10.9

Adjusted Signal

10.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

11.2K

Stars

TypeScript

Language

432.2K

Lines of Code

1.2K

Files

897

Pattern Hits

2026-10-31

Scan Date

0.31

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 6.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 514 finding(s).

Hallucinated Dependency & Supply Chain Risk 37.7/100 · MEDIUM

Are imports declared and package/API names verified? 369 finding(s).

Agent Over-Engineering Ratio 5.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 428 finding(s).

PR Review Velocity Impact 38.4/100 · MEDIUM

Which changes need focused human review? 897 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 354HIGH 19MEDIUM 3LOW 521

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 897 distinct pattern matches across 10 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.

Hallucination Indicators354 hits · 4072 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	MIGRATION.md	65	- `client.beta.threads.runs.steps.retrieve()`	CODE
CRITICAL⚡	MIGRATION.md	66	- `client.beta.threads.runs.steps.list()`	CODE
CRITICAL⚡	MIGRATION.md	70	- `client.admin.organization.users.roles.retrieve()`	CODE
CRITICAL⚡	MIGRATION.md	71	- `client.admin.organization.users.roles.delete()`	CODE
CRITICAL⚡	MIGRATION.md	72	- `client.admin.organization.groups.users.retrieve()`	CODE
CRITICAL⚡	MIGRATION.md	73	- `client.admin.organization.groups.users.delete()`	CODE
CRITICAL⚡	MIGRATION.md	74	- `client.admin.organization.groups.roles.retrieve()`	CODE
CRITICAL⚡	MIGRATION.md	75	- `client.admin.organization.groups.roles.delete()`	CODE
CRITICAL⚡	MIGRATION.md	76	- `client.admin.organization.projects.users.retrieve()`	CODE
CRITICAL⚡	MIGRATION.md	77	- `client.admin.organization.projects.users.update()`	CODE
CRITICAL⚡	MIGRATION.md	78	- `client.admin.organization.projects.users.delete()`	CODE
CRITICAL⚡	MIGRATION.md	79	- `client.admin.organization.projects.users.roles.create()`	CODE
CRITICAL⚡	MIGRATION.md	80	- `client.admin.organization.projects.users.roles.retrieve()`	CODE
CRITICAL⚡	MIGRATION.md	81	- `client.admin.organization.projects.users.roles.list()`	CODE
CRITICAL⚡	MIGRATION.md	82	- `client.admin.organization.projects.users.roles.delete()`	CODE
CRITICAL⚡	MIGRATION.md	83	- `client.admin.organization.projects.serviceAccounts.retrieve()`	CODE
CRITICAL⚡	MIGRATION.md	84	- `client.admin.organization.projects.serviceAccounts.update()`	CODE
CRITICAL⚡	MIGRATION.md	85	- `client.admin.organization.projects.serviceAccounts.delete()`	CODE
CRITICAL⚡	MIGRATION.md	86	- `client.admin.organization.projects.serviceAccounts.apiKeys.create()`	CODE
CRITICAL⚡	MIGRATION.md	87	- `client.admin.organization.projects.apiKeys.retrieve()`	CODE
CRITICAL⚡	MIGRATION.md	88	- `client.admin.organization.projects.apiKeys.delete()`	CODE
CRITICAL⚡	MIGRATION.md	89	- `client.admin.organization.projects.rateLimits.updateRateLimit()`	CODE
CRITICAL⚡	MIGRATION.md	90	- `client.admin.organization.projects.groups.retrieve()`	CODE
CRITICAL⚡	MIGRATION.md	91	- `client.admin.organization.projects.groups.delete()`	CODE
CRITICAL⚡	MIGRATION.md	92	- `client.admin.organization.projects.groups.roles.create()`	CODE
CRITICAL⚡	MIGRATION.md	93	- `client.admin.organization.projects.groups.roles.retrieve()`	CODE
CRITICAL⚡	MIGRATION.md	94	- `client.admin.organization.projects.groups.roles.list()`	CODE
CRITICAL⚡	MIGRATION.md	95	- `client.admin.organization.projects.groups.roles.delete()`	CODE
CRITICAL⚡	MIGRATION.md	96	- `client.admin.organization.projects.roles.retrieve()`	CODE
CRITICAL⚡	MIGRATION.md	97	- `client.admin.organization.projects.roles.update()`	CODE
CRITICAL⚡	MIGRATION.md	98	- `client.admin.organization.projects.roles.delete()`	CODE
CRITICAL⚡	MIGRATION.md	99	- `client.admin.organization.projects.spendAlerts.retrieve()`	CODE
CRITICAL⚡	MIGRATION.md	100	- `client.admin.organization.projects.spendAlerts.update()`	CODE
CRITICAL⚡	MIGRATION.md	101	- `client.admin.organization.projects.spendAlerts.delete()`	CODE
CRITICAL⚡	MIGRATION.md	175	- `client.admin.organization.users.roles.list()`	CODE
CRITICAL⚡	MIGRATION.md	177	- `client.admin.organization.groups.users.list()`	CODE
CRITICAL⚡	MIGRATION.md	178	- `client.admin.organization.groups.roles.list()`	CODE
CRITICAL⚡	MIGRATION.md	184	- `client.admin.organization.projects.users.list()`	CODE
CRITICAL⚡	MIGRATION.md	185	- `client.admin.organization.projects.serviceAccounts.list()`	CODE
CRITICAL⚡	MIGRATION.md	186	- `client.admin.organization.projects.apiKeys.list()`	CODE
CRITICAL⚡	MIGRATION.md	187	- `client.admin.organization.projects.rateLimits.listRateLimits()`	CODE
CRITICAL⚡	MIGRATION.md	188	- `client.admin.organization.projects.groups.list()`	CODE
CRITICAL⚡	MIGRATION.md	189	- `client.admin.organization.projects.roles.list()`	CODE
CRITICAL⚡	MIGRATION.md	190	- `client.admin.organization.projects.spendAlerts.list()`	CODE
CRITICAL⚡	MIGRATION.md	191	- `client.admin.organization.projects.certificates.list()`	CODE
CRITICAL	tests/project-api-key-update-scopes.test.ts	33	const result = await client.admin.organization.projects.apiKeys.update('key_test', params);	CODE
CRITICAL	tests/lib/root-turn-items-pagination.test.ts	45	const result = client.beta.agents.sessions.turns.items.list('turn_test', {	CODE
CRITICAL	tests/lib/environment-files-legacy-options.test.ts	20	client.beta.agents.environments.files.list(...args);	CODE
CRITICAL	tests/lib/environment-files-legacy-options.test.ts	38	await client.beta.agents.environments.files.list('env_test', query, {	CODE
CRITICAL	tests/lib/agent-files.test.ts	166	const prepared = await client.beta.agents.environments.files.prepare(	CODE
CRITICAL	tests/lib/agent-files.test.ts	187	client.beta.agents.environments.files.prepare({ [path]: new File(['a'], 'a') }),	CODE
CRITICAL	tests/lib/agent-files.test.ts	194	const prepare = client.beta.agents.environments.files.prepare.bind(client.beta.agents.environments.files);	CODE
CRITICAL	tests/lib/agent-files.test.ts	207	client.beta.agents.environments.files.prepare(Object.fromEntries(paths.map((path) => [path, file]))),	CODE
CRITICAL	tests/lib/agent-files.test.ts	214	const prepared = await client.beta.agents.environments.files.prepare(	CODE
CRITICAL	tests/lib/agent-files.test.ts	235	? client.beta.agents.environments.files.prepare({ [path]: file })	CODE
CRITICAL	tests/lib/agent-files.test.ts	236	: client.beta.agents.environments.files.upload('env_test', { path, file });	CODE
CRITICAL	tests/lib/agent-files.test.ts	259	const prepared = await client.beta.agents.environments.files.prepare({ '/workspace/a': stream });	CODE
CRITICAL	tests/lib/agent-files.test.ts	271	const prepared = await client.beta.agents.environments.files.prepare(files);	CODE
CRITICAL⚡	tests/lib/agent-files.test.ts	307	await expect(client.beta.agents.environments.files.prepare(files)).rejects.toThrow('Idempotency-Key');	CODE
CRITICAL⚡	tests/lib/agent-files.test.ts	309	await client.beta.agents.environments.files.prepare(files, { headers: { 'Idempotency-Key': null } });	CODE
294 more matches not shown…

Hyper-Verbose Identifiers414 hits · 420 pts

Severity	File	Line	Snippet	Context
LOW	ecosystem-tests/cli.ts	35	async function writeCloudflareCredentialFile(	CODE
LOW	ecosystem-tests/cli.ts	51	async function readCloudflareCredentialSnapshot(	CODE
LOW	ecosystem-tests/cli.ts	82	function cloudflareCredentialMatchesIdentity(	CODE
LOW	ecosystem-tests/cli.ts	97	function unlinkCloudflareCredentialArtifact(candidate: string, identity: CloudflareCredentialIdentity): void {	CODE
LOW	ecosystem-tests/cli.ts	104	async function withCloudflareCredentials(apiKey: string, runLiveTest: () => Promise<void>): Promise<void> {	CODE
LOW	…osystem-tests/vercel-edge/src/uploadWebApiTestCases.ts	147	async function expectAndDeleteUploadedFile(file: { filename: string; id: string }) {	CODE
LOW	tests/responsesItems.test.ts	12	function isInputCompatibleOutputItem(	CODE
LOW	…ystem-cloudflare-credential-lifecycle-security.test.ts	179	function holdOriginalCredentialDescriptor(fixture: Fixture): string {	CODE
LOW	…ystem-cloudflare-credential-lifecycle-security.test.ts	210	function expectNoCloudflareCredentialArtifacts(fixture: Fixture) {	CODE
LOW	tests/bedrock-websocket-security.test.ts	60	function expectPrivateBedrockCredentialFailure(failure: unknown, credential: string): void {	CODE
LOW	tests/bedrock-websocket-security.test.ts	96	function createUnauthenticatedClient(): OpenAI {	CODE
LOW	…ts/auth/azure-imds-rejected-response-lifecycle.test.ts	38	async function expectPrivateAzureFailure(operation: () => Promise<unknown>, status: number): Promise<void> {	CODE
LOW	…uth/workload-identity-success-response-privacy.test.ts	158	function withPrototypeTextOverride(response: Response, readText: () => Promise<string>): Response {	CODE
LOW	tests/auth/gcp-metadata-token-privacy.test.ts	38	function createMetadataFailureResponse(failure: MetadataFailure) {	CODE
LOW	tests/auth/gcp-metadata-token-privacy.test.ts	47	async function expectPrivateMetadataFailure(	CODE
LOW	tests/auth/azure-imds-success-response-privacy.test.ts	24	function createCauseFreeJSONFailure(privateValue: string): Error {	CODE
LOW	tests/auth/azure-imds-success-response-privacy.test.ts	35	function createCrossRealmJSONFailure(privateValue: string, wrapped = false): unknown {	CODE
LOW	tests/auth/azure-imds-success-response-privacy.test.ts	65	async function expectPrivateParseFailure(	CODE
LOW	…s/benchmarks/structured-output-and-embeddings.bench.ts	241	function assertEmbeddingDimensions(value: number[] \| undefined): void {	CODE
LOW	tests/lib/bedrock-provider.test.ts	119	function trackedBedrockCredentials(baseURL = TRUSTED_BEDROCK_BASE_URL) {	CODE
LOW	tests/lib/ChatCompletionRunFunctions.test.ts	57	function mockStreamingChatCompletionFetch() {	CODE
LOW	tests/lib/assistant-stream-delta-error-privacy.test.ts	215	async function expectPrivateStreamFailure(	CODE
LOW	tests/lib/bedrock-provider-bearer-cancellation.test.ts	90	async function expectImmediateCancellation(	CODE
LOW	tests/lib/structured-output-parse-privacy.test.ts	202	function createStreamingToolClient(content: string \| readonly string[], tool: ChatCompletionFunctionTool) {	CODE
LOW	tests/lib/structured-output-parse-privacy.test.ts	264	function createStreamingContentClient(	CODE
LOW	…/lib/response-stream-unsupported-event-privacy.test.ts	256	const getter = vi.fn(function recordOriginalEventReceiver(this: typeof event) {	CODE
LOW	tests/lib/bedrock-bearer-credential-privacy.test.ts	119	async function expectPrivateCredentialFailure(	CODE
LOW	tests/helpers/standard-schema-security.test.ts	11	function strictSchemasForAllHelpers(jsonSchema: Record<string, unknown>) {	CODE
LOW	tests/helpers/standard-schema-security.test.ts	35	function makePrototypeManipulationSchema(): Record<string, unknown> {	CODE
LOW	tests/helpers/standard-schema-security.test.ts	43	function expectPrototypeSafeClosedSchema(schema: Record<string, unknown>) {	CODE
LOW	tests/helpers/zod.test.ts	77	function expectDefinitionRefsToResolve(schema: Record<string, unknown>) {	CODE
LOW	tests/helpers/standard-schema.test.ts	86	function makeStrictSchemaFactories(jsonSchema: Record<string, unknown>) {	CODE
LOW	tests/helpers/standard-schema.test.ts	105	function strictSchemasForAllHelpers(jsonSchema: Record<string, unknown>) {	CODE
LOW	examples/computer-desktop/exercise_container.py	192	def create_cancelled_before_launch(*, timeout: bool) -> None:	CODE
LOW	examples/computer-desktop/exercise_container.py	401	def cleanup_marker_interruption(*, before_write: bool, foreign: bool = False, partial: bool = False) -> None:	CODE
LOW	…amples/computer-desktop/guest/test_action_admission.py	57	def test_completed_workspace_refuses_new_input_before_dispatch(self) -> None:	CODE
LOW	…amples/computer-desktop/guest/test_action_admission.py	89	def test_native_click_buttons_and_release(self) -> None:	CODE
LOW	…amples/computer-desktop/guest/test_action_admission.py	105	def test_receipt_has_at_most_one_line_terminator(self) -> None:	CODE
LOW	…amples/computer-desktop/guest/test_action_admission.py	202	def test_abandoned_read_drains_before_input(self) -> None:	CODE
LOW	…amples/computer-desktop/guest/test_action_admission.py	205	def test_crashed_read_releases_input(self) -> None:	CODE
LOW	examples/computer-desktop/guest/test_receipt.py	48	def test_sigterm_reaps_staged_installer(self) -> None:	CODE
LOW	examples/computer-desktop/guest/test_receipt.py	96	def test_offline_media_uses_verified_private_copies(self) -> None:	CODE
LOW	examples/computer-desktop/guest/test_receipt.py	99	def test_offline_media_rejects_changed_staged_copy(self) -> None:	CODE
LOW	examples/computer-desktop/guest/test_receipt.py	165	def test_build_checks_private_binary_before_downloading(self) -> None:	CODE
LOW	examples/computer-desktop/guest/test_receipt.py	260	def test_current_runtime_is_valid(self) -> None:	CODE
LOW	examples/computer-desktop/guest/test_receipt.py	264	def test_runtime_alias_and_writable_parent(self) -> None:	CODE
LOW	examples/computer-desktop/guest/test_receipt.py	283	def test_known_legacy_requires_original_build(self) -> None:	CODE
LOW⚡	examples/computer-desktop/guest/test_receipt.py	332	def test_replaced_same_size_readonly_disk(self) -> None:	CODE
LOW⚡	examples/computer-desktop/guest/test_receipt.py	341	def test_unknown_legacy_launcher(self) -> None:	CODE
LOW⚡	examples/computer-desktop/guest/test_receipt.py	346	def test_changed_guest_recipe(self) -> None:	CODE
LOW⚡	examples/computer-desktop/guest/test_receipt.py	354	def test_unexpected_receipt_field(self) -> None:	CODE
LOW⚡	examples/computer-desktop/guest/test_receipt.py	360	def test_wrong_receipt_permissions(self) -> None:	CODE
LOW⚡	examples/computer-desktop/guest/test_receipt.py	365	def test_receipt_rejects_changed_media(self) -> None:	CODE
LOW⚡	examples/computer-desktop/guest/test_receipt.py	373	def test_receipt_rejects_changed_provisioning(self) -> None:	CODE
LOW⚡	examples/computer-desktop/guest/test_receipt.py	380	def test_verify_only_missing_path_never_provisions(self) -> None:	CODE
LOW	scripts/mock-server-fetch.ts	4	export function bufferSteadyMultipartUploads(	CODE
LOW	src/bedrock.ts	112	function restoreBedrockStreamOutputText(responses: API.Responses): API.Responses {	CODE
LOW	src/client.ts	307	function isRunningInBrowserOrBrowserWorker(): boolean {	CODE
LOW	src/client.ts	2739	function getConnectionErrorMessage(error: Error): string \| undefined {	CODE
LOW	src/client.ts	2753	function isUndiciDispatcherVersionMismatchError(error: unknown): boolean {	CODE
354 more matches not shown…

Empty Error Handlers14 hits · 70 pts

Severity	File	Line	Snippet	Context
HIGH	examples/computer-desktop/exercise_container.py	216	except runtime.StartupCancelled:	CODE
HIGH	examples/computer-desktop/exercise_container.py	529	except subprocess.TimeoutExpired:	CODE
HIGH	examples/computer-desktop/exercise_container.py	466	except (OSError, RuntimeError, ValueError):	CODE
HIGH	examples/computer-desktop/exercise_container.py	588	except runtime.StartupCancelled:	CODE
HIGH	examples/computer-desktop/exercise_container.py	836	except ValueError:	CODE
HIGH	examples/computer-desktop/exercise_container.py	735	except ValueError:	CODE
HIGH	examples/computer-desktop/exercise_container.py	724	except ValueError:	CODE
HIGH	examples/computer-desktop/exercise_container.py	951	except RuntimeError:	CODE
HIGH	examples/computer-desktop/container_runtime.py	258	except FileNotFoundError:	CODE
HIGH	examples/computer-desktop/guest/start.py	195	except ProcessLookupError:	CODE
HIGH	examples/computer-desktop/guest/setup.py	255	except FileNotFoundError:	CODE
HIGH	examples/computer-desktop/guest/test_receipt.py	92	except ProcessLookupError:	CODE
HIGH	examples/computer-desktop/guest/vm_owner.py	41	except subprocess.TimeoutExpired:	CODE
HIGH	examples/computer-desktop/guest/vm_owner.py	49	except ProcessLookupError:	CODE

Over-Commented Block65 hits · 51 pts

Severity	File	Line	Snippet	Context
LOW	ecosystem-tests/cloudflare-worker/tsconfig.json	21	// "jsxFragmentFactory": "", /* Specify the JSX Fragment reference used for fragments when tar	COMMENT
LOW	ecosystem-tests/cloudflare-worker/tsconfig.json	41	"allowJs": true /* Allow JavaScript files to be a part of your program. Use the `checkJS` option to get errors from th	COMMENT
LOW	ecosystem-tests/cloudflare-worker/tsconfig.json	61	// "emitBOM": true, /* Emit a UTF-8 Byte Order Mark (BOM) in the beginning of output	COMMENT
LOW	ecosystem-tests/cloudflare-worker/tsconfig.json	81	// "strictFunctionTypes": true, /* When assigning functions, check to ensure parameters and the r	COMMENT
LOW	ecosystem-tests/cloudflare-worker/wrangler.toml	1	name = "cfw"	COMMENT
LOW	ecosystem-tests/cloudflare-worker/wrangler.toml	21	# binding = "MY_BUCKET"	COMMENT
LOW	tests/qs/utils.test.ts	21	const oneMerged = merge({ foo: 'bar' }, { foo: { first: '123' } });	COMMENT
LOW	tests/qs/stringify.test.ts	61	stringify({ 'name.obj': { first: 'John', last: 'Doe' } }, { allowDots: true, encodeDotInKeys: false }),	COMMENT
LOW	tests/qs/stringify.test.ts	81	// { allowDots: true, encodeDotInKeys: false },	COMMENT
LOW	tests/qs/stringify.test.ts	141	),	COMMENT
LOW	tests/qs/stringify.test.ts	181	});	COMMENT
LOW	tests/qs/stringify.test.ts	261	// st.equal(stringify({ a: { b: 'c' } }, { allowDots: true }), 'a.b=c');	COMMENT
LOW	tests/qs/stringify.test.ts	281	// 'comma => comma',	COMMENT
LOW	tests/qs/stringify.test.ts	341	test('should throw when allowEmptyArrays is not of type boolean', () => {	COMMENT
LOW	tests/qs/stringify.test.ts	401	});	COMMENT
LOW	tests/qs/stringify.test.ts	441	// );	COMMENT
LOW	tests/qs/stringify.test.ts	541		COMMENT
LOW	tests/qs/stringify.test.ts	581	).toBe('a=%2C&a=&a=c%2Cd%25');	COMMENT
LOW	tests/qs/stringify.test.ts	621	stringify({ a: [',', '', 'c,d%'] }, { encode: true, encodeValuesOnly: false, arrayFormat: 'comma' }),	COMMENT
LOW	tests/qs/stringify.test.ts	641	// st.equal(	COMMENT
LOW	tests/qs/stringify.test.ts	661	// { a: ',', b: '', c: 'c,d%' },	COMMENT
LOW	tests/qs/stringify.test.ts	701		COMMENT
LOW	tests/qs/stringify.test.ts	761	// ),	COMMENT
LOW	tests/qs/stringify.test.ts	801	expect(stringify({ a: { b: ['c', 'd'] } }, { allowDots: true, encodeValuesOnly: true })).toBe(	COMMENT
LOW	tests/qs/stringify.test.ts	821	// );	COMMENT
LOW	tests/qs/stringify.test.ts	841	// st.equal(	COMMENT
LOW	tests/qs/stringify.test.ts	861	);	COMMENT
LOW	tests/qs/stringify.test.ts	881	// '???',	COMMENT
LOW	tests/qs/stringify.test.ts	901	});	COMMENT
LOW	tests/qs/stringify.test.ts	921	// );	COMMENT
LOW	tests/qs/stringify.test.ts	1021	// );	COMMENT
LOW	tests/qs/stringify.test.ts	1061	// st.equal(	COMMENT
LOW	tests/qs/stringify.test.ts	1121	// with skipNulls	COMMENT
LOW	tests/qs/stringify.test.ts	1261		COMMENT
LOW	tests/qs/stringify.test.ts	1281	// },	COMMENT
LOW	tests/qs/stringify.test.ts	1321	};	COMMENT
LOW	tests/qs/stringify.test.ts	1361	'filters[$and][function]=gte&filters[$and][arguments][function]=hour_of_day&filters[$and][arguments]=0&filters[$an	COMMENT
LOW	tests/qs/stringify.test.ts	1381	// { a: { b: [1, 2, 3, 4], c: 'd' }, c: 'f' },	COMMENT
LOW	tests/qs/stringify.test.ts	1461	});	COMMENT
LOW	tests/qs/stringify.test.ts	1501	// encoder: function (str) {	COMMENT
LOW	tests/qs/stringify.test.ts	1581	// st['throws'](function () {	COMMENT
LOW	tests/qs/stringify.test.ts	1661	}).toThrow(SyntaxError);	COMMENT
LOW	tests/qs/stringify.test.ts	1701	// return d.getTime();	COMMENT
LOW	tests/qs/stringify.test.ts	1801	// ),	COMMENT
LOW	tests/qs/stringify.test.ts	1841	// stringify({ a: 'b', c: ['d', 'e'], f: [['g'], ['h']] }, { arrayFormat: 'indices' }),	COMMENT
LOW	tests/qs/stringify.test.ts	1961	expect(stringify({ KeY: 'vAlUe' }, { encoder })).toBe('key=VALUE');	COMMENT
LOW	tests/qs/stringify.test.ts	1981	// 'no array, indices',	COMMENT
LOW	tests/qs/stringify.test.ts	2001	// 'a[b][0][c]=d&a[b][0][e]=f',	COMMENT
LOW	tests/qs/stringify.test.ts	2021	// '???',	COMMENT
LOW	tests/qs/stringify.test.ts	2061	// { encodeValuesOnly: true, arrayFormat: 'indices' },	COMMENT
LOW	tests/qs/stringify.test.ts	2081	).toBe('a[1][b][2][c]=1');	COMMENT
LOW	tests/qs/stringify.test.ts	2121	// stringify(	COMMENT
LOW	tests/qs/stringify.test.ts	2181	// );	COMMENT
LOW	tests/qs/stringify.test.ts	2201	});	COMMENT
LOW	examples/chat-completions/stream-to-client-next.ts	1	import OpenAI from 'openai';	COMMENT
LOW	examples/chat-completions/stream-to-client-express.ts	1	#!/usr/bin/env -S npm run tsn -- -T	COMMENT
LOW	examples/chat-completions/stream-to-client-express.ts	81		COMMENT
LOW	examples/chat-completions/stream-to-client-raw.ts	1	#!/usr/bin/env -S npm run tsn -- -T	COMMENT
LOW	examples/chat-completions/stream-to-client-raw.ts	81	app.use(express.text());	COMMENT
LOW	examples/chat-completions/tool-calls-stream.ts	1	#!/usr/bin/env -S npm run tsn -- -T	COMMENT
5 more matches not shown…

Synthetic Comment Markers5 hits · 38 pts

Severity	File	Line	Snippet	Context
HIGH	src/resources/content-provenance-checks.ts	22	* uploaded file. The content could still have been generated by OpenAI if the	COMMENT
HIGH	src/resources/content-provenance-checks.ts	80	* file. The content could still have been generated by OpenAI if the metadata was	COMMENT
HIGH	src/resources/content-provenance-checks.ts	114	* could still have been generated by OpenAI if the metadata was stripped or has	COMMENT
HIGH	src/resources/fine-tuning/jobs/jobs.ts	740	* through directly to WandB. Some default tags are generated by OpenAI:	COMMENT
HIGH	src/resources/fine-tuning/jobs/jobs.ts	924	* through directly to WandB. Some default tags are generated by OpenAI:	COMMENT

Deep Nesting24 hits · 24 pts

Severity	File	Line	Context
LOW	examples/computer-desktop/exercise_container.py	168	CODE
LOW	examples/computer-desktop/exercise_container.py	225	CODE
LOW	examples/computer-desktop/exercise_container.py	401	CODE
LOW	examples/computer-desktop/exercise_container.py	548	CODE
LOW	examples/computer-desktop/exercise_container.py	703	CODE
LOW	examples/computer-desktop/exercise_container.py	792	CODE
LOW	examples/computer-desktop/exercise_container.py	844	CODE
LOW	examples/computer-desktop/exercise_container.py	903	CODE
LOW	examples/computer-desktop/exercise_container.py	80	CODE
LOW	examples/computer-desktop/exercise_container.py	563	CODE
LOW	examples/computer-desktop/container_runtime.py	103	CODE
LOW	examples/computer-desktop/container_runtime.py	416	CODE
LOW	examples/computer-desktop/container_runtime.py	576	CODE
LOW	examples/computer-desktop/guest/action.py	183	CODE
LOW	examples/computer-desktop/guest/action.py	293	CODE
LOW	examples/computer-desktop/guest/setup.py	215	CODE
LOW	examples/computer-desktop/guest/setup.py	376	CODE
LOW	…amples/computer-desktop/guest/test_action_admission.py	57	CODE
LOW	…amples/computer-desktop/guest/test_action_admission.py	105	CODE
LOW	…amples/computer-desktop/guest/test_action_admission.py	122	CODE
LOW	examples/computer-desktop/guest/test_receipt.py	48	CODE
LOW	examples/computer-desktop/guest/test_receipt.py	102	CODE
LOW	examples/computer-desktop/guest/test_receipt.py	283	CODE
LOW	examples/computer-desktop/guest/install.py	14	CODE

Modern AI Meta-Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/lib/ChatCompletionStream.ts	1026	// SAFETY: The fallback is a serialization scaffold: the code below installs the captured wire fields before the tool	COMMENT
MEDIUM	src/lib/responses/responses-websocket-accumulator.ts	153	// the selected entry. The caller-supplied wire scaffold may not be an array.	COMMENT
MEDIUM	src/lib/responses/responses-websocket-accumulator.ts	228	// oxlint-disable-next-line anti-slop/no-runtime-typeof -- The server identity on an MCP scaffold is raw data,	COMMENT

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tests/lib/parser.test.ts	93	"content": "{"type":"form","label":"User Profile Form","children":[{"type":"field","label":"First Name","child	CODE
LOW	tests/lib/parser.test.ts	108	"name": "placeholder",	CODE
LOW	tests/lib/parser.test.ts	127	"name": "placeholder",	CODE
LOW	tests/lib/parser.test.ts	146	"name": "placeholder",	CODE
LOW	tests/lib/parser.test.ts	630	"content": "{"person1":{"name":"Jane Doe","phone_number":".","roles":["other"],"description":"Engineer at Open	CODE
LOW	tests/lib/parser.test.ts	634	"name": "Jane Doe",	CODE
LOW	tests/lib/response-accumulator-item-identity.test.ts	427	const replacement = makeOutput('message', 'placeholder');	CODE
LOW	tests/lib/response-accumulator-item-identity.test.ts	578	const changing = makeOutput('reasoning', 'placeholder');	CODE

Unused Imports7 hits · 7 pts

Severity	File	Line	Context
LOW	examples/computer-desktop/exercise_container.py	3	CODE
LOW	examples/computer-desktop/container_runtime.py	3	CODE
LOW	examples/computer-desktop/guest/setup.py	3	CODE
LOW	…amples/computer-desktop/guest/test_action_admission.py	3	CODE
LOW	examples/computer-desktop/guest/test_receipt.py	3	CODE
LOW	examples/computer-desktop/guest/vm_owner.py	3	CODE
LOW	examples/computer-desktop/guest/install.py	3	CODE

Overly Generic Function Names3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tests/utils/mock-fetch.ts	53	function handleRequest(handle: typeof fetch): Promise<void> {	CODE
LOW	tests/lib/ChatCompletionRunFunctions.test.ts	34	function handleRequest(	CODE
LOW	tests/lib/ChatCompletionRunFunctions.test.ts	60	function handleRequest(	CODE

openai/openai-node

Open-Source Code Quality, Security and Technical Debt Review