4.6

Adjusted Signal

4.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

25.9K

Stars

TypeScript

Language

311.4K

Lines of Code

1.5K

Files

1.2K

Pattern Hits

2026-10-31

Scan Date

0.03

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 12.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 857 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.4/100 · LOW

Are imports declared and package/API names verified? 220 finding(s).

Agent Over-Engineering Ratio 14.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 899 finding(s).

PR Review Velocity Impact 21.2/100 · LOW

Which changes need focused human review? 1165 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 8HIGH 34MEDIUM 40LOW 1083

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 1165 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 Identifiers800 hits · 756 pts

Severity	File	Line	Snippet	Context
LOW	scripts/release/python-version.ts	11	function locatePythonProjectVersion(contents: string): VersionLocation {	CODE
LOW	scripts/release/python-version.ts	36	export function updatePythonProjectVersion(contents: string, nextVersion: string): string {	CODE
LOW	scripts/release/preview-python-project.ts	8	export function parsePreviewPythonProject(contents: string): PreviewPythonProject {	CODE
LOW	scripts/release/preview-python-project.ts	16	export function updatePreviewPythonProjectVersion(contents: string, version: string): string {	CODE
LOW	scripts/release/scoped-release.ts	53	export async function assertPublishedCliDependencies(	CODE
LOW	scripts/release/consolidate-changelogs.ts	95	export async function cleanupGeneratedChangelogs(	CODE
LOW	scripts/release/consolidate-changelogs.ts	108	export function shouldPreservePackageChangelogs(value: string \| undefined): boolean {	CODE
LOW	scripts/release/consolidate-changelogs.ts	112	async function checkPackageChangelogsAreTemporary(): Promise<void> {	CODE
LOW	packages/sdk-python/tests/test_response.py	25	def test_response_exposes_immediate_metadata_with_defensive_header_copies() -> None:	CODE
LOW	packages/sdk-python/tests/test_response.py	42	async def test_response_retrieves_headers_and_connection_metadata_lazily() -> None:	CODE
LOW	packages/sdk-python/tests/test_response.py	100	async def test_response_decodes_body_text_and_json_through_independent_rpc_calls() -> None:	CODE
LOW	packages/sdk-python/tests/test_response.py	120	async def test_response_surfaces_finished_failures_transport_errors_and_malformed_bodies() -> None:	CODE
LOW	packages/sdk-python/tests/test_response.py	147	async def test_response_finished_returns_none_after_success() -> None:	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	139	def test_stagehand_constructor_is_private() -> None:	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	144	def test_stagehand_does_not_expose_context() -> None:	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	161	async def test_experimental_batch_validates_arguments_before_transport(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	185	async def test_experimental_batch_uses_registered_rpc_method(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	211	async def test_experimental_batch_normalizes_json_object_keys(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	229	async def test_experimental_batch_distinguishes_omitted_input_from_null(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	253	async def test_experimental_batch_accepts_maximum_timeout(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	273	async def test_experimental_batch_includes_an_explicit_page(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	295	async def test_experimental_batch_maps_an_omitted_value_to_none(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	309	async def test_create_requires_a_factory_browser_before_validating_config() -> None:	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	318	async def test_create_builds_client_browserbase_wire_params(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	369	async def test_create_sends_the_extension_its_own_cdp_url(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	390	async def test_local_connect_keeps_headers_out_of_extension_initialization(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	448	async def test_create_omits_unset_browser_region_from_the_wire(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	467	async def test_local_browser_omits_metadata_and_forwards_caller_options(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	509	async def test_create_rejects_model_connection_options_for_missing_or_callback_models(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	523	async def test_create_claim_errors_for_closed_and_attached_handles(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	541	async def test_failed_create_releases_claim_and_keeps_browser_open_for_retry(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	567	async def test_context_close_is_an_alias_for_browser_close(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	587	async def test_invalid_success_response_fails_closed_because_initialization_is_ambiguous(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	606	async def test_ambiguous_initialization_uses_browser_invalidation_not_public_close(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	645	async def test_cancelled_create_fails_closed_and_prevents_same_browser_retry(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	700	async def test_create_deadline_fails_closed_without_a_flaky_five_millisecond_timer(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	754	async def test_failed_create_for_missing_cdp_url_can_retry_same_handle(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	772	async def test_close_is_memoized_and_never_closes_browser_or_transport(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	807	async def test_close_works_with_eager_task_factory(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	830	async def test_close_swallows_cdp_connection_closed_error(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	850	async def test_close_failure_retains_browser_claim(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	868	async def test_stagehand_prints_logs_and_calls_structured_callback(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	905	async def test_callback_llm_handler_preserves_structured_and_image_content(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	954	async def test_stagehand_routes_metrics_and_ai_methods(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	1071	async def test_stagehand_observe_and_extract_serialize_active_page_locators(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	1140	async def test_stagehand_act_observe_and_extract_reject_cross_page_locators(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	1165	async def test_stagehand_extract_uses_default_schema(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	1210	async def test_stagehand_ai_methods_require_an_active_page(	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	1230	def test_semantic_arguments_stay_positional(method: str, positional: list[str]) -> None:	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	1255	async def test_create_validates_api_url_before_claiming_browser(	CODE
LOW	packages/sdk-python/tests/test_browser_context.py	21	async def test_browser_context_wraps_generated_page_references() -> None:	CODE
LOW	packages/sdk-python/tests/test_browser_context.py	48	async def test_browser_context_new_page_validates_optional_url() -> None:	CODE
LOW	packages/sdk-python/tests/test_browser_context.py	61	def test_browser_context_reuses_one_clipboard_wrapper() -> None:	CODE
LOW	packages/sdk-python/tests/test_browser_context.py	68	async def test_browser_context_serializes_python_cookie_filters() -> None:	CODE
LOW	…kages/sdk-python/tests/test_page_event_notification.py	12	def test_page_event_notification_round_trip(event: str) -> None:	CODE
LOW	packages/sdk-python/tests/test_browserbase_transport.py	142	async def test_shared_gateway_headers(upstream: _Upstream, fixture: dict[str, object]) -> None:	CODE
LOW	packages/sdk-python/tests/test_browserbase_transport.py	157	async def test_shared_request_header_rules(	CODE
LOW	packages/sdk-python/tests/test_browserbase_transport.py	192	async def test_custom_headers_and_reserved_precedence(	CODE
LOW	packages/sdk-python/tests/test_browserbase_transport.py	216	async def test_http_failures_are_returned_without_retries(	CODE
LOW	packages/sdk-python/tests/test_browserbase_transport.py	237	async def test_response_header_bytes_and_duplicates(upstream: _Upstream) -> None:	CODE
740 more matches not shown…

Hallucination Indicators8 hits · 115 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	packages/evals/core/tools/stagehand_code.ts	358	return (await this.sdk.stagehand.browser.context.pages()).map((page) => this.wrap(page));	CODE
CRITICAL⚡	packages/evals/core/tools/stagehand_code.ts	362	const page = await this.sdk.stagehand.browser.context.activePage();	CODE
CRITICAL⚡	packages/evals/core/tools/stagehand_code.ts	364	const pages = await this.sdk.stagehand.browser.context.pages();	CODE
CRITICAL⚡	packages/evals/core/tools/stagehand_code.ts	370	return this.wrap(await this.sdk.stagehand.browser.context.newPage(url));	CODE
CRITICAL⚡	packages/evals/core/tools/stagehand_code.ts	374	const page = (await this.sdk.stagehand.browser.context.pages()).find(	CODE
CRITICAL⚡	packages/evals/core/tools/stagehand_code.ts	378	await this.sdk.stagehand.browser.context.setActivePage(page);	CODE
CRITICAL⚡	packages/evals/core/tools/stagehand_code.ts	382	const page = (await this.sdk.stagehand.browser.context.pages()).find(	CODE
CRITICAL	packages/extension/clients/rpcClient.ts	80	const span = this.router.runtime.tracing.tracer.startSpan(	CODE

Unused Imports145 hits · 113 pts

Severity	File	Line	Context
LOW	packages/sdk-python/tests/test_response.py	1	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	1	CODE
LOW	packages/sdk-python/tests/test_browser_context.py	1	CODE
LOW	packages/sdk-python/tests/test_browserbase_transport.py	1	CODE
LOW	packages/sdk-python/tests/_support.py	1	CODE
LOW	packages/sdk-python/tests/test_locator.py	1	CODE
LOW	…ages/sdk-python/tests/test_browserbase_routing_live.py	1	CODE
LOW	packages/sdk-python/tests/_http_server.py	1	CODE
LOW	packages/sdk-python/tests/test_browser_clipboard.py	1	CODE
LOW	packages/sdk-python/tests/test_browserbase_services.py	1	CODE
LOW	packages/sdk-python/tests/test_browserbase_rpc.py	1	CODE
LOW	packages/sdk-python/tests/test_browser.py	1	CODE
LOW	packages/sdk-python/tests/test_client_models.py	1	CODE
LOW	…kages/sdk-python/tests/test_browser_disconnect_live.py	1	CODE
LOW	…ckages/sdk-python/tests/test_browserbase_connection.py	1	CODE
LOW	packages/sdk-python/tests/test_browserbase_session.py	1	CODE
LOW	packages/sdk-python/scripts/build.py	1	CODE
LOW	packages/sdk-python/scripts/generate.py	1	CODE
LOW	packages/sdk-python/scripts/smoke.py	1	CODE
LOW	…ges/sdk-python/src/stagehand/browserbase_connection.py	1	CODE
LOW	…kages/sdk-python/src/stagehand/browserbase_services.py	1	CODE
LOW	packages/sdk-python/src/stagehand/cdp_client.py	1	CODE
LOW	packages/sdk-python/src/stagehand/browserbase_rpc.py	1	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	3	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	6	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	6	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	6	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	6	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	6	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	6	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	6	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	6	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	6	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	6	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	6	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	6	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	20	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	23	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
LOW	packages/sdk-python/src/stagehand/__init__.py	24	CODE
85 more matches not shown…

Cross-Language Confusion (JS/TS)17 hits · 98 pts

Severity	File	Line	Snippet	Context
HIGH	packages/evals/tui/commands/help.ts	16	print([	CODE
HIGH	packages/evals/tui/commands/help.ts	46	print([	CODE
HIGH	packages/evals/tui/commands/help.ts	168	print([	CODE
HIGH	packages/evals/tui/commands/help.ts	186	print([	CODE
HIGH	packages/evals/tui/commands/help.ts	206	print([	CODE
HIGH	packages/evals/tui/commands/help.ts	267	print([	CODE
HIGH	packages/evals/tui/commands/help.ts	297	print([	CODE
HIGH	packages/evals/tui/commands/help.ts	319	print([	CODE
HIGH	packages/evals/tui/commands/help.ts	335	print([	CODE
HIGH	packages/evals/tui/commands/help.ts	350	print([	CODE
HIGH	packages/evals/tui/commands/help.ts	371	print([	CODE
HIGH	packages/evals/tui/commands/help.ts	402	print([	CODE
HIGH⚡	packages/evals/tui/commands/run.ts	218	print(`\n ${bold("Running:")} ${cyan(buildRunTargetLabel(options))}`);	CODE
HIGH⚡	packages/evals/tui/commands/run.ts	219	print(` ${bold("Plan:")} ${buildPlanLine(options, matrix)}`);	CODE
HIGH⚡	packages/evals/tui/commands/run.ts	220	print(` ${buildRunContextLine(options, tasks, matrix)}`);	CODE
HIGH⚡	packages/evals/tui/commands/run.ts	222	print(separator());	CODE
HIGH⚡	packages/evals/tui/commands/run.ts	223	print("");	CODE

Decorative Section Separators29 hits · 87 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/evals/tui/wizardAnim.ts	46	// ─── Color ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/wizardAnim.ts	109	// ─── Layout ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/wizardAnim.ts	194	// ─── Reveal cadences ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/wizardAnim.ts	285	// ─── Input ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/wizardAnim.ts	417	// ─── Decoded keys ───────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/fx.ts	16	// ─── Palette ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/fx.ts	77	// ─── Easing ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/fx.ts	92	// ─── Canvas ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/fx.ts	180	// ─── Frame loop ────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/fx.ts	215	// ─── Randomness ────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/progress.ts	181	// ─── Events ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/progress.ts	375	// ─── Board ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/progress.ts	502	// ─── Rendering ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/repl.ts	68	// ─── Onboarding chrome ───────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/welcome/arena.ts	172	// ─── Drawing helpers ────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/welcome/arena.ts	220	// ─── Race ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/welcome/arena.ts	326	// ─── Podium ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/welcome/arena.ts	417	// ─── Flow ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/welcome/intro.ts	40	// ─── Content ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/welcome/intro.ts	50	// ─── Track (rows, at rest) and timeline (ms) ────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/welcome/intro.ts	76	// ─── Drawing ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/welcome/intro.ts	177	// ─── Player ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/welcome/dialogue.ts	31	// ─── Layout ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/welcome/dialogue.ts	190	// ─── Motion ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/welcome/dialogue.ts	339	// ─── Transcript ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/welcome/dialogue.ts	416	// ─── Flow ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/commands/verify.ts	141	// ── Build a verifier without launching a browser ────────────────────────	COMMENT
MEDIUM	packages/evals/tui/commands/verify.ts	209	// ── Human summary ──────────────────────────────────────────────────────	COMMENT
MEDIUM	packages/evals/tui/commands/verify.ts	251	// ── Persist ────────────────────────────────────────────────────────────	COMMENT

Empty Error Handlers11 hits · 55 pts

Severity	File	Line	Snippet	Context
HIGH	packages/sdk-python/tests/_http_server.py	41	except (ConnectionError, asyncio.IncompleteReadError):	CODE
HIGH	packages/sdk-python/src/stagehand/cdp_client.py	865	except Exception:	CODE
HIGH	packages/sdk-python/src/stagehand/browser.py	1110	except TimeoutError:	CODE
HIGH	packages/sdk-python/src/stagehand/browser.py	522	except CDPConnectionClosedError:	CODE
HIGH	…ckages/sdk-python/src/stagehand/browserbase_session.py	303	except Exception:	CODE
HIGH	…ckages/sdk-python/src/stagehand/browserbase_session.py	314	except Exception:	CODE
HIGH	packages/sdk-python/src/stagehand/file_upload.py	60	except OSError:	CODE
HIGH	packages/integrations/deepagents/runner/run_eval.py	89	except Exception: # noqa: BLE001	CODE
HIGH	packages/integrations/deepagents/runner/run_eval.py	735	except Exception: # noqa: BLE001	CODE
HIGH	…integrations/deepagents/runner/tests/test_watchdogs.py	190	except GeneratorExit:	CODE
HIGH	…rations/deepagents/examples/managed/tools/stagehand.py	231	except Exception:	CODE

Fake / Example Data44 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	packages/sdk-python/tests/test_stagehand.py	386	"headers", [None, {}, {"Authorization": "Bearer dummy-secret", "X-Api-Key": "dummy-key"}]	CODE
LOW	packages/sdk-python/tests/test_stagehand.py	438	for sensitive in ("Authorization", "X-Api-Key", "dummy-secret", "dummy-key"):	CODE
LOW	packages/sdk-python/tests/test_cdp_headers.py	36	credentials = {"Authorization": "Bearer dummy", "X-Api-Key": "dummy-key"}	CODE
LOW	packages/sdk-python/tests/test_cdp_headers.py	61	for sensitive in ("Bearer dummy", "dummy-key", "Authorization", "X-Api-Key", destination):	CODE
LOW	packages/extension/tests/observe.test.ts	24	value: "user@example.com",	CODE
LOW	packages/extension/tests/observe.test.ts	60	expect(request?.systemPrompt).not.toContain("user@example.com");	CODE
LOW	packages/extension/tests/observe.test.ts	138	value: "user@example.com",	CODE
LOW	packages/extension/tests/act.test.ts	121	value: "user@example.com",	CODE
LOW	packages/extension/tests/act.test.ts	141	["user@example.com"],	CODE
LOW	packages/extension/tests/stagehand-clients.test.ts	2483	value: "user@example.com",	CODE
LOW	packages/extension/tests/stagehand-clients.test.ts	2491	expect(page.locatorRefs[0]?.fillCalls).toStrictEqual(["user@example.com"]);	CODE
LOW	packages/extension/tests/stagehand-clients.test.ts	2555	inputValue: "user@example.com",	CODE
LOW	packages/extension/tests/stagehand-clients.test.ts	2570	await expect(runtime.locatorInputValue(descriptor)).resolves.toBe("user@example.com");	CODE
LOW	packages/extension/tests/stagehand-clients.test.ts	2702	value: "user@example.com",	CODE
LOW	packages/extension/tests/stagehand-clients.test.ts	2715	expect(page.locatorRefs[0]?.fillCalls).toStrictEqual(["user@example.com"]);	CODE
LOW	packages/protocol/tests/protocol/wire-casing.test.ts	294	value: "user@example.com",	CODE
LOW	packages/protocol/tests/protocol/wire-casing.test.ts	307	value: "user@example.com",	CODE
LOW	packages/protocol/tests/protocol/wire-casing.test.ts	327	value: "user@example.com",	CODE
LOW	packages/protocol/tests/protocol/wire-casing.test.ts	340	value: "user@example.com",	CODE
LOW	…/protocol/tests/protocol/object-model-protocol.test.ts	243	value: "user@example.com",	CODE
LOW	…/protocol/tests/protocol/object-model-protocol.test.ts	257	value: "user@example.com",	CODE
LOW	…/protocol/tests/protocol/object-model-protocol.test.ts	292	variables: { accountEmail: "user@example.com" },	CODE
LOW	…/protocol/tests/protocol/object-model-protocol.test.ts	300	variables: { accountEmail: "user@example.com" },	CODE
LOW	…/protocol/tests/protocol/object-model-protocol.test.ts	457	expect(StagehandMethods.locatorInputValue.result.parse("user@example.com")).toBe(	CODE
LOW	…/protocol/tests/protocol/object-model-protocol.test.ts	458	"user@example.com",	CODE
LOW	packages/cli/tests/driver-commands.test.ts	229	value: "user@example.com",	CODE
LOW	packages/cli/tests/driver-commands.test.ts	236	expect(locator.fill).toHaveBeenCalledWith("user@example.com");	CODE
LOW	packages/integrations/core/tests/facade-tools.test.ts	1154	const filled = world.locators.find((l) => l.selector.includes("placeholder"));	CODE
LOW	packages/integrations/core/tests/facade-tools.test.ts	1371	tools.run(`await page.frameLocator("#editor").locator("input").getAttribute("placeholder");`),	CODE
LOW	packages/integrations/core/src/facade/runtime.ts	1223	return this.byAttribute("placeholder", value, options.exact);	CODE
LOW	packages/integrations/core/src/facade/runtime.ts	1951	name: "placeholder",	CODE
LOW	packages/sdk-ts/tests/objectWrapper.test.ts	1498	variables: { accountEmail: "user@example.com" },	CODE
LOW	packages/sdk-ts/tests/objectWrapper.test.ts	1524	variables: { accountEmail: "user@example.com" },	CODE
LOW	packages/sdk-ts/tests/objectWrapper.test.ts	1599	value: "user@example.com",	CODE
LOW	packages/sdk-ts/tests/objectWrapper.test.ts	1624	value: "user@example.com",	CODE
LOW	packages/sdk-ts/tests/objectWrapper.test.ts	1896	await page.locator("#email").fill("user@example.com");	CODE
LOW	packages/sdk-ts/tests/objectWrapper.test.ts	1902	value: "user@example.com",	CODE
LOW	packages/sdk-ts/tests/objectWrapper.test.ts	1939	client.queueResponse(StagehandMethods.locatorInputValue, "user@example.com");	CODE
LOW	packages/sdk-ts/tests/objectWrapper.test.ts	1948	await expect(locator.inputValue()).resolves.toBe("user@example.com");	CODE
LOW	packages/sdk-ts/tests/clientLocatorOptions.test.ts	27	variables: { accountEmail: "user@example.com" },	CODE
LOW	packages/sdk-ts/tests/clientLocatorOptions.test.ts	35	variables: { accountEmail: "user@example.com" },	CODE
LOW	…ts/browser-runtime/stagehandLaunchConnectSmoke.test.ts	186	await page.locator("#locator-input").fill("user@example.com");	CODE
LOW	…ts/browser-runtime/stagehandLaunchConnectSmoke.test.ts	191	await expect(page.locator("#locator-input").inputValue()).resolves.toBe("user@example.com");	CODE
LOW	…/tests/browser-runtime/rpcClientExtensionSmoke.test.ts	336	value: "user@example.com",	CODE

Excessive Try-Catch Wrapping39 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	packages/sdk-python/src/stagehand/cdp_client.py	551	except Exception as error:	CODE
LOW	packages/sdk-python/src/stagehand/cdp_client.py	556	except Exception as error:	CODE
LOW	packages/sdk-python/src/stagehand/cdp_client.py	748	except Exception:	CODE
LOW	packages/sdk-python/src/stagehand/cdp_client.py	865	except Exception:	CODE
MEDIUM	packages/sdk-python/src/stagehand/cdp_client.py	546	def _read(self) -> None:	CODE
LOW	packages/sdk-python/src/stagehand/browserbase_rpc.py	90	except Exception:	CODE
LOW	packages/sdk-python/src/stagehand/page.py	465	except Exception as error:	CODE
LOW	packages/sdk-python/src/stagehand/page.py	499	except Exception as error:	CODE
LOW	packages/sdk-python/src/stagehand/browser.py	1058	except Exception:	CODE
LOW	packages/sdk-python/src/stagehand/rpc_client.py	394	except Exception as error:	CODE
LOW	packages/sdk-python/src/stagehand/rpc_client.py	505	except Exception as error:	CODE
MEDIUM	packages/sdk-python/src/stagehand/rpc_client.py	388	def _read(self) -> None:	CODE
LOW	packages/sdk-python/src/stagehand/stagehand.py	545	except Exception as error:	CODE
LOW	…ckages/sdk-python/src/stagehand/browserbase_session.py	186	except Exception as error:	CODE
LOW	…ckages/sdk-python/src/stagehand/browserbase_session.py	195	except Exception as error:	CODE
LOW	…ckages/sdk-python/src/stagehand/browserbase_session.py	223	except Exception as error:	CODE
LOW	…ckages/sdk-python/src/stagehand/browserbase_session.py	275	except Exception:	CODE
LOW	…ckages/sdk-python/src/stagehand/browserbase_session.py	303	except Exception:	CODE
LOW	…ckages/sdk-python/src/stagehand/browserbase_session.py	314	except Exception:	CODE
LOW	…ges/integrations/core/python/tests/test_conformance.py	282	except Exception as error:	CODE
LOW	…s/core/python/src/stagehand_middleware/facade/tools.py	266	except Exception as error:	CODE
LOW	…s/core/python/src/stagehand_middleware/facade/tools.py	272	except Exception as close_error:	CODE
LOW	…s/core/python/src/stagehand_middleware/facade/tools.py	289	except Exception as error:	CODE
LOW	…s/core/python/src/stagehand_middleware/facade/tools.py	424	except Exception:	CODE
LOW	…s/core/python/src/stagehand_middleware/facade/tools.py	432	except Exception:	CODE
LOW	packages/integrations/deepagents/runner/run_eval.py	89	except Exception: # noqa: BLE001	CODE
LOW	packages/integrations/deepagents/runner/run_eval.py	723	except Exception as error: # noqa: BLE001	CODE
LOW	packages/integrations/deepagents/runner/run_eval.py	735	except Exception: # noqa: BLE001	CODE
LOW	…integrations/deepagents/runner/tests/test_watchdogs.py	135	except Exception as error:	CODE
LOW	…integrations/deepagents/runner/tests/test_watchdogs.py	194	except Exception as error:	CODE
LOW	…rations/deepagents/examples/managed/tools/stagehand.py	41	except Exception as error:	CODE
LOW	…rations/deepagents/examples/managed/tools/stagehand.py	205	except Exception:	CODE
LOW	…rations/deepagents/examples/managed/tools/stagehand.py	231	except Exception:	CODE
LOW	…rations/deepagents/examples/managed/tools/stagehand.py	240	except Exception:	CODE
LOW	…rations/deepagents/examples/managed/tools/stagehand.py	278	except Exception as error:	CODE
LOW	…rations/deepagents/examples/managed/tools/stagehand.py	288	except Exception as error:	CODE
LOW	…rations/deepagents/examples/managed/tools/stagehand.py	303	except Exception as error:	CODE
LOW	…grations/deepagents/src/stagehand_deepagents/server.py	55	except Exception as error:	CODE
LOW	…grations/deepagents/src/stagehand_deepagents/server.py	149	except Exception as error:	CODE

Cross-Language Confusion6 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	packages/sdk-python/examples/file_upload.py	24	return file ? { name: file.name, text: await file.text() } : null;	CODE
HIGH	packages/sdk-python/src/stagehand/cdp_client.py	35	marker: globalThis.__stagehand_runtime ?? null,	CODE
HIGH⚡	packages/integrations/core/python/tests/test_facade.py	41	assert canonical_json(value) == '{"a":true,"b":[1,{"c":null,"d":"\u2014\\n\\u0001"}]}'	CODE
HIGH⚡	packages/integrations/core/python/tests/test_facade.py	315	({"a": [1, None]}, len('{"a":[1,null]}')),	CODE
HIGH⚡	packages/integrations/core/python/tests/test_browser.py	128	await tools.run(code=f"await page.goto({mutating_page(1200)!r}); return null;")	CODE
HIGH⚡	packages/integrations/core/python/tests/test_browser.py	138	await tools.run(code=f"await page.goto({mutating_page(None)!r}); return null;")	CODE

Deep Nesting26 hits · 26 pts

Severity	File	Line	Context
LOW	…ages/sdk-python/tests/test_browserbase_routing_live.py	74	CODE
LOW	packages/sdk-python/tests/test_client_lifecycle_live.py	42	CODE
LOW	packages/sdk-python/examples/custom_logging.py	11	CODE
LOW	packages/sdk-python/examples/file_upload.py	8	CODE
LOW	packages/sdk-python/scripts/smoke.py	62	CODE
LOW	packages/sdk-python/scripts/smoke.py	112	CODE
LOW	packages/sdk-python/src/stagehand/cdp_client.py	266	CODE
LOW	packages/sdk-python/src/stagehand/cdp_client.py	678	CODE
LOW	packages/sdk-python/src/stagehand/cdp_client.py	727	CODE
LOW	packages/sdk-python/src/stagehand/browser.py	442	CODE
LOW	packages/sdk-python/src/stagehand/browser.py	938	CODE
LOW	packages/sdk-python/src/stagehand/browser.py	1012	CODE
LOW	packages/sdk-python/src/stagehand/browser.py	513	CODE
LOW	…ckages/sdk-python/src/stagehand/browserbase_session.py	23	CODE
LOW	packages/sdk-python/src/stagehand/file_upload.py	33	CODE
LOW	…ges/integrations/core/python/tests/test_conformance.py	209	CODE
LOW	…ges/integrations/core/python/tests/test_conformance.py	230	CODE
LOW	…s/core/python/src/stagehand_middleware/facade/tools.py	327	CODE
LOW	packages/integrations/deepagents/runner/run_eval.py	223	CODE
LOW	packages/integrations/deepagents/runner/run_eval.py	546	CODE
LOW	…integrations/deepagents/runner/tests/test_watchdogs.py	170	CODE
LOW	…integrations/deepagents/runner/tests/test_watchdogs.py	177	CODE
LOW	…rations/deepagents/examples/managed/tools/stagehand.py	183	CODE
LOW	…grations/deepagents/src/stagehand_deepagents/server.py	140	CODE
LOW	…es/examples/cookbooks/paginated-catalog/python/main.py	45	CODE
LOW	…ages/examples/cookbooks/persisted-login/python/main.py	13	CODE

AI Structural Patterns11 hits · 11 pts

Severity	File	Line	Context
LOW	packages/sdk-python/src/stagehand/cdp_client.py	266	CODE
LOW	packages/sdk-python/src/stagehand/page.py	614	CODE
LOW	packages/sdk-python/src/stagehand/page.py	665	CODE
LOW	packages/sdk-python/src/stagehand/browser.py	576	CODE
LOW	packages/sdk-python/src/stagehand/browser.py	777	CODE
LOW	packages/sdk-python/src/stagehand/stagehand.py	120	CODE
LOW	packages/sdk-python/src/stagehand/stagehand.py	345	CODE
LOW	packages/sdk-python/src/stagehand/stagehand.py	386	CODE
LOW	packages/sdk-python/src/stagehand/stagehand.py	347	CODE
LOW	packages/sdk-python/src/stagehand/stagehand.py	389	CODE
LOW	packages/sdk-python/src/stagehand/stagehand.py	418	CODE

AI Slop Vocabulary3 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	…s/core/python/src/stagehand_middleware/facade/tools.py	61	# sanitizeErrorMessage in src/harness/redact.ts. JavaScript regexes without the	COMMENT
MEDIUM	packages/integrations/deepagents/runner/run_eval.py	49	# waits on the child's exit indefinitely and the eval harness freezes. All are	COMMENT
MEDIUM⚡	…/integrations/deepagents/runner/tests/test_run_eval.py	558	# deepagents must still derive its harness profile key from the prebuilt model.	COMMENT

Modern AI Meta-Vocabulary5 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	CHANGELOG.md	1226	- [#586](https://github.com/browserbase/stagehand/pull/586) [`c57dc19`](https://github.com/browserbase/stagehand/commit/	CODE
MEDIUM	CHANGELOG.md	1226	- [#586](https://github.com/browserbase/stagehand/pull/586) [`c57dc19`](https://github.com/browserbase/stagehand/commit/	CODE
MEDIUM	CHANGELOG.md	1393	- [#373](https://github.com/browserbase/stagehand/pull/373) [`ff00965`](https://github.com/browserbase/stagehand/commit/	CODE
MEDIUM	CHANGELOG.md	1393	- [#373](https://github.com/browserbase/stagehand/pull/373) [`ff00965`](https://github.com/browserbase/stagehand/commit/	CODE
MEDIUM	packages/cli/README.md	260	browse functions init my-function # scaffold a new project (--package-manager)	CODE

Modern Structural Boilerplate8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	packages/sdk-python/src/stagehand/__init__.py	98	__all__ = [	CODE
LOW	packages/sdk-python/src/stagehand/page.py	507	async def set_extra_http_headers(self, headers: Mapping[str, str]) -> None:	CODE
LOW	packages/sdk-python/src/stagehand/browser_context.py	75	async def set_active_page(self, page: Page) -> None:	CODE
LOW	packages/sdk-python/src/stagehand/browser_context.py	100	async def set_extra_http_headers(self, headers: Mapping[str, str]) -> None:	CODE
LOW	packages/sdk-python/src/stagehand/client_types.py	118	__all__ = [	CODE
LOW	…ges/integrations/core/python/tests/test_conformance.py	134	async def set_active_page(self, page: FakePage) -> None:	CODE
LOW	…ore/python/src/stagehand_middleware/facade/__init__.py	20	__all__ = [	CODE
LOW	…ations/deepagents/src/stagehand_deepagents/__init__.py	5	__all__ = ["BrowserTools", "RuntimeConfig"]	CODE

Over-Commented Block6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	packages/evals/framework/claudeCodeToolAdapter.ts	661	// caveat appended after conflicting examples.	COMMENT
LOW	packages/evals/framework/claudeCodeToolAdapter.ts	681	// Unterminated/invalid YAML frontmatter -- fall back to the same	COMMENT
LOW	packages/evals/tui/repl.ts	101	} else {	COMMENT
LOW	packages/extension/understudy/context.ts	701	const resume = async (): Promise<void> => {	COMMENT
LOW	packages/docs/language-selector.js	1	// Language switcher for Stagehand docs	COMMENT
LOW	packages/integrations/middleware/src/index.ts	1	// The npm build of Stagehand's facade. The source lives in	COMMENT

TODO Padding4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	packages/evals/tui/commands/new.ts	23	// TODO: implement test logic	COMMENT
LOW	packages/evals/tui/commands/new.ts	41	// TODO: implement eval logic	COMMENT
LOW	packages/evals/tui/commands/new.ts	73	// TODO: implement eval logic	COMMENT
LOW	packages/evals/tests/tui/new.test.ts	58	expect(task?.content).toContain("// TODO: implement eval logic");	CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/sdk-python/tests/test_rpc_client.py	332	async def handle_request(params: models.EmptyParams) -> RPCResult:	CODE
LOW	packages/sdk-ts/tests/integration/_support.ts	116	async function handleRequest(	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…integrations/deepagents/runner/tests/test_watchdogs.py	291		CODE

browserbase/stagehand

Open-Source Code Quality, Security and Technical Debt Review