py	build client parameters from flat keyword arguments. args: fields: list of field configurations with 'in', 'key', and op	STRING
HIGH	…n/src/plugins/@hey-api/client-aiohttp/bundle/client.py	build client parameters from flat keyword arguments. args: fields: list of field configurations with 'in', 'key', and op	STRING
HIGH	…ks/__snapshots__/opencode/default/client/client_gen.py	build client parameters from flat keyword arguments. args: fields: list of field configurations with 'in', 'key', and op	STRING
HIGH	…n/src/plugins/@hey-api/client-urllib3/bundle/client.py	base http client using httpx that sdk classes extend.	STRING
HIGH	…hon/src/plugins/@hey-api/client-httpx/bundle/client.py	base http client using httpx that sdk classes extend.	STRING
HIGH	…/src/plugins/@hey-api/client-requests/bundle/client.py	base http client using httpx that sdk classes extend.	STRING
HIGH	…n/src/plugins/@hey-api/client-aiohttp/bundle/client.py	base http client using httpx that sdk classes extend.	STRING
HIGH	…ks/__snapshots__/opencode/default/client/client_gen.py	base http client using httpx that sdk classes extend.	STRING

Over-Commented Block41 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	scripts/snapshot-version-pypi.ts	1	#!/usr/bin/env node	COMMENT
LOW	packages/openapi-python/src/py-dsl/index.ts	61	// import { TypeAttrPyDsl } from './type/attr';	COMMENT
LOW	packages/openapi-python/src/py-dsl/utils/context.ts	41	/** Example request payload. */	COMMENT
LOW	packages/openapi-python/src/py-dsl/utils/context.ts	61	// const structuralChain = [...getStructuralChainForNode(node, new Set())];	COMMENT
LOW	packages/openapi-python/src/py-dsl/utils/context.ts	81		COMMENT
LOW	packages/openapi-python/src/py-dsl/utils/context.ts	101	// );	COMMENT
LOW	packages/openapi-python/src/py-dsl/utils/context.ts	121	// });	COMMENT
LOW	packages/openapi-python/src/py-dsl/utils/context.ts	141	// if ((nextNode as ReturnType<typeof $.field>).hasModifier('static')) {	COMMENT
LOW	packages/openapi-python/src/py-dsl/utils/context.ts	181	*	COMMENT
LOW	packages/openapi-python/src/py-dsl/utils/context.ts	201	// const finalChain = transformAccessChain(accessChain, {	COMMENT
LOW	packages/openapi-python/src/py-dsl/utils/context.ts	221	// const localName = importNode.name.toString();	COMMENT
LOW	packages/openapi-python/src/py-dsl/utils/context.ts	241	// ],	COMMENT
LOW	packages/openapi-python/src/py-dsl/decl/class.ts	81	this.$validate();	COMMENT
LOW	packages/openapi-python/src/__tests__/index.test.ts	1	// import { createClient } from './index';	COMMENT
LOW	packages/openapi-python/src/__tests__/index.test.ts	21	// };	COMMENT
LOW	packages/openapi-python/src/__tests__/index.test.ts	41	// logs: {	COMMENT
LOW	packages/openapi-python/src/__tests__/index.test.ts	61	// info: { title: 'bar', version: '1.0.0' },	COMMENT
LOW	packages/openapi-python/src/__tests__/index.test.ts	81	// input: {	COMMENT
LOW	packages/openapi-python/src/__tests__/index.test.ts	101	// plugins: ['@hey-api/sdk'],	COMMENT
LOW	packages/openapi-python/src/__tests__/index.test.ts	121	// paths: {},	COMMENT
LOW	packages/openapi-python/src/__tests__/index.test.ts	141	// },	COMMENT
LOW	packages/openapi-ts-tests/main/test/clients.test.ts	241	}),	COMMENT
LOW	packages/openapi-ts/src/plugins/zod/mini/toAst/enum.ts	41	}	COMMENT
LOW	packages/openapi-ts/src/plugins/zod/v4/toAst/enum.ts	41	}	COMMENT
LOW	packages/openapi-ts/src/plugins/zod/v3/toAst/enum.ts	41	}	COMMENT
LOW	…ckages/openapi-ts/src/plugins/valibot/v1/toAst/enum.ts	41	if (!literalSchemas.length) {	COMMENT
LOW	packages/openapi-ts/src/plugins/arktype/v2/plugin.ts	81	// name: identifiers.register,	COMMENT
LOW	packages/openapi-ts/src/plugins/arktype/v2/plugin.ts	101		COMMENT
LOW	packages/openapi-ts/src/plugins/arktype/v2/plugin.ts	121	// ) {	COMMENT
LOW	packages/openapi-ts/src/plugins/arktype/v2/plugin.ts	141	// expression: z,	COMMENT
LOW	packages/openapi-ts/src/plugins/arktype/v2/plugin.ts	161	// functionName: tsc.propertyAccessExpression({	COMMENT
LOW	packages/openapi-ts/src/plugins/arktype/v2/plugin.ts	201	// if (ast.expression) {	COMMENT
LOW	packages/openapi-ts/src/plugins/arktype/v2/plugin.ts	221		COMMENT
LOW	packages/openapi-ts/src/plugins/arktype/v2/plugin.ts	281		COMMENT
LOW	packages/openapi-ts/src/plugins/arktype/v2/plugin.ts	321	schema: event.schema,	COMMENT
LOW	packages/openapi-ts/src/plugins/arktype/v2/api.ts	21	if (!symbol) return;	COMMENT
LOW	…ages/openapi-ts/src/plugins/arktype/v2/toAst/object.ts	41	// if (propertyAst.hasCircularReference) {	COMMENT
LOW	…kages/openapi-ts/src/plugins/arktype/v2/toAst/index.ts	21	}: IrSchemaToAstOptions & {	COMMENT
LOW	…kages/openapi-ts/src/plugins/arktype/v2/toAst/index.ts	61	case 'string':	COMMENT
LOW	dev/playground.py	1	# import httpx	COMMENT
LOW	dev/playground.ts	41	}),	COMMENT

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	examples/openapi-ts-openai/src/client/types.gen.ts	3895	* default tags are generated by OpenAI: "openai/finetune", "openai/{base-model}", "openai/{ftjob-abcdef}".	COMMENT
HIGH	examples/openapi-ts-openai/src/client/types.gen.ts	6412	* default tags are generated by OpenAI: "openai/finetune", "openai/{base-model}", "openai/{ftjob-abcdef}".	COMMENT

Verbosity Indicators7 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	packages/json-schema-ref-parser/src/util/url.ts	169	// Step 1: On Windows, replace backslashes with forward slashes,	COMMENT
LOW⚡	packages/json-schema-ref-parser/src/util/url.ts	190	// Step 2: `encodeURI` will take care of MOST characters	COMMENT
LOW⚡	packages/json-schema-ref-parser/src/util/url.ts	193	// Step 3: Manually encode characters that are not encoded by `encodeURI`.	COMMENT
LOW⚡	packages/json-schema-ref-parser/src/util/url.ts	207	// Step 1: `decodeURI` will decode characters such as Cyrillic characters, spaces, etc.	COMMENT
LOW⚡	packages/json-schema-ref-parser/src/util/url.ts	210	// Step 2: Manually decode characters that are not decoded by `decodeURI`.	COMMENT
LOW⚡	packages/json-schema-ref-parser/src/util/url.ts	217	// Step 3: If it's a "file://" URL, then format it consistently	COMMENT
LOW	packages/json-schema-ref-parser/src/util/url.ts	241	// Step 4: Normalize Windows paths (unless it's a "file://" URL)	COMMENT

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…__snapshots__/nodes/statements/try/with-except-else.py	6	except:	CODE
HIGH	…napshots__/nodes/statements/try/with-except-finally.py	6	except Exception:	CODE

Structural Annotation Overuse5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	packages/json-schema-ref-parser/src/util/url.ts	169	// Step 1: On Windows, replace backslashes with forward slashes,	COMMENT
LOW⚡	packages/json-schema-ref-parser/src/util/url.ts	193	// Step 3: Manually encode characters that are not encoded by `encodeURI`.	COMMENT
LOW⚡	packages/json-schema-ref-parser/src/util/url.ts	210	// Step 2: Manually decode characters that are not decoded by `decodeURI`.	COMMENT
LOW⚡	packages/json-schema-ref-parser/src/util/url.ts	217	// Step 3: If it's a "file://" URL, then format it consistently	COMMENT
LOW	packages/json-schema-ref-parser/src/util/url.ts	241	// Step 4: Normalize Windows paths (unless it's a "file://" URL)	COMMENT

Fake / Example Data9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	specs/3.1.x/response-example.yaml	27	fullName: 'John Doe'	CODE
LOW	specs/3.1.x/mockers.yaml	35	fullName: 'John Doe'	CODE
LOW	specs/3.0.x/neon.json	11190	"description": "The PostgreSQL Anonymizer masking function to apply.\nCan be a predefined function (e.g., 'a	CODE
LOW	specs/3.0.x/neon.json	11203	"masking_function": "anon.fake_email()"	CODE
LOW	specs/3.0.x/response-example.yaml	27	fullName: 'John Doe'	CODE
LOW	specs/2.0.x/response-example.yaml	29	fullName: 'John Doe'	CODE
LOW	…2/__snapshots__/3.1.x/response-example/examples.gen.ts	12	return 'John Doe';	CODE
LOW	…2/__snapshots__/3.0.x/response-example/examples.gen.ts	12	return 'John Doe';	CODE
LOW	…msw/v2/__snapshots__/2.0.x/response-example/msw.gen.ts	56	const body = response?.body ?? { fullName: 'John Doe', age: 34 };	CODE

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…enapi-ts-tanstack-angular-query-experimental/README.md	9	## Code scaffolding	COMMENT
MEDIUM	examples/openapi-ts-angular-common/README.md	15	## Code scaffolding	COMMENT
MEDIUM	examples/openapi-ts-angular/README.md	15	## Code scaffolding	COMMENT

TODO Padding3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/openapi-ts/src/plugins/valibot/v1/constants.ts	249	// TODO: implement if necessary	COMMENT
LOW⚡	packages/openapi-ts/src/plugins/valibot/v1/constants.ts	255	// TODO: implement if necessary	COMMENT
LOW⚡	packages/openapi-ts/src/plugins/valibot/v1/constants.ts	262	// TODO: implement if necessary	COMMENT

Modern Structural Boilerplate6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…src/plugins/@hey-api/client-urllib3/bundle/__init__.py	3	__all__ = ["Client", "build_client_params", "create_client"]	CODE
LOW	…n/src/plugins/@hey-api/client-httpx/bundle/__init__.py	3	__all__ = ["Client", "build_client_params", "create_client"]	CODE
LOW	…rc/plugins/@hey-api/client-requests/bundle/__init__.py	3	__all__ = ["Client", "build_client_params", "create_client"]	CODE
LOW	…src/plugins/@hey-api/client-aiohttp/bundle/__init__.py	3	__all__ = ["Client", "build_client_params", "create_client"]	CODE
LOW	…-tests/sdks/__snapshots__/opencode/default/__init__.py	5	__all__ = ["Adapter", "App", "Auth", "Auth_", "Command", "Config", "Config_", "Console", "Control", "Diff", "Event", "Ex	CODE
LOW	…sdks/__snapshots__/opencode/default/client/__init__.py	5	__all__ = ["Client", "build_client_params", "create_client"]	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/spec-types/src/openapi/v3/spec.ts	537	* For simpler scenarios, a {@link https://github.com/OAI/OpenAPI-Specification/blob/main/versions/3.0.4.md#parameter-sc	COMMENT
MEDIUM	packages/spec-types/src/openapi/v3-1/spec.ts	1123	* For more complex scenarios, the {@link https://github.com/OAI/OpenAPI-Specification/blob/main/versions/3.1.0.md#param	COMMENT

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	specs/3.0.x/dutchie.json	14458	"description": "API Key Authentication Required\r\n\r\nHow to Authenticate:\r\n1. Use HTTP Basic Authent	CODE

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	…n/src/plugins/@hey-api/client-urllib3/bundle/client.py	13	CODE
LOW	…hon/src/plugins/@hey-api/client-httpx/bundle/client.py	13	CODE
LOW	…/src/plugins/@hey-api/client-requests/bundle/client.py	13	CODE
LOW	…n/src/plugins/@hey-api/client-aiohttp/bundle/client.py	13	CODE
LOW	…ks/__snapshots__/opencode/default/client/client_gen.py	15	CODE

Excessive Try-Catch Wrapping3 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/openapi-python/pypi/hey_api/__main__.py	48	print(f"Error: {exc}", file=sys.stderr)	CODE
LOW	…ots__/nodes/statements/try/with-except-else-finally.py	6	except Exception as e:	CODE
LOW	…napshots__/nodes/statements/try/with-except-finally.py	6	except Exception:	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/examples-check.sh	3	# Check if generated client code for all examples is up-to-date	COMMENT
LOW	scripts/examples-check.sh	17	# Check if there are any changes	COMMENT

hey-api/hey-api

Open-Source Code Quality, Security and Technical Debt Review