Skyvern-AI/skyvern

25.4

Adjusted Score

25.4

Raw Score

100%

Time Factor

2026-07-14

Last Push

22.2K

Stars

Python

Language

974.0K

Lines of Code

3.9K

Files

23.3K

Pattern Hits

2026-07-14

Scan Date

0.19

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 8HIGH 742MEDIUM 906LOW 21636

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 23292 distinct pattern matches across 26 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers15914 hits · 13695 pts

Severity	File	Line	Snippet	Context
LOW	skyvern-frontend/src/util/timeFormat.ts	85	function localTimeFormatWithShortDate(time: string): string {	CODE
LOW	skyvern-frontend/src/util/googleSheetsUrl.ts	11	export function extractSpreadsheetIdFromUrl(input: string): string \| null {	CODE
LOW	skyvern-frontend/src/util/dashboardLoadStateActive.ts	2	function isDashboardLoadStateActive({	CODE
LOW	skyvern-frontend/src/util/geoData.ts	153	export function geoTargetToProxyLocationInput(	CODE
LOW	skyvern-frontend/src/util/lazyWithReload.ts	75	export function installChunkLoadErrorHandler(): void {	CODE
LOW	skyvern-frontend/src/util/tson.ts	112	function replaceBracesOutsideQuotes(input: string): string {	CODE
LOW	skyvern-frontend/src/util/translationCrashGuard.ts	3	export function installTranslationCrashGuard(): void {	CODE
LOW	skyvern-frontend/src/util/lazyWithReload.test.ts	10	function dispatchUnhandledRejection(reason: unknown): void {	CODE
LOW	skyvern-frontend/src/util/caretPosition.ts	47	function getTextareaCaretCoordinates(	CODE
LOW	skyvern-frontend/src/util/recordBrowserTelemetry.ts	17	export function markRecordBrowserProcessed(blockCount: number): void {	CODE
LOW	skyvern-frontend/src/util/recordBrowserTelemetry.ts	27	export function captureRecordBrowserUndoAfterRecordingIfRecent(	CODE
LOW	…ontend/src/util/onboarding/credentialSetupTelemetry.ts	23	function credentialSetupCtaClicked(	CODE
LOW	skyvern-frontend/src/util/onboarding/rolloutGating.ts	26	function isFirstFailedRunRecoveryEligible(args: {	CODE
LOW	…ntend/src/components/ParameterAutocompleteDropdown.tsx	37	function ParameterAutocompleteDropdown({	CODE
LOW	…frontend/src/components/WorkflowBlockInputTextarea.tsx	31	function WorkflowBlockInputTextarea(props: Props) {	CODE
LOW	…rc/components/AzureClientSecretCredentialTokenForm.tsx	39	export function AzureClientSecretCredentialTokenForm({	CODE
LOW	…vern-frontend/src/components/browserStreamClipboard.ts	43	async function handleVncClipboardPasteShortcut(	CODE
LOW	…d/src/components/CustomCredentialServiceConfigForm.tsx	42	export function CustomCredentialServiceConfigForm({ onSuccess }: Props = {}) {	CODE
LOW	…-frontend/src/components/TriggerTypeFilterDropdown.tsx	40	function TriggerTypeFilterDropdown({ values, onChange }: Props) {	CODE
LOW	skyvern-frontend/src/components/SelectionCheckbox.tsx	66	function SelectionHeaderCheckboxCell({	CODE
LOW	…frontend/src/components/GlobalNotificationListener.tsx	36	function GlobalNotificationListener() {	CODE
LOW	…rontend/src/components/GoogleOAuthClientConfigForm.tsx	44	export function GoogleOAuthClientConfigForm({ onSuccess }: Props = {}) {	CODE
LOW	…/DataSchemaInputGroup/WorkflowDataSchemaInputGroup.tsx	41	function WorkflowDataSchemaInputGroup({	CODE
LOW	…rn-frontend/src/hooks/useShouldNotifyWhenClosingTab.ts	3	function useShouldNotifyWhenClosingTab(shouldNotify: boolean) {	CODE
LOW	…rn-frontend/src/hooks/useClearOrganizationAuthToken.ts	15	export function useClearOrganizationAuthToken({	CODE
LOW	…yvern-frontend/src/hooks/useRecordingElapsedSeconds.ts	11	export function useRecordingElapsedSeconds(): number {	CODE
LOW	…frontend/src/hooks/useCustomCredentialServiceConfig.ts	14	export function useCustomCredentialServiceConfig() {	CODE
LOW	…rn-frontend/src/hooks/useAzureClientCredentialToken.ts	12	export function useAzureClientCredentialToken() {	CODE
LOW	…yvern-frontend/src/hooks/useLocalStorageFormDefault.ts	11	export function useLocalStorageFormDefault(	CODE
LOW	skyvern-frontend/src/hooks/useSpeechToText.ts	52	function getSpeechRecognitionConstructor():	CODE
LOW	skyvern-frontend/src/hooks/useSpeechToText.ts	61	export function isSpeechRecognitionSupported(): boolean {	CODE
LOW	skyvern-frontend/src/hooks/useSpeechToText.ts	166	function microphonePermissionErrorMessage(error: unknown): string {	CODE
LOW	skyvern-frontend/src/hooks/useSpeechToText.ts	178	async function requestMicrophonePermission(): Promise<void> {	CODE
LOW	…ern-frontend/src/hooks/useMicrosoftOAuthCredentials.ts	23	function safePostCredentialsInvalidate(	CODE
LOW	…ern-frontend/src/hooks/useMicrosoftOAuthCredentials.ts	36	function broadcastCredentialsChanged() {	CODE
LOW	…ern-frontend/src/hooks/useMicrosoftOAuthCredentials.ts	40	export function normalizeMicrosoftOAuthScopes(	CODE
LOW⚡	…ern-frontend/src/hooks/useMicrosoftOAuthCredentials.ts	55	export function normalizeMicrosoftScopeSegment(scope: string): string {	CODE
LOW⚡	…ern-frontend/src/hooks/useMicrosoftOAuthCredentials.ts	60	export function getMicrosoftOAuthCredentialScopesGranted(	CODE
LOW⚡	…ern-frontend/src/hooks/useMicrosoftOAuthCredentials.ts	70	export function getMicrosoftOAuthCredentialScopesRequested(	CODE
LOW⚡	…ern-frontend/src/hooks/useMicrosoftOAuthCredentials.ts	76	export function isMicrosoftOAuthCredentialActive(	CODE
LOW⚡	…ern-frontend/src/hooks/useMicrosoftOAuthCredentials.ts	85	export function hasMicrosoftOAuthCredentialScopes(	CODE
LOW	…ern-frontend/src/hooks/useMicrosoftOAuthCredentials.ts	99	export function matchesMicrosoftOAuthIntegrationScopes(	CODE
LOW	…ern-frontend/src/hooks/useMicrosoftOAuthCredentials.ts	113	export function getDefaultMicrosoftOAuthCredentialId(	CODE
LOW	…ern-frontend/src/hooks/useMicrosoftOAuthCredentials.ts	128	export function useMicrosoftOAuthCredentials({	CODE
LOW	skyvern-frontend/src/hooks/useGoogleOAuthCredentials.ts	28	export function safePostCredentialsInvalidate(	CODE
LOW	skyvern-frontend/src/hooks/useGoogleOAuthCredentials.ts	41	function broadcastCredentialsChanged() {	CODE
LOW	skyvern-frontend/src/hooks/useGoogleOAuthCredentials.ts	45	export function normalizeGoogleOAuthScopes(	CODE
LOW⚡	skyvern-frontend/src/hooks/useGoogleOAuthCredentials.ts	60	export function getGoogleOAuthCredentialScopesGranted(	CODE
LOW⚡	skyvern-frontend/src/hooks/useGoogleOAuthCredentials.ts	70	export function getGoogleOAuthCredentialScopesRequested(	CODE
LOW⚡	skyvern-frontend/src/hooks/useGoogleOAuthCredentials.ts	76	export function isGoogleOAuthCredentialActive(	CODE
LOW⚡	skyvern-frontend/src/hooks/useGoogleOAuthCredentials.ts	85	export function hasGoogleOAuthCredentialScopes(	CODE
LOW⚡	skyvern-frontend/src/hooks/useGoogleOAuthCredentials.ts	93	export function matchesGoogleOAuthIntegrationScopes(	CODE
LOW	skyvern-frontend/src/hooks/useGoogleOAuthCredentials.ts	107	export function getDefaultGoogleOAuthCredentialId(	CODE
LOW	skyvern-frontend/src/hooks/useGoogleOAuthCredentials.ts	122	export function useGoogleOAuthCredentials({	CODE
LOW	skyvern-frontend/src/hooks/useAnalyticsDashboardFlag.ts	7	export function useAnalyticsDashboardFlag(): boolean \| undefined {	CODE
LOW	skyvern-frontend/src/hooks/useRuntimeConfig.ts	16	function normalizeBrowserStreamingMode(	CODE
LOW	skyvern-frontend/src/hooks/useWorkflowsDirectoryTree.ts	8	export function useWorkflowsDirectoryTree(): boolean {	CODE
LOW	…yvern-frontend/src/hooks/useCreateGoogleSpreadsheet.ts	9	export function useCreateGoogleSpreadsheet() {	CODE
LOW	skyvern-frontend/src/api/QueryClient.ts	7	function retryTransientNetworkFailures(	CODE
LOW	skyvern-frontend/src/api/AxiosClient.ts	94	function removeHeaderForAllClients(header: string) {	CODE
15854 more matches not shown…

Decorative Section Separators768 hits · 3019 pts

Severity	File	Line	Snippet	Context
MEDIUM	entrypoint-skyvern.sh	5	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	entrypoint-skyvern.sh	8	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docker-compose.yml	50	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docker-compose.yml	61	# ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docker-compose.yml	84	# =========================	COMMENT
MEDIUM	docker-compose.yml	86	# =========================	COMMENT
MEDIUM	k8s/charts/skyvern-ui/values.yaml	13	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	k8s/charts/skyvern-ui/values.yaml	21	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	112	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	114	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	257	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	259	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	301	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	303	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	360	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	362	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	372	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	374	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	386	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	388	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	441	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	443	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	453	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	455	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	475	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	477	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	532	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_non_retriable_nav.py	534	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_copilot_non_retriable_nav.py	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_copilot_non_retriable_nav.py	60	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_auto_completion_location.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_auto_completion_location.py	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_auto_completion_location.py	98	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_auto_completion_location.py	100	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_auto_completion_location.py	367	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_auto_completion_location.py	369	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_auto_completion_location.py	423	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_auto_completion_location.py	425	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_browser_session_download_artifacts.py	72	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_browser_session_download_artifacts.py	74	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_browser_session_download_artifacts.py	148	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_browser_session_download_artifacts.py	150	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_browser_session_download_artifacts.py	292	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_browser_session_download_artifacts.py	294	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_browser_session_download_artifacts.py	513	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_browser_session_download_artifacts.py	515	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_cached_artifact_bundling.py	25	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_cached_artifact_bundling.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_cached_artifact_bundling.py	60	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_cached_artifact_bundling.py	62	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_cached_artifact_bundling.py	299	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_cached_artifact_bundling.py	301	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_cached_artifact_bundling.py	431	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_cached_artifact_bundling.py	433	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_watchdog.py	60	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_watchdog.py	62	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_watchdog.py	354	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_watchdog.py	360	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_watchdog.py	448	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_copilot_watchdog.py	453	# ---------------------------------------------------------------------------	COMMENT
708 more matches not shown…

Unused Imports2573 hits · 1758 pts

Severity	File	Line	Context
LOW	tests/unit/test_copilot_non_retriable_nav.py	10	CODE
LOW	…_real_browser_manager_publisher_self_stops_on_close.py	7	CODE
LOW	…sts/unit/test_workflow_definition_version_inference.py	9	CODE
LOW	tests/unit/test_verifier_goal_unwrap.py	9	CODE
LOW	tests/unit/test_copilot_token_accounting.py	3	CODE
LOW	tests/unit/test_normal_select_deterministic.py	1	CODE
LOW	tests/unit/test_webhook_delivery_retry.py	3	CODE
LOW	tests/unit/test_quickstart_server_extra.py	1	CODE
LOW	tests/unit/test_masked_prompt.py	1	CODE
LOW	tests/unit/test_copilot_scout_act_observe.py	6	CODE
LOW	tests/unit/test_auto_completion_location.py	7	CODE
LOW	tests/unit/test_init_command.py	1	CODE
LOW	tests/unit/test_browser_session_download_artifacts.py	18	CODE
LOW	tests/unit/test_copilot_run_output_content_gate.py	7	CODE
LOW	tests/unit/test_workflow_run_parameter_batching.py	8	CODE
LOW	tests/unit/test_parameter_reference_guard.py	3	CODE
LOW	…ts/unit/test_copilot_tools_credential_id_misbinding.py	1	CODE
LOW	tests/unit/test_copilot_code_block_persist_seam.py	6	CODE
LOW	tests/unit/test_run_recording_clips.py	1	CODE
LOW	tests/unit/test_copilot_diagnosis_repair_contract.py	1	CODE
LOW	tests/unit/test_qa_skill_content.py	1	CODE
LOW	tests/unit/test_copilot_secret_scrub.py	6	CODE
LOW	…it/test_browser_artifacts_remote_browser_session_id.py	8	CODE
LOW	tests/unit/test_downloaded_files_artifact_urls.py	3	CODE
LOW	tests/unit/test_copilot_hooks.py	3	CODE
LOW	tests/unit/test_ngrok_helpers.py	1	CODE
LOW	tests/unit/test_run_sdk_action_failures.py	1	CODE
LOW	tests/unit/test_copilot_watchdog.py	27	CODE
LOW	tests/unit/test_workflow_copilot_route_helpers.py	11	CODE
LOW	tests/unit/test_copilot_enforcement_pruning.py	9	CODE
LOW	tests/unit/test_mcp_workflow_route_prefixes.py	16	CODE
LOW	tests/unit/test_select_option_blocking_overlay.py	12	CODE
LOW	tests/unit/test_real_browser_state_on_close_hook.py	7	CODE
LOW	tests/unit/test_copilot_narrative_activity.py	1	CODE
LOW	tests/unit/test_otp_service.py	3	CODE
LOW	…sts/unit/test_workflow_system_prompt_llm_forwarding.py	11	CODE
LOW	tests/unit/test_browser_session_recording_artifacts.py	13	CODE
LOW	tests/unit/test_copilot_result_evidence.py	1	CODE
LOW	tests/unit/test_browser_profile_key.py	1	CODE
LOW	tests/unit/test_extract_information_retry_bypass.py	9	CODE
LOW	tests/unit/test_cli_no_args_help.py	9	CODE
LOW	tests/unit/test_browser_recording_interpretation.py	1	CODE
LOW	tests/unit/test_quickstart_browser_install.py	1	CODE
LOW	tests/unit/test_copilot_agent_blocker_renderer.py	1	CODE
LOW	tests/unit/test_mcp_page_errors.py	3	CODE
LOW	tests/unit/fake_workflow_run_context.py	8	CODE
LOW	tests/unit/test_workflow_schedule_service.py	1	CODE
LOW	tests/unit/_mcp_browser_fakes.py	1	CODE
LOW	tests/unit/test_task_v2_navigate_extracted_data.py	7	CODE
LOW	tests/unit/test_event_source_stream_disconnect.py	12	CODE
LOW	tests/unit/test_emerging_elements_prompt_scope.py	7	CODE
LOW	tests/unit/test_complete_verify_span.py	14	CODE
LOW	tests/unit/test_files_resolve_local_or_download.py	1	CODE
LOW	tests/unit/test_copilot_credential_pause.py	20	CODE
LOW	tests/unit/test_copilot_tracing_setup.py	9	CODE
LOW	tests/unit/test_copilot_turn_intent_tool_gate.py	1	CODE
LOW	tests/unit/test_worker_cdp_frame_publisher.py	1	CODE
LOW	tests/unit/test_session_cookies.py	1	CODE
LOW	tests/unit/test_extract_information_wpid_fallback.py	11	CODE
LOW	tests/unit/test_copilot_turn_ownership.py	1	CODE
2513 more matches not shown…

Excessive Try-Catch Wrapping1715 hits · 1460 pts

Severity	File	Line	Snippet	Context
LOW	run_streaming.py	26	except Exception:	CODE
LOW	run_streaming.py	53	except Exception:	CODE
LOW	run_streaming.py	73	except Exception:	CODE
LOW	tests/unit/test_copilot_code_block_persist_seam.py	2996	except Exception:	CODE
LOW	tests/unit/test_copilot_code_block_persist_seam.py	5860	except Exception:	CODE
LOW	tests/unit/test_copilot_code_block_persist_seam.py	5928	except Exception:	CODE
LOW	tests/unit/test_copilot_code_block_persist_seam.py	6000	except Exception:	CODE
LOW	tests/unit/test_credential_rotation.py	656	except Exception as exc:	STRING
LOW	tests/unit/test_scrape_frame_decision.py	36	except Exception:	CODE
MEDIUM	tests/unit/test_scrape_frame_decision.py	30	def _has_playwright_browser() -> bool:	CODE
LOW	tests/unit/test_iframe_mcp_e2e.py	32	except Exception:	CODE
LOW	tests/unit/test_iframe_mcp_e2e.py	144	except Exception:	CODE
LOW	tests/unit/test_get_scripts_query.py	75	except Exception:	CODE
LOW⚡	…unit/test_copilot_code_artifact_metadata_violations.py	792	except Exception:	CODE
LOW⚡	…unit/test_copilot_code_artifact_metadata_violations.py	861	except Exception:	CODE
LOW⚡	…unit/test_copilot_code_artifact_metadata_violations.py	878	except Exception:	CODE
LOW	…unit/test_copilot_code_artifact_metadata_violations.py	708	except Exception:	CODE
LOW	tests/unit/test_code_block_sandbox.py	1280	except Exception as e: # noqa: BLE001	CODE
LOW	tests/unit/test_iframe_e2e.py	31	except Exception:	CODE
LOW	tests/unit/test_agent_step_artifact_tracker.py	42	except Exception:	CODE
LOW⚡	tests/unit/test_pdf_download_fixes.py	191	except Exception:	CODE
LOW	tests/unit/test_pdf_download_fixes.py	129	except Exception:	CODE
LOW	tests/unit/test_pdf_download_fixes.py	161	except Exception:	CODE
LOW	tests/unit/test_workflow_service_cancel.py	495	except Exception:	CODE
LOW	tests/unit/test_saved_session_proxy_pin.py	265	except Exception as exc:	CODE
LOW	tests/unit/test_missing_starter_url.py	387	except Exception:	CODE
LOW	tests/unit/test_llm_response_parsing.py	21	except Exception:	CODE
MEDIUM	tests/unit/test_llm_response_parsing.py	17	def test_coerce_response_to_dict_variants(response, expected):	CODE
MEDIUM	tests/unit/test_copilot_composition_evidence.py	2856	def _has_playwright_browser() -> bool:	CODE
LOW	tests/unit/test_copilot_composition_evidence.py	2862	except Exception:	STRING
MEDIUM	tests/unit/test_script_reviewer_terminate.py	182	def block_fn(page, context):	CODE
MEDIUM	tests/unit/test_script_reviewer_terminate.py	195	def block_fn(page, context):	CODE
MEDIUM	tests/unit/test_script_reviewer_terminate.py	213	def block_fn(page, context):	CODE
LOW⚡	tests/unit/test_script_reviewer_terminate.py	185	except Exception:	CODE
LOW⚡	tests/unit/test_script_reviewer_terminate.py	205	except Exception:	CODE
LOW⚡	tests/unit/test_script_reviewer_terminate.py	216	except Exception:	CODE
LOW	…sts/unit/workflow/test_block_browser_state_recovery.py	30	except Exception:	CODE
LOW	…sts/unit/workflow/test_block_browser_state_recovery.py	265	except Exception:	CODE
LOW	tests/unit/embedded/test_tab_management_e2e.py	25	except Exception:	CODE
LOW	tests/unit/embedded/test_tab_management_e2e.py	55	except Exception:	CODE
MEDIUM	tests/unit/embedded/test_tab_management_e2e.py	19	def _has_playwright_browser() -> bool:	CODE
LOW	tests/unit/embedded/test_embedded_e2e.py	29	except Exception:	CODE
LOW	tests/unit_tests/test_alembic_loop.py	35	except Exception as e:	CODE
LOW	tests/sdk/python_sdk/conftest.py	98	except Exception:	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	63	print(f"Error listing sessions: {str(e)}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	78	print(f"Error parsing response: {session}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	79	print(f"Error: {str(e)}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	82	print(f"Error creating session: {str(e)}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	94	print(f"Error getting session: {str(e)}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	104	print(f"Error closing sessions: {str(e)}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	183	print(f"Error parsing response: {task}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	184	print(f"Error: {str(e)}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	187	print(f"Error creating task: {str(e)}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	215	print(f"Error parsing response: {workflow_run}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	216	print(f"Error: {str(e)}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	219	print(f"Error creating workflow run: {str(e)}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	247	print(f"Error parsing response: {cruise}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	248	print(f"Error: {str(e)}")	CODE
MEDIUM⚡	scripts/test_persistent_browsers.py	251	print(f"Error creating cruise: {str(e)}")	CODE
MEDIUM	scripts/test_persistent_browsers.py	37	print(f"Error details: {json.dumps(error_detail, indent=2)}")	CODE
1655 more matches not shown…

Magic Placeholder Names358 hits · 1171 pts

Severity	File	Line	Snippet	Context
HIGH	entrypoint-skyvernui.sh	31	# (YOUR_API_KEY) can leak through if users skip configuration. Keep these	COMMENT
HIGH	entrypoint-skyvernui.sh	43	&& [ "$VITE_SKYVERN_API_KEY" != "YOUR_API_KEY" ]; then	CODE
HIGH	README.md	227	skyvern = Skyvern(api_key="your-api-key")	CODE
HIGH	README.md	245	const skyvern = new Skyvern({ apiKey: "your-api-key" });	CODE
HIGH⚡	README.md	291	api_key="YOUR_API_KEY",	CODE
HIGH	README.md	323	skyvern = Skyvern(api_key="your-api-key")	CODE
HIGH	skyvern-frontend/src/util/env.test.ts	69	const { getRuntimeApiKey } = await loadEnv("YOUR_API_KEY");	CODE
HIGH	skyvern-frontend/src/util/env.ts	88	candidate === "YOUR_API_KEY" \|\| candidate?.endsWith("_PLACEHOLDER__");	CODE
HIGH	…yvern-frontend/src/routes/tasks/detail/TaskDetails.tsx	300	"x-api-key": apiCredential ?? "<your-api-key>",	CODE
HIGH	…frontend/src/routes/tasks/create/CreateNewTaskForm.tsx	763	"x-api-key": apiCredential ?? "<your-api-key>",	CODE
HIGH	…ern-frontend/src/routes/tasks/create/SavedTaskForm.tsx	775	"x-api-key": apiCredential ?? "<your-api-key>",	CODE
HIGH	…vern-frontend/src/routes/workflows/RunWorkflowForm.tsx	698	"x-api-key": apiCredential ?? "<your-api-key>",	CODE
HIGH	skyvern-frontend/src/routes/workflows/WorkflowRun.tsx	622	"x-api-key": apiCredential ?? "<your-api-key>",	CODE
HIGH	…/src/routes/workflows/studio/runview/RunPaneHeader.tsx	237	"x-api-key": apiCredential ?? "<your-api-key>",	CODE
HIGH	…ws/editor/nodes/HttpRequestNode/QuickHeadersDialog.tsx	50	{ name: "X-API-Key", value: "YOUR_API_KEY", description: "API key header" },	CODE
HIGH	tests/unit/test_cli_doctor.py	14	(frontend / ".env.example").write_text("VITE_SKYVERN_API_KEY=YOUR_API_KEY\n")	CODE
HIGH	docs/skill.md	44	client = Skyvern(api_key="YOUR_API_KEY")	CODE
HIGH	docs/skill.md	55	const client = new Skyvern({ apiKey: "YOUR_API_KEY" });	CODE
HIGH	docs/skill.md	65	-H "x-api-key: YOUR_API_KEY" \	CODE
HIGH	docs/skill.md	137	claude mcp add skyvern-cloud -- npx @anthropic-ai/skyvern-mcp@latest --skyvern-api-key YOUR_API_KEY	CODE
HIGH	docs/skill.md	146	"args": ["@anthropic-ai/skyvern-mcp@latest", "--skyvern-api-key", "YOUR_API_KEY"]	CODE
HIGH⚡	docs/api-reference/openapi.json	566	"code": "\nfrom skyvern import Skyvern\n\n# Create a workflow in JSON format\nworkflow_definition = {\n	CODE
HIGH⚡	docs/api-reference/openapi.json	570	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH⚡	docs/api-reference/openapi.json	3117	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\n# Create a blank br	CODE
HIGH⚡	docs/api-reference/openapi.json	3121	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH⚡	docs/api-reference/openapi.json	4097	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nawait skyvern.creat	CODE
HIGH⚡	docs/api-reference/openapi.json	4101	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nawait skyvern.creat	CODE
HIGH⚡	docs/api-reference/openapi.json	4105	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH⚡	docs/api-reference/openapi.json	4109	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH⚡	docs/api-reference/openapi.json	4881	"code": "# Login with password saved in Skyvern\nfrom skyvern import Skyvern\n\nskyvern = Skyvern(api_ke	CODE
HIGH⚡	docs/api-reference/openapi.json	4885	"code": "# Login with password saved in Bitwarden\nfrom skyvern import Skyvern\n\nskyvern = Skyvern(api_	CODE
HIGH⚡	docs/api-reference/openapi.json	4889	"code": "# Login with password saved in 1Password\nfrom skyvern import Skyvern\n\nskyvern = Skyvern(api_	CODE
HIGH⚡	docs/api-reference/openapi.json	4893	"code": "// Login with password saved in Skyvern\nimport { SkyvernClient } from \"@skyvern/client\";\n\n	CODE
HIGH⚡	docs/api-reference/openapi.json	4897	"code": "// Login with password saved in Bitwarden\nimport { SkyvernClient } from \"@skyvern/client\";\n	CODE
HIGH⚡	docs/api-reference/openapi.json	4901	"code": "// Login with password saved in 1Password\nimport { SkyvernClient } from \"@skyvern/client\";\n	CODE
HIGH	docs/api-reference/openapi.json	95	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nawait skyvern.run_t	CODE
HIGH	docs/api-reference/openapi.json	99	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH	docs/api-reference/openapi.json	215	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nawait skyvern.run_w	CODE
HIGH	docs/api-reference/openapi.json	219	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH	docs/api-reference/openapi.json	321	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nrun = await skyvern	CODE
HIGH	docs/api-reference/openapi.json	325	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH	docs/api-reference/openapi.json	397	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nawait skyvern.cance	CODE
HIGH	docs/api-reference/openapi.json	401	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH	docs/api-reference/openapi.json	474	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nawait skyvern.bulk_	CODE
HIGH	docs/api-reference/openapi.json	478	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH	docs/api-reference/openapi.json	799	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nworkflows = await s	CODE
HIGH	docs/api-reference/openapi.json	803	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH	docs/api-reference/openapi.json	887	"code": "\nfrom skyvern import Skyvern\n\nupdated_workflow_definition = {\n \"title\": \"Updated Cont	CODE
HIGH	docs/api-reference/openapi.json	891	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH	docs/api-reference/openapi.json	966	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nawait skyvern.delet	CODE
HIGH	docs/api-reference/openapi.json	970	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH	docs/api-reference/openapi.json	2730	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nawait skyvern.retry	CODE
HIGH	docs/api-reference/openapi.json	2734	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH	docs/api-reference/openapi.json	2822	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\n# Get timeline for	CODE
HIGH	docs/api-reference/openapi.json	2826	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH	docs/api-reference/openapi.json	3260	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nbrowser_profiles =	CODE
HIGH	docs/api-reference/openapi.json	3264	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH	docs/api-reference/openapi.json	3344	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nbrowser_profile = a	CODE
HIGH	docs/api-reference/openapi.json	3348	"code": "import { SkyvernClient } from \"@skyvern/client\";\n\nconst skyvern = new SkyvernClient({ apiKe	CODE
HIGH	docs/api-reference/openapi.json	3439	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\nbrowser_profile = a	CODE
298 more matches not shown…

Cross-Language Confusion217 hits · 1076 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/unit/test_mcp_workflow_create_defaults.py	64	"""When the user explicitly sets run_with to null, it stays null."""	STRING
HIGH⚡	tests/unit/test_cdp_connection.py	49	assert parse_default_cdp_connect_headers('{"x-api-key": "secret", "x-bad": 42, "x-null": null}') == {	CODE
HIGH	tests/unit/test_mcp_workflow_tools.py	310	"""MCP workflow creation must strip ANY hallucinated llm_key and default to Skyvern Optimized (null)."""	STRING
HIGH	tests/unit/test_script_reviewer_extract.py	171	'"agency_program": {"param": null, "action": "fill"}}'	CODE
HIGH	tests/unit/test_should_run_script.py	6	run_with is always "agent" or "code" (never null). When run_with="agent" and	STRING
HIGH⚡	tests/unit/test_lean_html.py	203	"javascript:void(undefined)",	CODE
HIGH⚡	tests/unit/test_lean_html.py	204	"javascript:void(null)",	CODE
HIGH⚡	tests/unit/test_lean_html.py	197	"""`javascript:void(0)`, `javascript:`, `javascript:void(undefined)` etc.	STRING
HIGH	tests/unit/workflow/test_dag_engine.py	599	# Before the fix, execution stalled at validate (next=null).	COMMENT
HIGH⚡	tests/unit/workflow/test_dag_engine.py	489	outer_cond (next=merge) → branch → nav → inner_cond (next=null)	STRING
HIGH⚡	tests/unit/workflow/test_dag_engine.py	490	inner_cond → branch → loop_block → validate (next=null)	STRING
HIGH	tests/unit/workflow/test_dag_engine.py	320	block_29 → inner_cond (next=null)	STRING
HIGH	tests/unit_tests/test_schema_validator.py	273	# When data is null, it should remain null (valid for nullable type)	COMMENT
HIGH	tests/unit_tests/test_schema_validator.py	288	# When data is an object (not null), missing required fields should be filled	COMMENT
HIGH	tests/unit_tests/test_schema_validator.py	310	# When data is null, it should remain null	COMMENT
HIGH	tests/unit_tests/test_schema_validator.py	328	# When data is an array (not null), items should be validated	COMMENT
HIGH	skyvern/core/script_generations/skyvern_page.py	2351	if (t && t.length > 3 && t.length < 300 && el.offsetWidth > 0) {	CODE
HIGH	skyvern/core/script_generations/skyvern_page.py	2354	errs.push(t.substring(0, 100));	CODE
HIGH	skyvern/core/script_generations/skyvern_page.py	3156	&& style.opacity !== '0' && el.offsetWidth > 0 && el.offsetHeight > 0;	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3164	const required = el.required \|\| el.getAttribute('aria-required') === 'true';	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3186	const label = el.name \|\| el.id \|\| el.getAttribute('aria-label') \|\| tag;	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3187	results.push({required: true, hasValue: value.trim().length > 0, label: label});	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3248	&& style.opacity !== '0' && el.offsetWidth > 0 && el.offsetHeight > 0;	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3265	return el.name \|\| el.id \|\| null;	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3265	return el.name \|\| el.id \|\| null;	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3289	return lbl \|\| checked.value \|\| 'selected';	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3297	return el.files && el.files.length > 0	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3319	results.push({	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3321	type: type \|\| tag,	STRING
HIGH⚡	skyvern/webeye/transient_page_observer.py	152	return rect.width > 0 && rect.height > 0;	STRING
HIGH⚡	skyvern/webeye/transient_page_observer.py	158	let text = element instanceof HTMLElement && typeof element.innerText === "string"	STRING
HIGH⚡	skyvern/webeye/transient_page_observer.py	167	tag: element.tagName \|\| null,	STRING
HIGH⚡	skyvern/webeye/transient_page_observer.py	167	tag: element.tagName \|\| null,	STRING
HIGH	skyvern/webeye/transient_page_observer.py	181	observer.observe(document.documentElement \|\| document.body, {	STRING
HIGH	skyvern/webeye/utils/page.py	376	if (maxSizeBytes != null && blob.size > maxSizeBytes) {	CODE
HIGH	skyvern/webeye/utils/page.py	1256	return rect.width > 0 && rect.height > 0;	CODE
HIGH⚡	skyvern/webeye/actions/handler.py	1574	return { index: null, label: null, value: normalize(select?.value) };	CODE
HIGH⚡	skyvern/webeye/actions/handler.py	1576	const option = select.options[select.selectedIndex] ?? null;	CODE
HIGH⚡	skyvern/webeye/actions/handler.py	1579	label: option ? normalize(option.textContent) : null,	CODE
HIGH	skyvern/webeye/actions/handler.py	2539	" window.__skyvernScrolledElementId = null; return v === id; }",	CODE
HIGH	skyvern/webeye/actions/handler.py	6487	nestedChoice: nestedChoice != null,	CODE
HIGH	skyvern/webeye/actions/handler.py	6508	if (normalized.startsWith(prefix)) parts.push(normalized.slice(prefix.length).trim());	CODE
HIGH	skyvern/webeye/actions/handler.py	6537	scopeCandidates.reduce((closest, el) => (!closest \|\| closest.contains(el) ? el : closest), null)	CODE
HIGH	skyvern/webeye/actions/handler.py	6537	scopeCandidates.reduce((closest, el) => (!closest \|\| closest.contains(el) ? el : closest), null)	CODE
HIGH	skyvern/webeye/actions/handler.py	6554	if (allowAriaSelectedOptionTokens && activeId) {	CODE
HIGH	skyvern/webeye/actions/handler.py	6556	if (active && active.getAttribute("aria-selected") === "true") {	CODE
HIGH	skyvern/webeye/actions/handler.py	6576	if (!el \|\| seen.has(el) \|\| !scopeRoot.contains(el)) continue;	CODE
HIGH⚡	skyvern/webeye/actions/handler.py	2473	if (!element) return null;	STRING
HIGH⚡	skyvern/webeye/actions/handler.py	2477	if (element && element.nodeType === 1) {	STRING
HIGH⚡	skyvern/webeye/actions/handler.py	2484	return null;	STRING
HIGH⚡	skyvern/webeye/actions/handler.py	2486	return null;	STRING
HIGH⚡	skyvern/webeye/actions/handler.py	4933	viewport_width: window.innerWidth \|\| root.clientWidth \|\| 0,	STRING
HIGH⚡	skyvern/webeye/actions/handler.py	4934	viewport_height: window.innerHeight \|\| root.clientHeight \|\| 0,	STRING
HIGH	skyvern/library/skyvern.py	224	(pip install playwright && playwright install chromium).	STRING
HIGH	skyvern/utils/lean_html.py	72	remains (pure no-ops like `javascript:`, `javascript:void(undefined)`).	STRING
HIGH	skyvern/cli/schedule_command.py	225	clear_parameters: bool = typer.Option(False, "--clear-parameters", help="Clear parameters (set to null)."),	CODE
HIGH	skyvern/cli/run_commands.py	279	"[cyan]git clone https://github.com/skyvern-ai/skyvern.git && cd skyvern[/cyan]",	CODE
HIGH	skyvern/cli/doctor.py	1126	const key = envKey && envKey !== "YOUR_API_KEY" ? envKey : generatedKey;	CODE
HIGH	skyvern/cli/quickstart.py	948	"[cyan]git clone https://github.com/skyvern-ai/skyvern.git && cd skyvern[/cyan]",	CODE
HIGH⚡	skyvern/cli/core/browser_ops.py	594	if (element.labels && element.labels.length) {	CODE
157 more matches not shown…

Cross-File Repetition134 hits · 670 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unit/test_copilot_session_injection.py	0	title: count example.com topic alpha results workflow_definition: blocks: - block_type: navigation label: search_topic_a	STRING
HIGH	tests/unit/test_copilot_agent_helpers.py	0	title: count example.com topic alpha results workflow_definition: blocks: - block_type: navigation label: search_topic_a	STRING
HIGH	tests/unit/test_copilot_frontier.py	0	title: count example.com topic alpha results workflow_definition: blocks: - block_type: navigation label: search_topic_a	STRING
HIGH	tests/unit/test_copilot_session_injection.py	0	title: count example.com sample beta results workflow_definition: blocks: - block_type: navigation label: search_sample_	STRING
HIGH	tests/unit/test_copilot_agent_helpers.py	0	title: count example.com sample beta results workflow_definition: blocks: - block_type: navigation label: search_sample_	STRING
HIGH	tests/unit/test_copilot_frontier.py	0	title: count example.com sample beta results workflow_definition: blocks: - block_type: navigation label: search_sample_	STRING
HIGH	tests/unit/test_iframe_mcp_e2e.py	0	check that playwright's chromium binary exists for the current installed version.	STRING
HIGH	tests/unit/test_iframe_e2e.py	0	check that playwright's chromium binary exists for the current installed version.	STRING
HIGH	…sts/unit/workflow/test_block_browser_state_recovery.py	0	check that playwright's chromium binary exists for the current installed version.	STRING
HIGH	tests/unit/embedded/test_embedded_e2e.py	0	check that playwright's chromium binary exists for the current installed version.	STRING
HIGH	skyvern/schemas/docs/doc_strings.py	0	geographic proxy location to route the browser traffic through. this is only available in skyvern cloud. available geota	STRING
HIGH	skyvern/client/types/workflow_run_request_output.py	0	geographic proxy location to route the browser traffic through. this is only available in skyvern cloud. available geota	STRING
HIGH	skyvern/client/types/task_run_request_output.py	0	geographic proxy location to route the browser traffic through. this is only available in skyvern cloud. available geota	STRING
HIGH	skyvern/schemas/docs/doc_strings.py	0	identifier for the totp/2fa/mfa code when the code is pushed to skyvern. refer to https://www.skyvern.com/docs/credentia	STRING
HIGH	skyvern/client/types/workflow_run_request_output.py	0	identifier for the totp/2fa/mfa code when the code is pushed to skyvern. refer to https://www.skyvern.com/docs/credentia	STRING
HIGH	skyvern/client/types/task_run_request_output.py	0	identifier for the totp/2fa/mfa code when the code is pushed to skyvern. refer to https://www.skyvern.com/docs/credentia	STRING
HIGH	skyvern/schemas/docs/doc_strings.py	0	url that serves totp/2fa/mfa codes for skyvern to use during the workflow run. refer to https://www.skyvern.com/docs/cre	STRING
HIGH	skyvern/client/types/workflow_run_request_output.py	0	url that serves totp/2fa/mfa codes for skyvern to use during the workflow run. refer to https://www.skyvern.com/docs/cre	STRING
HIGH	skyvern/client/types/task_run_request_output.py	0	url that serves totp/2fa/mfa codes for skyvern to use during the workflow run. refer to https://www.skyvern.com/docs/cre	STRING
HIGH	skyvern/forge/sdk/schemas/task_v2.py	0	if the `block` has a `model` defined, then return the mapped llm_key for it. otherwise return `none`.	STRING
HIGH	skyvern/forge/sdk/schemas/tasks.py	0	if the `block` has a `model` defined, then return the mapped llm_key for it. otherwise return `none`.	STRING
HIGH	skyvern/forge/sdk/workflow/models/block.py	0	if the `block` has a `model` defined, then return the mapped llm_key for it. otherwise return `none`.	STRING
HIGH	skyvern/client/types/google_sheets_read_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/text_prompt_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/send_email_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/conditional_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/file_parser_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/while_loop_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/url_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/print_page_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/action_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/navigation_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/pdf_parser_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/for_loop_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/google_sheets_write_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/human_interaction_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/task_v2block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/file_upload_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/download_to_s3block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/task_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/validation_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/upload_to_s3block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/login_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/http_request_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/wait_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/code_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/file_download_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/extraction_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/workflow_trigger_block_yaml.py	0	author-facing identifier; must be unique per workflow.	STRING
HIGH	skyvern/client/types/google_sheets_read_block_yaml.py	0	optional pointer to the label of the next block. when omitted, it will default to sequential order. see [[s-4bnl]].	STRING
HIGH	skyvern/client/types/text_prompt_block_yaml.py	0	optional pointer to the label of the next block. when omitted, it will default to sequential order. see [[s-4bnl]].	STRING
HIGH	skyvern/client/types/send_email_block_yaml.py	0	optional pointer to the label of the next block. when omitted, it will default to sequential order. see [[s-4bnl]].	STRING
HIGH	skyvern/client/types/conditional_block_yaml.py	0	optional pointer to the label of the next block. when omitted, it will default to sequential order. see [[s-4bnl]].	STRING
HIGH	skyvern/client/types/file_parser_block_yaml.py	0	optional pointer to the label of the next block. when omitted, it will default to sequential order. see [[s-4bnl]].	STRING
HIGH	skyvern/client/types/while_loop_block_yaml.py	0	optional pointer to the label of the next block. when omitted, it will default to sequential order. see [[s-4bnl]].	STRING
HIGH	skyvern/client/types/url_block_yaml.py	0	optional pointer to the label of the next block. when omitted, it will default to sequential order. see [[s-4bnl]].	STRING
HIGH	skyvern/client/types/print_page_block_yaml.py	0	optional pointer to the label of the next block. when omitted, it will default to sequential order. see [[s-4bnl]].	STRING
HIGH	skyvern/client/types/action_block_yaml.py	0	optional pointer to the label of the next block. when omitted, it will default to sequential order. see [[s-4bnl]].	STRING
HIGH	skyvern/client/types/navigation_block_yaml.py	0	optional pointer to the label of the next block. when omitted, it will default to sequential order. see [[s-4bnl]].	STRING
HIGH	skyvern/client/types/pdf_parser_block_yaml.py	0	optional pointer to the label of the next block. when omitted, it will default to sequential order. see [[s-4bnl]].	STRING
74 more matches not shown…

Deep Nesting553 hits · 376 pts

Severity	File	Line	Context
LOW	run_streaming.py	18	CODE
LOW	tests/unit/test_budget_preflight.py	10	CODE
LOW	tests/unit/test_copilot_turn_intent_tool_gate.py	758	CODE
LOW	tests/unit/test_scrape_default_no_overlay.py	57	CODE
LOW	tests/unit/test_scrape_default_no_overlay.py	74	CODE
LOW	tests/unit/test_iframe_mcp_e2e.py	96	CODE
LOW	tests/unit/test_video_utils.py	128	CODE
LOW	tests/unit/test_video_utils.py	206	CODE
LOW	tests/unit/test_fail_task_error_detection.py	44	CODE
LOW	tests/unit/test_fail_task_error_detection.py	99	CODE
LOW	tests/unit/test_fail_task_error_detection.py	129	CODE
LOW	tests/unit/test_fail_task_error_detection.py	170	CODE
LOW	tests/unit/test_fail_task_error_detection.py	206	CODE
LOW	tests/unit/test_fail_task_error_detection.py	242	CODE
LOW	tests/unit/test_fail_task_error_detection.py	287	CODE
LOW	tests/unit/test_code_block_sandbox.py	646	CODE
LOW	tests/unit/test_error_detection_integration.py	65	CODE
LOW	tests/unit/test_error_detection_integration.py	365	CODE
LOW	tests/unit/test_error_detection_integration.py	409	CODE
LOW	tests/unit/test_error_detection_integration.py	448	CODE
LOW	tests/unit/test_error_detection_integration.py	522	CODE
LOW	tests/unit/test_animation_wait_attrs.py	16	CODE
LOW	tests/unit/test_domutils_scroll_helpers_gating.py	28	CODE
LOW	tests/unit/test_domutils_scroll_helpers_gating.py	56	CODE
LOW	tests/unit/test_domutils_scroll_helpers_gating.py	96	CODE
LOW	tests/unit/test_vertex_cache_model_extraction.py	44	CODE
LOW	…sts/unit/workflow/test_block_browser_state_recovery.py	237	CODE
LOW	tests/unit/workflow/test_file_parser_error_code.py	149	CODE
LOW	tests/unit/workflow/test_file_parser_error_code.py	172	CODE
LOW	tests/unit/workflow/test_file_parser_error_code.py	195	CODE
LOW	tests/unit/workflow/test_file_parser_error_code.py	228	CODE
LOW	tests/unit/workflow/test_file_parser_error_code.py	257	CODE
LOW	tests/unit/workflow/test_file_parser_error_code.py	282	CODE
LOW	tests/unit/workflow/test_file_parser_error_code.py	408	CODE
LOW	tests/unit/workflow/test_file_parser_error_code.py	433	CODE
LOW	tests/unit/workflow/test_file_parser_error_code.py	460	CODE
LOW	tests/unit/workflow/test_file_parser_error_code.py	491	CODE
LOW	tests/smoke_tests/test_prompts.py	54	CODE
LOW	scripts/test_persistent_browsers.py	286	CODE
LOW	scripts/profile_workflow_run.py	45	CODE
LOW	evaluation/core/utils.py	23	CODE
LOW	evaluation/script/eval_webvoyager_task_v2.py	75	CODE
LOW	skyvern/core/script_generations/script_skyvern_page.py	180	CODE
LOW	skyvern/core/script_generations/script_skyvern_page.py	402	CODE
LOW	skyvern/core/script_generations/script_skyvern_page.py	793	CODE
LOW	skyvern/core/script_generations/script_skyvern_page.py	837	CODE
LOW	skyvern/core/script_generations/script_validators.py	38	CODE
LOW	skyvern/core/script_generations/real_skyvern_page_ai.py	300	CODE
LOW	skyvern/core/script_generations/real_skyvern_page_ai.py	466	CODE
LOW	skyvern/core/script_generations/real_skyvern_page_ai.py	577	CODE
LOW	skyvern/core/script_generations/real_skyvern_page_ai.py	647	CODE
LOW	skyvern/core/script_generations/real_skyvern_page_ai.py	891	CODE
LOW	skyvern/core/script_generations/real_skyvern_page_ai.py	1067	CODE
LOW	skyvern/core/script_generations/real_skyvern_page_ai.py	1589	CODE
LOW	…vern/core/script_generations/script_block_extractor.py	116	CODE
LOW	…vern/core/script_generations/script_block_extractor.py	180	CODE
LOW	…vern/core/script_generations/script_block_extractor.py	226	CODE
LOW	…vern/core/script_generations/script_block_extractor.py	262	CODE
LOW	skyvern/core/script_generations/fuzzy_matcher.py	26	CODE
LOW	skyvern/core/script_generations/generate_script.py	215	CODE
493 more matches not shown…

Fake / Example Data287 hits · 282 pts

Severity	File	Line	Snippet	Context
LOW	…yvern-frontend/src/components/PushTotpCodeForm.test.ts	17	totp_identifier: "user@example.com",	CODE
LOW	…yvern-frontend/src/components/PushTotpCodeForm.test.ts	38	totp_identifier: "user@example.com",	CODE
LOW	…rn-frontend/src/components/BitwardenCredentialForm.tsx	113	placeholder="user@example.com"	CODE
LOW	…yvern-frontend/src/routes/tasks/data/sampleTaskData.ts	86	name: "John Doe",	CODE
LOW	…yvern-frontend/src/routes/tasks/data/sampleTaskData.ts	104	name: "John Doe",	CODE
LOW	skyvern-frontend/src/routes/tasks/create/PromptBox.tsx	62	prompt: `Go to https://jobs.lever.co/leverdemo-8/45d39614-464a-4b62-a5cd-8683ce4fb80a/apply, fill out the job applic	CODE
LOW	skyvern-frontend/src/routes/tasks/create/PromptBox.tsx	80	prompt: `Go to https://canadahvac.com/contact-hvac-canada. Fill out the contact us form and submit it. Your goal is	CODE
LOW	…kflows/workflowRun/blockDetail/BlockInspector.test.tsx	140	text: "user@example.com",	CODE
LOW	…kflows/workflowRun/blockDetail/BlockInspector.test.tsx	148	expect(screen.getByText("user@example.com")).toBeDefined();	CODE
LOW	…lows/editor/nodes/HttpRequestNode/CurlImportDialog.tsx	50	-d '{"name": "John Doe", "email": "john@example.com"}'`,	CODE
LOW	…lows/editor/nodes/HttpRequestNode/CurlImportDialog.tsx	56	-d '{"name": "Jane Doe"}'`,	CODE
LOW	…ntend/src/routes/credentials/CredentialsModal.test.tsx	89	username: "user@example.com",	CODE
LOW	…ntend/src/routes/credentials/CredentialsModal.test.tsx	188	target: { value: "user@example.com" },	CODE
LOW	…rontend/src/routes/credentials/CredentialItem.test.tsx	51	username: "user@example.com",	CODE
LOW	…/routes/credentials/PasswordCredentialContent.test.tsx	38	username: "user@example.com",	CODE
LOW	…/routes/credentials/PasswordCredentialContent.test.tsx	473	username: "user@example.com",	CODE
LOW	…/routes/credentials/PasswordCredentialContent.test.tsx	486	return next.totp_identifier === "user@example.com";	CODE
LOW	…/routes/credentials/PasswordCredentialContent.test.tsx	501	username: "user@example.com",	CODE
LOW	…/routes/credentials/PasswordCredentialContent.test.tsx	533	username: "user@example.com",	CODE
LOW	…/routes/credentials/PasswordCredentialContent.test.tsx	551	next.totp_identifier === "user@example.com"	CODE
LOW	…/routes/credentials/PasswordCredentialContent.test.tsx	578	username: "user@example.com",	CODE
LOW	…ontend/src/routes/credentials/CredentialsList.test.tsx	36	credential: { username: "user@example.com", totp_type: "none" },	CODE
LOW	tests/unit/test_credential_totp_code.py	48	username="user@example.com",	CODE
LOW	tests/unit/test_credential_totp_code.py	114	username="user@example.com",	CODE
LOW	tests/unit/test_credential_totp_code.py	131	username="user@example.com",	CODE
LOW	tests/unit/test_credential_totp_code.py	144	username="user@example.com",	CODE
LOW	tests/unit/test_credential_totp_code.py	157	username="user@example.com",	CODE
LOW	tests/unit/test_credential_totp_code.py	190	username="user@example.com",	CODE
LOW	tests/unit/test_credential_totp_code.py	229	username="user@example.com",	CODE
LOW	tests/unit/test_credential_totp_code.py	260	username="user@example.com",	CODE
LOW	tests/unit/test_credential_totp_code.py	286	username="user@example.com",	CODE
LOW	tests/unit/test_credential_totp_code.py	303	username="user@example.com",	CODE
LOW⚡	tests/unit/test_auto_completion_location.py	511	# LLM should be called because "No results" doesn't contain "123 Main St"	COMMENT
LOW⚡	tests/unit/test_auto_completion_location.py	34	_TASK = make_task(_NOW, _ORG, navigation_payload={"address": "123 Main St"})	CODE
LOW⚡	tests/unit/test_auto_completion_location.py	357	text="123 Main St",	CODE
LOW⚡	tests/unit/test_auto_completion_location.py	504	text="123 Main St",	CODE
LOW	tests/unit/test_auto_completion_location.py	128	text="123 Main St",	CODE
LOW	tests/unit/test_auto_completion_location.py	172	text="123 Main St", # Double spaces - should still match after normalization	CODE
LOW	tests/unit/test_auto_completion_location.py	222	text="123 Main St",	CODE
LOW	tests/unit/test_auto_completion_location.py	307	text="123 Main St",	CODE
LOW	tests/unit/test_auto_completion_location.py	386	text="123 Main St",	CODE
LOW	tests/unit/test_auto_completion_location.py	553	text="123 Main St",	CODE
LOW	tests/unit/test_copilot_code_block_persist_seam.py	1586	locations = [{{"address": "123 Main St"}}]	CODE
LOW	tests/unit/test_script_reviewer_validators.py	70	{"email": "user@example.com", "password": "secret123"},	CODE
LOW	tests/unit/test_script_reviewer_validators.py	117	{"website_url": "https://portal.vendor.com/login", "email": "user@example.com"},	CODE
LOW	tests/unit/test_script_reviewer_validators.py	777	"value=context.parameters['fake_key']",	STRING
LOW	tests/unit/test_script_reviewer_validators.py	780	("fake_key", "!self-output"),	STRING
LOW	tests/unit/test_script_reviewer_validators.py	811	"# context.parameters['fake_key']\n"	STRING
LOW⚡	tests/unit/test_otp_service.py	123	"totp_identifier": "user@example.com",	CODE
LOW⚡	tests/unit/test_otp_service.py	132	token.token = "fake-token"	CODE
LOW	tests/unit/test_otp_service.py	503	"fake-token",	CODE
LOW⚡	tests/unit/test_script_skyvern_page.py	1782	script_page, "dynamic_field_map", new=AsyncMock(side_effect=[{0: "x@y.com"}, {}, {0: "555-0100"}])	CODE
LOW⚡	tests/unit/test_script_skyvern_page.py	1788	pages_filled = await script_page.fill_multipage_form({"email": "x@y.com", "phone": "555-0100"})	CODE
LOW⚡	tests/unit/test_script_skyvern_page.py	2124	result = await script_page.fill("#username", "user@example.com", mode="direct")	CODE
LOW⚡	tests/unit/test_script_skyvern_page.py	2126	assert result == "user@example.com"	CODE
LOW⚡	tests/unit/test_script_skyvern_page.py	2130	fill_index = locator.calls.index(("fill", "user@example.com"))	CODE
LOW⚡	tests/unit/test_script_skyvern_page.py	2144	await script_page.fill("#username", "user@example.com", mode="direct")	CODE
LOW	tests/unit/test_totp_identifier_fallback.py	24	totp_identifier="user@example.com",	CODE
LOW	tests/unit/test_totp_identifier_fallback.py	73	assert context.get_credential_totp_identifier("credential_param") == "user@example.com"	CODE
LOW	tests/unit/test_totp_identifier_fallback.py	131	username="user@example.com",	CODE
227 more matches not shown…

Self-Referential Comments53 hits · 157 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/test_script_skyvern_page.py	130	# Create a mock page first, then set page to None after construction	COMMENT
MEDIUM	tests/unit/test_download_file_action_handler.py	419	# Create a read-only directory to simulate write failure	COMMENT
MEDIUM	tests/unit/test_forloop_script_generation.py	208	# Create a mock CodeGenInput with ForLoop block	COMMENT
MEDIUM	tests/unit/test_aiohttp_helper.py	899	# Create a temporary file for testing	COMMENT
MEDIUM	tests/unit/test_aiohttp_helper.py	953	# Create a temporary file for testing	COMMENT
MEDIUM	tests/unit/test_aiohttp_helper.py	1080	# Create a temporary file for testing	COMMENT
MEDIUM⚡	tests/unit/test_http_block_raw_filter.py	344	# Create a real context to test the method	COMMENT
MEDIUM⚡	tests/unit/test_local_file_path_validation.py	83	# Create a symlink inside the sandbox that points to /etc/passwd	COMMENT
MEDIUM	tests/unit/test_vertex_cache_model_extraction.py	114	# Create a mock router config that matches the real GEMINI_3_0_FLASH_WITH_FALLBACK	COMMENT
MEDIUM	tests/unit/test_aws_client_ttl.py	202	# Create a stream that raises on seek	COMMENT
MEDIUM⚡	tests/unit/workflow/test_file_parser_block.py	109	# Create a minimal valid PDF file	COMMENT
MEDIUM	tests/unit/embedded/test_sqlite_server_mode.py	406	# Create a client with a bad setting that will cause validation error	COMMENT
MEDIUM	tests/unit_tests/test_file_parser_block.py	25	# Create a mock OutputParameter with all required fields	COMMENT
MEDIUM⚡	tests/unit_tests/test_file_parser_block.py	88	# Create a mock OutputParameter	COMMENT
MEDIUM⚡	tests/unit_tests/test_file_parser_block.py	151	# Create a binary file that's definitely not CSV	COMMENT
MEDIUM	tests/unit_tests/test_file_parser_block.py	233	# Create a DataFrame with NaN, NaT, and timestamp values	COMMENT
MEDIUM	tests/unit_tests/test_schema_validator.py	455	# Create a schema that will fail Draft202012Validator.check_schema	COMMENT
MEDIUM	tests/sdk/python_sdk/conftest.py	57	# Create a handler class that serves from the specific directory	COMMENT
MEDIUM⚡	docs/api-reference/openapi.json	566	"code": "\nfrom skyvern import Skyvern\n\n# Create a workflow in JSON format\nworkflow_definition = {\n	CODE
MEDIUM⚡	docs/api-reference/openapi.json	3117	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\n# Create a blank br	CODE
MEDIUM⚡	fern/openapi/skyvern_openapi.json	568	"code": "\nfrom skyvern import Skyvern\n\n# Create a workflow in JSON format\nworkflow_definition = {\n	CODE
MEDIUM⚡	fern/openapi/skyvern_openapi.json	2310	"code": "from skyvern import Skyvern\n\nskyvern = Skyvern(api_key=\"YOUR_API_KEY\")\n# Create a blank br	CODE
MEDIUM	skyvern/core/script_generations/real_skyvern_page_ai.py	835	# Create the episode now so v3's agent can attach decisions to it.	COMMENT
MEDIUM	skyvern/core/script_generations/generate_script.py	2728	# Create the for loop target (current_value)	COMMENT
MEDIUM	skyvern/core/script_generations/generate_script.py	2751	# Create the async for loop	COMMENT
MEDIUM	skyvern/core/script_generations/generate_script.py	3698	# Create a requires_agent entry (no code, no run_signature)	COMMENT
MEDIUM	skyvern/core/script_generations/generate_script.py	3843	# Create a temporary module to convert the start block content to a function	COMMENT
MEDIUM⚡	skyvern/webeye/actions/handler.py	4374	# Create a TerminateAction and execute it	COMMENT
MEDIUM	skyvern/webeye/actions/handler.py	3791	# This function is deprecated in 'extract-actions' prompt. Downloads are handled by the click action handler now.	COMMENT
MEDIUM	skyvern/library/skyvern_browser.py	32	# Create a new page	STRING
MEDIUM	skyvern/cli/mcp_tools/prompts.py	884	# Create a new comment	COMMENT
MEDIUM	skyvern/forge/sdk/log_artifacts.py	85	# This function is called from ``update_workflow_run`` in the DB layer, which	COMMENT
MEDIUM	skyvern/forge/sdk/workflow/service.py	1462	# Create the workflow run and set skyvern context	COMMENT
MEDIUM	skyvern/forge/sdk/workflow/service.py	4334	# Create the browser with the saved profile and navigate	COMMENT
MEDIUM	skyvern/forge/sdk/workflow/service.py	8408	# Create a new version of the SAME script_id instead of a new script	COMMENT
MEDIUM	skyvern/forge/sdk/workflow/models/block.py	2231	# Create a temporary output parameter using the current block's workflow_id	COMMENT
MEDIUM	skyvern/forge/sdk/workflow/models/block.py	2594	# Create a failure block result for this iteration	COMMENT
MEDIUM	skyvern/forge/sdk/api/llm/config_registry.py	1536	# Create a GCP service account WITH the Vertex AI API access enabled	COMMENT
MEDIUM	skyvern/forge/sdk/routes/agent_protocol.py	5302	# Create a new timeline with processed children	COMMENT
MEDIUM	skyvern/forge/sdk/routes/credentials.py	820	# Create a temporary credential	COMMENT
MEDIUM	skyvern/forge/sdk/routes/credentials.py	2479	# Create the new token	COMMENT
MEDIUM	skyvern/forge/sdk/routes/credentials.py	2736	# Create the new Azure token	COMMENT
MEDIUM	skyvern/forge/sdk/routes/credentials.py	2842	# Create the new configuration	COMMENT
MEDIUM⚡	skyvern/forge/sdk/routes/code_samples.py	910	# Create a blank browser profile for future runs	COMMENT
MEDIUM⚡	skyvern/forge/sdk/routes/code_samples.py	916	# Create a browser profile from a persistent browser session	COMMENT
MEDIUM	skyvern/forge/sdk/routes/code_samples.py	277	# Create a workflow in JSON format	COMMENT
MEDIUM	skyvern/forge/sdk/routes/scripts.py	584	# Create a new version of the script	COMMENT
MEDIUM	skyvern/forge/sdk/routes/scripts.py	1400	# Create a new script version with the updated blocks	COMMENT
MEDIUM	skyvern/services/workflow_script_service.py	1884	# Create a new script version	COMMENT
MEDIUM	skyvern/services/workflow_script_service.py	2053	# Create the workflow script mapping for cache lookup	COMMENT
MEDIUM	skyvern/services/workflow_script_service.py	2181	# Create a new script version	COMMENT
MEDIUM	skyvern/services/task_v2_service.py	242	# Create a dedicated termination thought for UI visibility	COMMENT
MEDIUM	skyvern/services/script_service.py	1642	# Create a new script version	COMMENT

Docstring Block Structure30 hits · 150 pts

Severity	File	Line	Snippet	Context
HIGH	skyvern/core/script_generations/skyvern_page.py	346	Click an element using a CSS selector, AI-powered prompt matching, or both. This method supports three modes:	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	553	Fill an input field using a CSS selector, AI-powered prompt matching, or both. This method supports three modes	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	705	Fill an autocomplete input by typing a value and clicking the matching dropdown option. Handles widgets like Go	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	1262	Select an option from a dropdown using a CSS selector, AI-powered prompt matching, or both. This method support	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	1420	Extract structured data from the page using AI. Args: prompt: Natural language description of what	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	1468	Validate the current page state using AI. Args: prompt: Validation criteria or condition to check	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	1511	Classify the current page state against named options using a tiered cascade. This method uses a three-tier app	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3396	Activate the AI agent from the CURRENT page position to achieve a goal. Instead of re-running the entire block	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3439	Send a prompt to the LLM and get a response based on the provided schema. This method allows you to interact wi	STRING
HIGH	skyvern/core/script_generations/skyvern_page.py	3510	Get a Playwright locator using a CSS selector, AI-powered prompt, or both. This method extends Playwright's loc	STRING
HIGH	skyvern/library/skyvern_browser_page_agent.py	356	Run a workflow in the context of this page and wait for it to finish. Args: workflow_id: ID of the	STRING
HIGH	skyvern/cli/core/browser_launcher.py	230	Launch Chrome with CDP enabled and wait for it to be ready. Args: port: The port for Chrome's CDP server.	STRING
HIGH	skyvern/cli/core/browser_launcher.py	294	Wait for Chrome's CDP server to be ready and return the WebSocket URL. Args: port: CDP port to poll.	STRING
HIGH	skyvern/schemas/workflows.py	188	Sanitizes parameter keys and collects the key mapping. Args: parameters: List of parameter dictionaries	STRING
HIGH	skyvern/forge/sdk/core/curl_converter.py	11	Parse a curl command into HTTP request parameters using curlparser library. Args: curl_command: The cu	STRING
HIGH	skyvern/forge/sdk/utils/pdf_parser.py	29	Extract text from a PDF file with fallback support. This function attempts to parse the PDF using pypdf first.	STRING
HIGH	skyvern/forge/sdk/utils/pdf_parser.py	149	Validate that a file is a readable PDF. This function attempts to validate the PDF using pypdf first. If that	STRING
HIGH	skyvern/forge/sdk/workflow/context_manager.py	602	Extract vault_id and item_id from the credential_id. This method handles the legacy format vault_id:ite	STRING
HIGH	skyvern/forge/sdk/workflow/models/block.py	9890	Resolve a dotted/bracket access path on a nested value. Examples: _resolve_nested_path({"a": {"b": 1}}	STRING
HIGH	skyvern/forge/sdk/workflow/models/block.py	10027	Extract the evaluations array from LLM output. ExtractionBlock wraps output in 'extracted_information', so we	STRING
HIGH	skyvern/forge/sdk/db/repositories/artifacts.py	160	Return artifacts associated with a run. Args: run_id: The ID of the run to get artifacts for	STRING
HIGH	skyvern/forge/sdk/api/azure.py	62	Create or update a secret in Azure Key Vault. Args: secret_name: The name of the secret to create o	STRING
HIGH	skyvern/forge/sdk/api/azure.py	78	Delete a secret from Azure Key Vault. Args: secret_name: The name of the secret to delete	STRING
HIGH	skyvern/forge/sdk/api/custom_credential_client.py	170	Create a credential using the custom API. Args: name: Name of the credential c	STRING
HIGH	skyvern/forge/sdk/api/custom_credential_client.py	254	Get a credential using the custom API. Args: credential_id: ID of the credential to retrie	STRING
HIGH	skyvern/forge/sdk/api/llm/api_handler_factory.py	1136	Custom LLM API handler that utilizes the LiteLLM router and fallbacks to OpenAI GPT-4 Vision.	STRING
HIGH	skyvern/forge/sdk/routes/agent_protocol.py	3954	Get all artifacts for an entity (step, task, workflow_run). Args: entity_type: Type of entity to fetch	STRING
HIGH	skyvern/forge/sdk/routes/webhooks.py	216	Return the replay payload preview for a completed run. Args: run_id (str): Identifier of the run to preview	STRING
HIGH	skyvern/forge/sdk/routes/webhooks.py	270	Replay a completed run's webhook to the stored or override URL. Args: run_id (str): Identifier of the run w	STRING
HIGH	…services/credential/custom_credential_vault_service.py	39	Get or create a CustomCredentialAPIClient for the given organization. Args: organization_i	STRING

Structural Annotation Overuse85 hits · 139 pts

Severity	File	Line	Snippet	Context
LOW⚡	README.md	274	#### Step 1: Enable remote debugging in Chrome	COMMENT
LOW⚡	README.md	283	#### Step 2: Connect Skyvern	COMMENT
LOW⚡	…-frontend/src/routes/workflows/editor/FlowRenderer.tsx	1058	// Step 1: Remove inline {{ deleted_block_output }} references from all nodes	COMMENT
LOW⚡	…-frontend/src/routes/workflows/editor/FlowRenderer.tsx	1065	// Step 2: Remove from parameterKeys arrays and handle special cases	COMMENT
LOW⚡	…end/src/routes/workflows/editor/workflowEditorUtils.ts	3851	// Step 1: Update inline {{ old_output }} references to {{ new_output }}	COMMENT
LOW⚡	…end/src/routes/workflows/editor/workflowEditorUtils.ts	3858	// Step 2: Update parameterKeys arrays and the label of the renamed node	COMMENT
LOW⚡	…es/workflows/editor/panels/WorkflowParametersPanel.tsx	80	// Step 1: Remove inline {{ parameter.key }} references	COMMENT
LOW⚡	…es/workflows/editor/panels/WorkflowParametersPanel.tsx	85	// Step 2: Remove from parameterKeys arrays	COMMENT
LOW⚡	…es/workflows/editor/panels/WorkflowParametersPanel.tsx	280	// Step 1: Update inline {{ old_key }} references to {{ new_key }}	COMMENT
LOW⚡	…es/workflows/editor/panels/WorkflowParametersPanel.tsx	285	// Step 2: Update parameterKeys arrays	COMMENT
LOW	tests/unit/test_workflow_schema_field_preservation.py	374	# Step 1: Build existing field assignments	STRING
LOW	tests/unit/test_workflow_schema_field_preservation.py	386	# Step 2: SKY-8965 Phase 2 — deterministic picker preserves existing	STRING
LOW⚡	tests/unit/workflow/test_browser_session_id_template.py	244	# Step 1: Register context (like initialize_workflow_run_context does)	COMMENT
LOW⚡	tests/unit/workflow/test_browser_session_id_template.py	254	# Step 2: Simulate auto_create_browser_session_if_needed returning a session,	COMMENT
LOW⚡	tests/unit/workflow/test_browser_session_id_template.py	260	# Step 3: Verify template rendering (as _execute_workflow_blocks would)	COMMENT
LOW	…ions/2025_10_30_1414-541870962332_add_folders_table.py	24	# Step 1: Create folders table	COMMENT
LOW	…ions/2025_10_30_1414-541870962332_add_folders_table.py	56	# Step 2: Add folder_id to workflows table	COMMENT
LOW⚡	…ions/2025_10_30_1414-541870962332_add_folders_table.py	81	# Step 1: Remove folder_id from workflows table (must be done before dropping folders table)	COMMENT
LOW⚡	…ions/2025_10_30_1414-541870962332_add_folders_table.py	86	# Step 2: Drop folders table	COMMENT
LOW	skills/skyvern/SKILL.md	11	## Step 1: Classify Your Task (ALWAYS do this first)	COMMENT
LOW	skills/skyvern/SKILL.md	25	## Step 2: Apply These Decision Rules	COMMENT
LOW	skills/skyvern/SKILL.md	34	## Step 3: Create a Session	COMMENT
LOW	skills/skyvern/SKILL.md	52	## Step 4: Execute by Classification	COMMENT
LOW	skills/skyvern/SKILL.md	138	## Step 5: Verify	COMMENT
LOW	skills/skyvern/SKILL.md	148	## Step 6: Error Recovery	COMMENT
LOW	skyvern/core/script_generations/generate_script.py	3981	# Step 1: Get or create ScriptBlock record for this revision	COMMENT
LOW	skyvern/core/script_generations/generate_script.py	4014	# Step 2: Create or update ScriptFile with content deduplication	COMMENT
LOW⚡	skyvern/webeye/utils/dom.py	1109	# Step 1: Use native element.scrollIntoView() which handles both window scrolling	COMMENT
LOW⚡	skyvern/webeye/utils/dom.py	1150	# Step 2: Playwright actionability confirmation. After Step 1, the element should	COMMENT
LOW⚡	skyvern/cli/browser.py	252	# Step 1: Check if debugging is already enabled	COMMENT
LOW⚡	skyvern/cli/browser.py	266	# Step 2: Guide the user to enable Chrome remote debugging.	COMMENT
LOW⚡	skyvern/cli/browser.py	274	# Step 3: Auto-discover the debugging server with retries	COMMENT
LOW	skyvern/cli/browser.py	293	# Step 4: Fallback — ask for manual URL	COMMENT
LOW⚡	skyvern/cli/setup_commands.py	1013	# Step 1: Credentials	COMMENT
LOW⚡	skyvern/cli/setup_commands.py	1022	# Step 2: Detect tools	COMMENT
LOW	skyvern/cli/setup_commands.py	1069	# Step 3: Configure detected tools	COMMENT
LOW	skyvern/cli/skills/qa/SKILL.md	35	## Step 1: Understand the Changes	COMMENT
LOW	skyvern/cli/skills/qa/SKILL.md	67	## Step 2: Classify the Diff	COMMENT
LOW	skyvern/cli/skills/qa/SKILL.md	83	## Step 3: Choose the Validation Strategy	COMMENT
LOW	skyvern/cli/skills/qa/SKILL.md	335	## Step 5: Report Results	COMMENT
LOW	skyvern/cli/skills/qa/SKILL.md	369	## Step 6: Post Evidence to PR	COMMENT
LOW	skyvern/cli/skills/smoke-test/SKILL.md	47	## Step 1: Understand the Changes	COMMENT
LOW	skyvern/cli/skills/smoke-test/SKILL.md	79	## Step 2: Classify the Diff	COMMENT
LOW	skyvern/cli/skills/smoke-test/SKILL.md	95	## Step 3: Choose the Validation Strategy	COMMENT
LOW	skyvern/cli/skills/smoke-test/SKILL.md	159	## Step 4: Start the App	COMMENT
LOW	skyvern/cli/skills/smoke-test/SKILL.md	178	## Step 5: Generate Smoke Test Cases	COMMENT
LOW	skyvern/cli/skills/smoke-test/SKILL.md	212	## Step 6: Run Tests via Browser Tools	COMMENT
LOW	skyvern/cli/skills/smoke-test/SKILL.md	312	## Step 7: Report Results	COMMENT
LOW	skyvern/cli/skills/smoke-test/SKILL.md	360	## Step 8: Post to PR	COMMENT
LOW	skyvern/cli/skills/skyvern/SKILL.md	11	## Step 1: Classify Your Task (ALWAYS do this first)	COMMENT
LOW	skyvern/cli/skills/skyvern/SKILL.md	25	## Step 2: Apply These Decision Rules	COMMENT
LOW	skyvern/cli/skills/skyvern/SKILL.md	34	## Step 3: Create a Session	COMMENT
LOW	skyvern/cli/skills/skyvern/SKILL.md	52	## Step 4: Execute by Classification	COMMENT
LOW	skyvern/cli/skills/skyvern/SKILL.md	138	## Step 5: Verify	COMMENT
LOW	skyvern/cli/skills/skyvern/SKILL.md	148	## Step 6: Error Recovery	COMMENT
LOW⚡	skyvern/cli/mcp_tools/prompts.py	159	### Step 1: Create and run	COMMENT
LOW⚡	skyvern/cli/mcp_tools/prompts.py	163	### Step 2: Check status	COMMENT
LOW⚡	skyvern/cli/mcp_tools/prompts.py	170	### Step 3: Fix and re-run	COMMENT
LOW⚡	skyvern/cli/mcp_tools/prompts.py	249	## Step 1: Read the Error	COMMENT
LOW⚡	skyvern/cli/mcp_tools/prompts.py	846	## Step 5: Post Evidence to PR	COMMENT
25 more matches not shown…

Modern Structural Boilerplate126 hits · 130 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/fake_workflow_run_context.py	42	def update_block_metadata(self, label: str, metadata: dict[str, Any]) -> None:	CODE
LOW⚡	tests/unit/fake_workflow_run_context.py	51	def set_value(self, key: str, value: Any) -> None:	CODE
LOW	tests/unit/test_block_description_caching.py	53	def _setup_mocks(mock_app: MagicMock) -> None:	CODE
LOW⚡	tests/unit/test_cdp_connection_retry.py	19	def _set_budget(monkeypatch: pytest.MonkeyPatch, attempts: int, backoff: list[float]) -> None:	CODE
LOW	tests/unit/test_quickstart_command.py	26	def _set_home(monkeypatch, home: Path) -> None:	CODE
LOW	…test_real_browser_state_discards_orphaned_tab_video.py	61	async def _set_working_page(page: MagicMock \| None, index: int = 0) -> None:	CODE
LOW	…test_real_browser_state_discards_orphaned_tab_video.py	122	async def _set_working_page(page: MagicMock \| None, index: int = 0) -> None:	CODE
LOW	…unit/test_copilot_code_artifact_metadata_violations.py	905	def set_attributes(self, fields: dict) -> None:	STRING
LOW	tests/unit/test_copilot_completion_verification.py	3057	def _set_workflow_labels(ctx: CopilotContext, *labels: str) -> None:	STRING
LOW⚡	tests/unit/test_pdf_download_fixes.py	471	def _setup_context(self) -> None:	CODE
LOW	tests/unit/test_artifact_url_expiry_org_config.py	410	__all__ = [	CODE
LOW⚡	tests/unit/test_collapse_fanout_gates.py	63	def _set_provider(monkeypatch: pytest.MonkeyPatch, provider: FakeExperimentationProvider) -> None:	CODE
LOW	tests/unit/test_copilot_frontier.py	1305	def _set_failure_ctx(ctx: CopilotContext, definition: _FakeDefinition, reason: str) -> None:	STRING
LOW	tests/unit/test_feature_flag_resolution_logging.py	68	def _set_context() -> None:	CODE
LOW	tests/unit/test_feature_flag_resolution_logging.py	81	def _set_logger(monkeypatch: pytest.MonkeyPatch, logger: CaptureLogger) -> None:	CODE
LOW	tests/unit/workflow/test_dag_engine.py	79	def update_block_metadata(self, label: str, metadata: dict) -> None:	CODE
LOW⚡	tests/unit/workflow/test_code_block_escalation.py	177	async def _update_workflow_run_block(**kwargs: object) -> None:	CODE
LOW	scripts/patch_generated_client.py	77	FORWARD_REFS_OLD = """def update_forward_refs(model: Type["Model"], **localns: Any) -> None:	CODE
LOW	scripts/patch_generated_client.py	83	FORWARD_REFS_NEW = """def update_forward_refs(model: Type["Model"], **localns: Any) -> None:	CODE
LOW	skyvern/__init__.py	52	__all__ = ["__version__", _base_lazy_imports, _server_lazy_imports]	CODE
LOW	skyvern/settings_manager.py	13	def set_settings(settings: Settings) -> None:	CODE
LOW⚡	skyvern/core/script_generations/script_skyvern_page.py	1115	async def _update_step_output_before_complete(self, context: skyvern_context.SkyvernContext) -> None:	CODE
LOW	skyvern/core/script_generations/script_skyvern_page.py	1171	def set_run_context(self, run_context: RunContext) -> None:	CODE
LOW	skyvern/core/script_generations/script_skyvern_page.py	1179	def set_cached_fn(self, cache_key: str, fn: Callable) -> None:	CODE
LOW	skyvern/experimentation/__init__.py	5	__all__ = ["WaitConfig", "get_wait_config_from_experiment", "WAIT_VARIANTS"]	CODE
LOW	skyvern/webeye/browser_state.py	56	async def set_working_page(self, page: Page \| None, index: int = 0) -> None: ...	CODE
LOW	skyvern/webeye/browser_state.py	58	async def set_active_page(self, page: Page) -> None: ...	CODE
LOW	skyvern/webeye/dialog_handler.py	118	def set_dialog_handler(browser_context: BrowserContext) -> None:	CODE
LOW	skyvern/webeye/real_browser_state.py	339	async def set_working_page(self, page: Page \| None, index: int = 0) -> None:	CODE
LOW	skyvern/webeye/real_browser_state.py	345	async def set_active_page(self, page: Page) -> None:	CODE
LOW	skyvern/webeye/browser_factory.py	134	def set_browser_console_log(browser_context: BrowserContext, browser_artifacts: BrowserArtifacts) -> None:	CODE
LOW	skyvern/webeye/browser_factory.py	161	def set_popup_video_listener(browser_context: BrowserContext, browser_artifacts: BrowserArtifacts) -> None:	CODE
LOW	skyvern/webeye/cdp_download_interceptor.py	345	def set_download_dir(self, download_dir: str) -> None:	CODE
LOW	skyvern/webeye/real_browser_manager.py	541	def set_video_artifact_for_task(self, task: Task, artifacts: list[VideoArtifact]) -> None:	CODE
LOW	skyvern/webeye/browser_manager.py	65	def set_video_artifact_for_task(self, task: Task, artifacts: list[VideoArtifact]) -> None: ...	CODE
LOW	skyvern/webeye/scraper/scraper.py	715	def set_element_tree_trimmed(self, element_tree_trimmed: list[dict]) -> None:	CODE
LOW	skyvern/webeye/utils/page.py	1003	async def _set_enriched_element_tree_flag(self) -> None:	STRING
LOW	skyvern/webeye/actions/actions.py	183	def set_has_mini_agent(self) -> None:	CODE
LOW	skyvern/library/__init__.py	8	__all__ = ["Skyvern"]	CODE
LOW	skyvern/cli/__init__.py	3	__all__ = [	CODE
LOW	skyvern/cli/llm_setup.py	90	def set_env_var(key: str, value: str) -> None:	CODE
LOW	skyvern/cli/init_command.py	408	def set_env_var(key: str, value: str) -> None:	CODE
LOW	skyvern/cli/core/session_manager.py	278	def set_current_session(state: SessionState) -> None:	CODE
LOW	skyvern/cli/core/session_manager.py	299	def set_stateless_http_mode(enabled: bool) -> None:	CODE
LOW	skyvern/cli/core/__init__.py	36	__all__ = [	CODE
LOW	skyvern/cli/core/result.py	44	def set_concise_responses(enabled: bool) -> None:	CODE
LOW	skyvern/cli/core/unified_server.py	59	def _setup_routes(self) -> None:	CODE
LOW	skyvern/cli/mcp_tools/origin_middleware.py	134	__all__ = ["MCP_LOOPBACK_HOSTS", "MCP_ORIGIN_HOSTS", "OriginValidationMiddleware", "is_allowed_origin"]	CODE
LOW⚡	skyvern/cli/mcp_tools/_common.py	70	__all__ = [	CODE
LOW	skyvern/cli/mcp_tools/__init__.py	516	__all__ = [	STRING
LOW	skyvern/cli/mcp_tools/response.py	199	__all__ = [	CODE
LOW	skyvern/cli/mcp_tools/_session.py	26	__all__ = [	CODE
LOW	skyvern/cli/mcp_tools/_client.py	11	__all__ = ["get_skyvern"]	CODE
LOW	skyvern/cli/mcp_tools/schedule.py	568	__all__ = [	CODE
LOW	skyvern/cli/mcp_tools/code_block.py	182	__all__ = ["skyvern_code_block_lint", "skyvern_code_block_synthesize"]	CODE
LOW	skyvern/schemas/llm.py	6	__all__ = [	CODE
LOW	skyvern/forge/__init__.py	14	def set_app(self, inst: ForgeApp) -> None:	CODE
LOW	skyvern/forge/__init__.py	38	def set_force_app_instance(inst: ForgeApp) -> None:	CODE
LOW⚡	skyvern/forge/agent_functions.py	1173	async def set_workflow_schedule_enabled(self, backend_schedule_id: str, enabled: bool) -> None:	CODE
LOW	skyvern/forge/sdk/settings_manager.py	3	__all__ = ["SettingsManager"]	CODE
66 more matches not shown…

AI Structural Patterns169 hits · 124 pts

Severity	File	Line	Context
LOW	tests/unit/test_cached_script_deploy_service.py	81	CODE
LOW	…sts/unit/test_chain_click_blocked_anchor_navigation.py	304	CODE
LOW	tests/unit/test_llm_handler_parity_characterization.py	236	CODE
LOW	tests/unit/test_llm_handler_parity_characterization.py	285	CODE
LOW	tests/unit/test_schedule_mcp_tools.py	27	CODE
LOW	tests/unit/test_copilot_failure_tracking.py	32	CODE
LOW	tests/unit/copilot_test_helpers.py	163	CODE
LOW	skyvern/core/script_generations/skyvern_page_ai.py	36	CODE
LOW	skyvern/core/script_generations/real_skyvern_page_ai.py	300	CODE
LOW	skyvern/core/script_generations/real_skyvern_page_ai.py	1587	CODE
LOW	skyvern/core/script_generations/generate_script.py	3175	CODE
LOW	skyvern/core/script_generations/skyvern_page.py	539	CODE
LOW	skyvern/core/script_generations/skyvern_page.py	656	CODE
LOW	skyvern/core/script_generations/skyvern_page.py	1003	CODE
LOW	skyvern/webeye/browser_state.py	23	CODE
LOW	skyvern/webeye/browser_state.py	40	CODE
LOW	skyvern/webeye/browser_state.py	68	CODE
LOW	skyvern/webeye/browser_state.py	101	CODE
LOW	skyvern/webeye/persistent_sessions_manager.py	92	CODE
LOW	skyvern/webeye/real_browser_state.py	149	CODE
LOW	skyvern/webeye/real_browser_state.py	350	CODE
LOW	skyvern/webeye/real_browser_state.py	448	CODE
LOW	skyvern/webeye/real_browser_state.py	560	CODE
LOW	skyvern/webeye/default_persistent_sessions_manager.py	342	CODE
LOW	skyvern/webeye/real_browser_manager.py	187	CODE
LOW	skyvern/webeye/scraper/scraper.py	190	CODE
LOW	skyvern/webeye/scraper/scraper.py	386	CODE
LOW	skyvern/webeye/actions/handler.py	6262	CODE
LOW	skyvern/library/skyvern.py	294	CODE
LOW	skyvern/library/skyvern.py	351	CODE
LOW	skyvern/library/skyvern.py	407	CODE
LOW	skyvern/library/embedded_server_factory.py	127	CODE
LOW	skyvern/library/skyvern_browser_page_agent.py	42	CODE
LOW	skyvern/library/skyvern_browser_page_agent.py	108	CODE
LOW	skyvern/library/skyvern_browser_page_agent.py	123	CODE
LOW	skyvern/library/skyvern_browser_page_agent.py	155	CODE
LOW	skyvern/library/skyvern_browser_page_agent.py	172	CODE
LOW	skyvern/library/skyvern_browser_page_agent.py	289	CODE
LOW	skyvern/library/skyvern_browser_page_agent.py	343	CODE
LOW	skyvern/library/skyvern_browser_page_ai.py	79	CODE
LOW	skyvern/cli/credentials.py	59	CODE
LOW	skyvern/cli/schedule_command.py	181	CODE
LOW	skyvern/cli/schedule_command.py	214	CODE
LOW	skyvern/cli/setup_commands.py	1184	CODE
LOW	skyvern/cli/setup_commands.py	1226	CODE
LOW	skyvern/cli/setup_commands.py	1274	CODE
LOW	skyvern/cli/setup_commands.py	1300	CODE
LOW	skyvern/cli/setup_commands.py	1339	CODE
LOW	skyvern/cli/setup_commands.py	1455	CODE
LOW	skyvern/cli/workflow.py	271	CODE
LOW	skyvern/cli/init_command.py	328	CODE
LOW	skyvern/cli/init_command.py	346	CODE
LOW	skyvern/cli/init_command.py	363	CODE
LOW	skyvern/cli/quickstart.py	764	CODE
LOW	skyvern/cli/commands/browser.py	470	CODE
LOW	skyvern/cli/commands/browser.py	682	CODE
LOW	skyvern/cli/commands/browser.py	781	CODE
LOW	skyvern/cli/commands/browser.py	911	CODE
LOW	skyvern/cli/commands/browser.py	1014	CODE
LOW	skyvern/cli/commands/browser.py	1180	CODE
109 more matches not shown…

Redundant / Tautological Comments75 hits · 108 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_workflow_schema_field_preservation.py	30	# Check if real LLM tests should run (set RUN_LLM_TESTS=1 to enable)	COMMENT
LOW	skyvern/core/script_generations/generate_script.py	285	# Check if this task has existing field names to preserve	COMMENT
LOW	skyvern/core/script_generations/generate_script.py	3605	# Check if already cached (for progressive caching)	COMMENT
LOW	skyvern/core/script_generations/generate_script.py	3675	# Check if the reviewer has already provided code for this block	COMMENT
LOW	skyvern/core/script_generations/skyvern_page.py	903	# Check if the value persisted	COMMENT
LOW	skyvern/experimentation/wait_config.py	170	# Check if user is in the experiment	COMMENT
LOW	skyvern/webeye/browser_factory.py	952	# Check if Chrome is already running	COMMENT
LOW	skyvern/webeye/scraper/scraped_page.py	122	# Check if the element is self-closing	COMMENT
LOW⚡	skyvern/webeye/actions/handler.py	4364	# Check if we should terminate instead of complete	COMMENT
LOW	skyvern/webeye/actions/handler.py	2886	# Check if cached TOTP has expired	COMMENT
LOW	skyvern/cli/doctor.py	291	# Check if any tools are even installed (binary on PATH or config dir exists)	COMMENT
LOW	skyvern/cli/quickstart.py	929	# Check if Docker Compose option was explicitly requested or offer choice	COMMENT
LOW	skyvern/cli/commands/browser.py	1530	# Check if Chrome process is still alive	COMMENT
LOW	skyvern/cli/commands/browser.py	1616	# Check if ngrok is installed	COMMENT
LOW	skyvern/cli/commands/browser.py	1626	# Check if ngrok auth token is configured	COMMENT
LOW	skyvern/cli/commands/browser.py	1650	# Check if ngrok died (e.g. bad auth token, port conflict)	COMMENT
LOW	skyvern/forge/agent.py	2063	# Check if Skyvern already returned a complete action, if so, don't run user goal check	COMMENT
LOW	skyvern/forge/agent.py	2254	# Check if the src is a data URI with base64 encoded PDF	COMMENT
LOW	skyvern/forge/agent.py	3105	# Check if we should use the termination-aware prompt (experiment)	COMMENT
LOW	skyvern/forge/agent.py	3240	# Check if we should terminate instead of complete	COMMENT
LOW	skyvern/forge/agent.py	3564	# Check if we have pre-scraped data from parallel verification optimization	COMMENT
LOW	skyvern/forge/agent.py	4121	# Check if prompt caching is enabled for extract-action	COMMENT
LOW	skyvern/forge/agent.py	4450	# Check if inputs are close together or have similar attributes	COMMENT
LOW	skyvern/forge/agent.py	4510	# Check if we have multiple consecutive single-digit INPUT_TEXT actions	COMMENT
LOW	skyvern/forge/agent.py	5756	# Check if this is an LLM provider error	COMMENT
LOW	skyvern/forge/agent.py	5814	# Check if we have LLM errors even if the summarization failed	COMMENT
LOW	skyvern/forge/agent.py	5883	# Check if this is an LLM provider error	COMMENT
LOW	skyvern/forge/agent.py	5961	# Check if we have LLM errors even if the summarization failed	COMMENT
LOW	skyvern/forge/agent.py	6104	# Check if parallel verification should be used	COMMENT
LOW	skyvern/forge/sdk/models.py	124	# Check if there is a successful complete action	COMMENT
LOW	skyvern/forge/sdk/models.py	160	# Check if there is a successful terminate action	COMMENT
LOW	skyvern/forge/sdk/forge_log.py	347	# Check if it's a subclass of known exception types	COMMENT
LOW	skyvern/forge/sdk/forge_log.py	396	# Check if exception is a subclass of transient exceptions	COMMENT
LOW	skyvern/forge/sdk/forge_log.py	403	# Check if exception is a subclass of bug exceptions	COMMENT
LOW	…rn/forge/sdk/workflow/workflow_definition_converter.py	112	# Check if user's trying to manually create an output parameter	COMMENT
LOW	…rn/forge/sdk/workflow/workflow_definition_converter.py	125	# Check if any parameter keys collide with automatically created output parameter keys	COMMENT
LOW	skyvern/forge/sdk/workflow/service.py	2621	# Check if there's a related workflow script that should be used instead.	COMMENT
LOW	skyvern/forge/sdk/workflow/service.py	2682	# Check if there's a finally block configured	COMMENT
LOW	skyvern/forge/sdk/workflow/service.py	4086	# Check if this block is designated as requires_agent by the script reviewer.	COMMENT
LOW	skyvern/forge/sdk/workflow/service.py	4094	# Check if this block has never been cached (e.g. from an unexecuted	COMMENT
LOW	skyvern/forge/sdk/workflow/service.py	5913	# Check if this workflow/org should use browser sessions (anti-bot detection mitigation)	COMMENT
LOW	skyvern/forge/sdk/workflow/service.py	8569	# Check if the script is pinned — skip auto-review for pinned scripts.	COMMENT
LOW	skyvern/forge/sdk/workflow/context_manager.py	615	# Check if it's in the format vault_id:item_id	COMMENT
LOW	skyvern/forge/sdk/workflow/context_manager.py	835	# Check if item is None	COMMENT
LOW⚡	skyvern/forge/sdk/workflow/models/block.py	9134	# Check if file_path is a URL or managed storage URI	COMMENT
LOW⚡	skyvern/forge/sdk/workflow/models/block.py	9142	# Check if file is in allowed directories	COMMENT
LOW⚡	skyvern/forge/sdk/workflow/models/block.py	9152	# Check if file is within any allowed directory	COMMENT
LOW	skyvern/forge/sdk/workflow/models/block.py	1957	# Check if this looks like a parameter path (contains dots and/or _output)	COMMENT
LOW	skyvern/forge/sdk/workflow/models/block.py	6642	# Check if the recipient is a parameter and get its value	COMMENT
LOW	skyvern/forge/sdk/workflow/models/block.py	6720	# Check if the filename has an extension	COMMENT
LOW	skyvern/forge/sdk/workflow/models/block.py	8395	# Check if timeout_seconds has elapsed	COMMENT
LOW	skyvern/forge/sdk/workflow/models/block.py	8904	# Check if url is a parameter	COMMENT
LOW	skyvern/forge/sdk/db/repositories/folders.py	174	# Check if folder exists	COMMENT
LOW	skyvern/forge/sdk/api/files.py	202	# Check if URL is a Google Drive link	COMMENT
LOW	skyvern/forge/sdk/api/files.py	210	# Check if URL is a cloud storage URI handled by the configured storage backend.	COMMENT
LOW	skyvern/forge/sdk/api/files.py	233	# Check if URL is a file:// URI	COMMENT
LOW⚡	skyvern/forge/sdk/api/llm/schema_validator.py	75	# Check if null is allowed in the schema type	COMMENT
LOW	skyvern/forge/sdk/api/llm/api_handler_factory.py	1283	# Check if this is an OpenAI model	COMMENT
LOW	skyvern/forge/sdk/api/llm/api_handler_factory.py	2045	# Check if this is an OpenAI model	COMMENT
LOW	skyvern/forge/sdk/api/llm/utils.py	326	# Check if the next non-whitespace character is a JSON structure character	COMMENT
15 more matches not shown…

Hallucination Indicators8 hits · 100 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/unit/test_script_skyvern_page.py	971	assert "654321" not in script_page._ai.ai_input_text.await_args.kwargs.values()	CODE
CRITICAL	tests/unit/test_script_skyvern_page.py	1191	assert "654321" not in script_page._ai.ai_input_text.await_args.kwargs.values()	CODE
CRITICAL⚡	tests/unit/test_copilot_probable_site_block.py	364	assert "configure a proxy" in exc_info.value.halt.blocker_signal.user_facing_reason.lower()	STRING
CRITICAL	tests/unit/webeye/test_main_world_eval.py	87	page.context.new_cdp_session.return_value.detach.assert_awaited_once()	CODE
CRITICAL⚡	tests/smoke_tests/test_prompts.py	159	# response = await openai_client.client.chat.completions.with_raw_response.create(**llm_request)	COMMENT
CRITICAL	tests/smoke_tests/test_prompts.py	188	# response = await openai_client.client.chat.completions.with_raw_response.create(**llm_request)	COMMENT
CRITICAL	tests/smoke_tests/test_prompts.py	214	# response = await openai_client.client.chat.completions.with_raw_response.create(**llm_request)	COMMENT
CRITICAL	skyvern/forge/sdk/api/real_azure.py	8	from azure.core.exceptions import ResourceNotFoundError	CODE

Verbosity Indicators59 hits · 100 pts

Severity	File	Line	Snippet	Context
LOW⚡	…-frontend/src/routes/workflows/editor/FlowRenderer.tsx	1058	// Step 1: Remove inline {{ deleted_block_output }} references from all nodes	COMMENT
LOW⚡	…-frontend/src/routes/workflows/editor/FlowRenderer.tsx	1065	// Step 2: Remove from parameterKeys arrays and handle special cases	COMMENT
LOW⚡	…end/src/routes/workflows/editor/workflowEditorUtils.ts	3851	// Step 1: Update inline {{ old_output }} references to {{ new_output }}	COMMENT
LOW⚡	…end/src/routes/workflows/editor/workflowEditorUtils.ts	3858	// Step 2: Update parameterKeys arrays and the label of the renamed node	COMMENT
LOW⚡	…es/workflows/editor/panels/WorkflowParametersPanel.tsx	80	// Step 1: Remove inline {{ parameter.key }} references	COMMENT
LOW⚡	…es/workflows/editor/panels/WorkflowParametersPanel.tsx	85	// Step 2: Remove from parameterKeys arrays	COMMENT
LOW⚡	…es/workflows/editor/panels/WorkflowParametersPanel.tsx	280	// Step 1: Update inline {{ old_key }} references to {{ new_key }}	COMMENT
LOW⚡	…es/workflows/editor/panels/WorkflowParametersPanel.tsx	285	// Step 2: Update parameterKeys arrays	COMMENT
LOW	tests/unit/test_workflow_schema_field_preservation.py	374	# Step 1: Build existing field assignments	STRING
LOW	tests/unit/test_workflow_schema_field_preservation.py	386	# Step 2: SKY-8965 Phase 2 — deterministic picker preserves existing	STRING
LOW⚡	tests/unit/workflow/test_browser_session_id_template.py	244	# Step 1: Register context (like initialize_workflow_run_context does)	COMMENT
LOW⚡	tests/unit/workflow/test_browser_session_id_template.py	254	# Step 2: Simulate auto_create_browser_session_if_needed returning a session,	COMMENT
LOW⚡	tests/unit/workflow/test_browser_session_id_template.py	260	# Step 3: Verify template rendering (as _execute_workflow_blocks would)	COMMENT
LOW	…ions/2025_10_30_1414-541870962332_add_folders_table.py	24	# Step 1: Create folders table	COMMENT
LOW	…ions/2025_10_30_1414-541870962332_add_folders_table.py	56	# Step 2: Add folder_id to workflows table	COMMENT
LOW⚡	…ions/2025_10_30_1414-541870962332_add_folders_table.py	81	# Step 1: Remove folder_id from workflows table (must be done before dropping folders table)	COMMENT
LOW⚡	…ions/2025_10_30_1414-541870962332_add_folders_table.py	86	# Step 2: Drop folders table	COMMENT
LOW	skyvern/core/script_generations/generate_script.py	3981	# Step 1: Get or create ScriptBlock record for this revision	COMMENT
LOW	skyvern/core/script_generations/generate_script.py	4014	# Step 2: Create or update ScriptFile with content deduplication	COMMENT
LOW⚡	skyvern/webeye/utils/dom.py	1109	# Step 1: Use native element.scrollIntoView() which handles both window scrolling	COMMENT
LOW⚡	skyvern/webeye/utils/dom.py	1150	# Step 2: Playwright actionability confirmation. After Step 1, the element should	COMMENT
LOW⚡	skyvern/cli/browser.py	252	# Step 1: Check if debugging is already enabled	COMMENT
LOW⚡	skyvern/cli/browser.py	266	# Step 2: Guide the user to enable Chrome remote debugging.	COMMENT
LOW⚡	skyvern/cli/browser.py	274	# Step 3: Auto-discover the debugging server with retries	COMMENT
LOW	skyvern/cli/browser.py	293	# Step 4: Fallback — ask for manual URL	COMMENT
LOW⚡	skyvern/cli/setup_commands.py	1013	# Step 1: Credentials	COMMENT
LOW⚡	skyvern/cli/setup_commands.py	1022	# Step 2: Detect tools	COMMENT
LOW	skyvern/cli/setup_commands.py	1069	# Step 3: Configure detected tools	COMMENT
LOW⚡	skyvern/cli/mcp_tools/prompts.py	159	### Step 1: Create and run	COMMENT
LOW⚡	skyvern/cli/mcp_tools/prompts.py	163	### Step 2: Check status	COMMENT
LOW⚡	skyvern/cli/mcp_tools/prompts.py	170	### Step 3: Fix and re-run	COMMENT
LOW⚡	skyvern/cli/mcp_tools/prompts.py	249	## Step 1: Read the Error	COMMENT
LOW⚡	skyvern/cli/mcp_tools/prompts.py	846	## Step 5: Post Evidence to PR	COMMENT
LOW	skyvern/cli/mcp_tools/prompts.py	184	### Step 4: Verify output	COMMENT
LOW	skyvern/cli/mcp_tools/prompts.py	267	## Step 2: Diagnose the Pattern	COMMENT
LOW	skyvern/cli/mcp_tools/prompts.py	309	## Step 3: Fix and Re-run	COMMENT
LOW	skyvern/cli/mcp_tools/prompts.py	323	## Step 4: Escalation	COMMENT
LOW	skyvern/cli/mcp_tools/prompts.py	519	## Step 1: Understand the Changes	COMMENT
LOW	skyvern/cli/mcp_tools/prompts.py	564	## Step 2: Choose the Validation Strategy	COMMENT
LOW	skyvern/cli/mcp_tools/prompts.py	814	## Step 4: Report Results	COMMENT
LOW	skyvern/cli/mcp_tools/prompts.py	1008	## Step 1: Understand the Changes	COMMENT
LOW	skyvern/cli/mcp_tools/prompts.py	1030	## Step 2: Choose the Validation Strategy	COMMENT
LOW	skyvern/cli/mcp_tools/prompts.py	1083	## Step 4: Report Results	COMMENT
LOW	skyvern/cli/mcp_tools/prompts.py	1113	## Step 5: Remote / Stateless Constraints	COMMENT
LOW⚡	skyvern/schemas/workflows.py	277	# Step 1: Sanitize all block labels and collect the mapping	COMMENT
LOW⚡	skyvern/schemas/workflows.py	284	# Step 2: Sanitize all parameter keys and collect the mapping	COMMENT
LOW⚡	skyvern/schemas/workflows.py	377	# Step 5: Update parameter_keys arrays in blocks	COMMENT
LOW⚡	skyvern/schemas/workflows.py	383	# Step 6: Update finally_block_label if it references an old label	COMMENT
LOW⚡	skyvern/schemas/workflows.py	389	# Step 7: Update next_block_label in all blocks	COMMENT
LOW	skyvern/schemas/workflows.py	301	# Step 3: Update all block label references	COMMENT
LOW	skyvern/schemas/workflows.py	340	# Step 4: Update all parameter key references	COMMENT
LOW	skyvern/forge/sdk/copilot/tools/__init__.py	699	# Step 1: Update the workflow	COMMENT
LOW	skyvern/forge/sdk/copilot/tools/__init__.py	755	# Step 2: Compute frontier and run the blocks.	COMMENT
LOW	skyvern/forge/sdk/workflow/models/block.py	1930	# If the loop_data is a dict, we need to check if the key exists in the loop_data	COMMENT
LOW⚡	skyvern/forge/sdk/services/bitwarden.py	673	# Step 4: Log out	COMMENT
LOW	skyvern/forge/sdk/services/bitwarden.py	761	# Step 3: Retrieve the items	COMMENT
LOW	skyvern/forge/sdk/services/bitwarden.py	815	# Step 4: Log out	COMMENT
LOW	skyvern/forge/sdk/services/bitwarden.py	923	# Step 3: Get the item	COMMENT
LOW	skyvern/forge/sdk/services/bitwarden.py	979	# Step 4: Log out	COMMENT

Modern AI Meta-Vocabulary27 hits · 86 pts

Severity	File	Line	Snippet	Context
MEDIUM	…rn-frontend/src/util/onboarding/OnboardingTelemetry.ts	143	// -- Error events (rollback guardrails) --	COMMENT
MEDIUM	…nit/test_action_to_stmt_credential_totp_inheritance.py	77	# `totp_identifier=` explicitly on the block. Mirrors the agentic	COMMENT
MEDIUM	…nit/test_action_to_stmt_credential_totp_inheritance.py	206	# agentic walk over `block.get_all_parameters(...)`.	COMMENT
MEDIUM	…nit/test_action_to_stmt_credential_totp_inheritance.py	232	# Block has no credential parameter bound — matches the agentic case	COMMENT
MEDIUM	tests/unit/test_copilot_build_phase.py	69	# with an empty-blocks scaffold workflow flips `has_workflow=True`	COMMENT
MEDIUM⚡	tests/unit/test_validation_evidence_router_prompts.py	141	# invites it to hallucinate visual evidence. The no-page branch must not	COMMENT
MEDIUM⚡	tests/unit/test_mcp_workflow_tools.py	291	# Prove the exact Slack scenario: MCP agent hallucinates various model strings	COMMENT
MEDIUM	tests/unit/test_domutils_scroll_helpers_gating.py	123	# And the helper that orchestrates the scroll loop defaults to False.	COMMENT
MEDIUM⚡	tests/unit/test_copilot_composition_evidence.py	1653	# The first goto_url is the scaffold the agent scouts from — never gated.	STRING
MEDIUM	skills/skyvern/references/prompt-writing.md	23	## Reliability guardrails	COMMENT
MEDIUM	skyvern/webeye/actions/parse_actions.py	126	# LLM sometimes hallucinates and returns element id for non-web actions such as WAIT, TERMINATE, COMPLETE etc.	COMMENT
MEDIUM	skyvern/cli/skills/skyvern/references/prompt-writing.md	23	## Reliability guardrails	COMMENT
MEDIUM	skyvern/forge/failure_classifier.py	219	# LLM reasoning error (wrong action, hallucination)	COMMENT
MEDIUM	skyvern/forge/agent.py	237	# Exception types that indicate an LLM-specific step failure (context window, provider errors).	COMMENT
MEDIUM	skyvern/forge/agent.py	798	# 1. CUA executes only one action step by step -- it's pretty less likely to have a hallucination for completion	COMMENT
MEDIUM	skyvern/forge/agent.py	5863	# LLM-specific failure (e.g. context window exceeded)	COMMENT
MEDIUM	skyvern/forge/agent_functions.py	1591	# from element attributes to make sure this won't increase hallucination	COMMENT
MEDIUM	skyvern/forge/sdk/core/skyvern_context.py	171	# v3 agentic reviewer — per-run cumulative budget. Initialized at workflow	COMMENT
MEDIUM	skyvern/forge/sdk/copilot/request_policy.py	84	# Gates guardrails.py's deferred-draft tool authority — narrower than the prompt set below.	COMMENT
MEDIUM	skyvern/forge/sdk/copilot/composition_evidence.py	472	# entrypoint scaffold — ungated so the agent can record it and scout from it.	COMMENT
MEDIUM	skyvern/forge/sdk/copilot/credential_pause.py	242	# (guardrails.py) skips the run for a skip_test-deferred credential, same as it	COMMENT
MEDIUM⚡	skyvern/forge/sdk/copilot/code_block_preflight.py	396	# The wrapper scaffolding is static and valid, so any SyntaxError is in the supplied code —	COMMENT
MEDIUM⚡	skyvern/forge/sdk/copilot/tools/guardrails.py	57	# Agents SDK guardrails may hand us either raw JSON or an already parsed mapping.	COMMENT
MEDIUM	skyvern/forge/sdk/copilot/tools/workflow_update.py	6886	# prepended extraction scaffolding; that shape is handled by preserve_submitted_extraction.	COMMENT
MEDIUM	skyvern/forge/sdk/workflow/models/block.py	4040	# pre-copilot code blocks must never gain agentic recovery from the toggle alone.	COMMENT
MEDIUM	skyvern/forge/sdk/workflow/models/block.py	4546	# "context" is a skyvern-defined field to reduce LLM hallucination	COMMENT
MEDIUM	skyvern/services/script_reviewer_v3/skills/validate.py	211	# agent doesn't hallucinate methods.	COMMENT

Over-Commented Block93 hits · 83 pts

Severity	File	Line	Snippet	Context
LOW	entrypoint-skyvernui.sh	21	VITE_ARTIFACT_API_BASE_URL="${VITE_ARTIFACT_API_BASE_URL:-http://localhost:9090}"	COMMENT
LOW	conftest.py	1	from skyvern.forge.sdk.forge_log import setup_logger	COMMENT
LOW	pytest.ini	1	[pytest]	COMMENT
LOW	alembic.ini	1	# A generic, single database configuration.	COMMENT
LOW	alembic.ini	21	# string value is passed to dateutil.tz.gettz()	COMMENT
LOW	alembic.ini	41	# The path separator used here should be the separator specified by "version_path_separator" below.	COMMENT
LOW	alembic.ini	61	# output_encoding = utf-8	COMMENT
LOW	pyproject.toml	261		COMMENT
LOW	docker-compose.yml	41	- ./downloads:/data/downloads	COMMENT
LOW	docker-compose.yml	81	# - BROWSER_TYPE=cdp-connect	COMMENT
LOW	docker-compose.yml	101	# - LLM_KEY=GEMINI_3.0_FLASH	COMMENT
LOW	docker-compose.yml	121	# - LLM_KEY=OLLAMA	COMMENT
LOW	docker-compose.yml	181	- VITE_BROWSER_STREAMING_MODE=${VITE_BROWSER_STREAMING_MODE:-cdp}	COMMENT
LOW	docker-compose.yml	201	# image: vaultwarden/server:latest-alpine	COMMENT
LOW	docker-compose.yml	221	# # API credentials for vaultwarden	COMMENT
LOW	docker-compose.yml	241	# - ~/bitwarden-cli-config:/app/.config	COMMENT
LOW	skyvern-frontend/src/components/ui/css-vars.test.ts	1	import { describe, expect, it } from "vitest";	COMMENT
LOW	…rontend/src/routes/workflows/copilot/narrativeState.ts	161	terminal: "response" \| "error" \| null;	COMMENT
LOW	…rontend/src/routes/workflows/copilot/narrativeState.ts	181	draftingSignaledAt: number \| null;	COMMENT
LOW	…es/workflows/workflowRun/resizableTimelineSplitMath.ts	1	export const TIMELINE_SPLIT_STORAGE_KEY = "skyvern.runView.timelineSplit";	COMMENT
LOW	…rontend/src/routes/workflows/components/CodeEditor.tsx	81	...restProps	COMMENT
LOW	…utes/workflows/components/tagging/TagFilterControl.tsx	41	type Props = {	COMMENT
LOW	…-frontend/src/routes/workflows/editor/FlowRenderer.tsx	401	// step. The canvas-only consumers that use FlowRenderer without the	COMMENT
LOW	…-frontend/src/routes/workflows/editor/FlowRenderer.tsx	1401	() => buildDragAnnouncements(nodes),	COMMENT
LOW	…ern-frontend/src/routes/workflows/editor/Workspace.tsx	901	// workflows when the parent route doesn't key by workflowPermanentId	COMMENT
LOW	…s/workflows/editor/panels/WorkflowNodeLibraryPanel.tsx	81	/>	COMMENT
LOW	…s/workflows/editor/panels/WorkflowNodeLibraryPanel.tsx	181	// ),	COMMENT
LOW	…editor/panels/BlockConfigForm/Taskv2BlockForm.test.tsx	321	// mutating the fixture, so the wrapper's `value` snapshot never moves	COMMENT
LOW	…/workflows/editor/collapse/scheduleCollapseRelayout.ts	1	// A container block (loop / conditional) drives a canvas re-layout whenever	COMMENT
LOW	…s/editor/collapse/applyDescendantCollapseVisibility.ts	21	.conditionalBranchId;	COMMENT
LOW	…utes/workflows/editor/collapse/useNodeCollapseStore.ts	21	toggleBlock: (workflowId: string, blockLabel: string) => void;	COMMENT
LOW	…utes/workflows/editor/collapse/useNodeCollapseStore.ts	161	// `<WorkflowScopeContext.Provider>` wrap is obvious during development,	COMMENT
LOW	…rc/routes/workflows/editor/hooks/useWorkflowHistory.ts	221	// independent of React's render/batch cycle. Fires synchronously	COMMENT
LOW	…rc/routes/workflows/editor/hooks/useWorkflowHistory.ts	361	// persisted state - mark dirty so the leave-page warning fires	COMMENT
LOW	…rc/routes/workflows/editor/hooks/useWorkflowHistory.ts	381	// History navigation is unsafe while an internal update is in	COMMENT
LOW	…ditor/hooks/useResolveDefaultGoogleSheetsCredential.ts	81	// the fill is silently unsaved and a later Run reads the stale credential_id	COMMENT
LOW	…utes/workflows/editor/selection/selectedRingClasses.ts	1	// Shared visual treatment for "this canvas element is the active selection."	COMMENT
LOW	…end/src/routes/workflows/editor/sortable/scope.test.ts	321	const keys = scopes.map(getScopeKey);	COMMENT
LOW	…n-frontend/src/routes/credentials/CredentialsModal.tsx	1021		COMMENT
LOW	skyvern-frontend/src/store/useRecordingStore.ts	561		COMMENT
LOW	k8s/charts/skyvern-ui/values.yaml	1	# Default values for skyvern-ui.	COMMENT
LOW	tests/unit/test_copilot_cancel_helpers.py	161	# _trusted_post_drain_status	COMMENT
LOW	tests/unit/workflow/test_reorder_graph_validation.py	81		COMMENT
LOW	tests/smoke_tests/test_prompts.py	141		COMMENT
LOW	tests/smoke_tests/test_prompts.py	161	# parse_response(chat_completion)	COMMENT
LOW	tests/smoke_tests/test_prompts.py	181	# screenshot4 = encode_image("tests/smoke_tests/data/geico_closest_coverage/geico_closest_coverage_prompt_ss4.png")	COMMENT
LOW	tests/smoke_tests/test_prompts.py	201	# elements=get_file("tests/smoke_tests/data/workable_yes_or_no/element_tree.json"),	COMMENT
LOW	scripts/test-install.sh	1	#!/bin/sh	COMMENT
LOW	skyvern/config.py	201	# Off preserves the historical implicit residential default for anti-bot-sensitive traffic.	COMMENT
LOW	skyvern/config.py	301	# local profile directory. Leave empty to use the in-repo template.	COMMENT
LOW	skyvern/config.py	721	# list means no redirect_uri may be supplied at all (the route layer rejects	COMMENT
LOW	skyvern/core/script_generations/real_skyvern_page_ai.py	1281	context = skyvern_context.current()	COMMENT
LOW	skyvern/core/script_generations/real_skyvern_page_ai.py	1361	# and double-count the call as both a hit/miss and a `lookup_error`	COMMENT
LOW	skyvern/core/script_generations/generate_script.py	881	value=_value(semantic),	COMMENT
LOW	…/core/script_generations/deterministic_field_naming.py	61	description: str \| None = None	COMMENT
LOW	skyvern/webeye/scraper/scraped_page.py	501	# Defensive: callers today rebuild before reading, but future direct	COMMENT
LOW	skyvern/webeye/actions/handler.py	8041	current_url=scraped_page_refreshed.url,	COMMENT
LOW	skyvern/webeye/actions/handler.py	8061	# failure can't re-enter the except block and double-count the call as	COMMENT
LOW	skyvern/schemas/runs.py	361	# pins the forward-compat guarantee (unknown keys silently dropped).	COMMENT
LOW	skyvern/forge/sdk/core/skyvern_context.py	201	# preventing repeated injection loops when the captcha solver succeeds but the page doesn't change	COMMENT
33 more matches not shown…

AI Slop Vocabulary12 hits · 34 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/unit/test_cdp_connection_retry.py	192	"""An invalid runtime override falls back to the settings field default (the robust	STRING
MEDIUM	tests/smoke_tests/test_prompts.py	48	EXTRACTED_INFORMATION_SCHEMA = """{'additionalProperties': False, 'properties': {'quotes': {'items': {'additionalPropert	CODE
MEDIUM⚡	tests/smoke_tests/test_prompts.py	169	# navigation_goal="Navigate through the website until you generate an auto insurance quote. Only stay on the\nst	COMMENT
MEDIUM⚡	tests/smoke_tests/test_prompts.py	173	# data_extraction_goal='Extract all quote information in JSON format including the premium amount, the timeframe	COMMENT
MEDIUM⚡	skyvern/cli/lazy.py	108	# Click-version-robust group base	COMMENT
LOW	skyvern/forge/agent.py	1088	# TODO (kerem): keep the task object uptodate at all times so that clean_up_task can just use it	COMMENT
MEDIUM	skyvern/forge/sdk/workflow/service.py	6956	# soft-deleted (e.g. eval harness teardown fired while the orphan	COMMENT
MEDIUM	skyvern/forge/sdk/workflow/service.py	7336	# harness tears down a workflow while the run is still executing in	COMMENT
MEDIUM	skyvern/forge/sdk/db/repositories/scripts.py	951	# Join on both script_id and organization_id to leverage uc_org_script_version index.	COMMENT
LOW	skyvern/client/core/serialization.py	180	# then we can just pass the value through as is	COMMENT
LOW	skyvern/services/script_service.py	3304	# Invariant: loop_output_values was just set to [] above (step 5 setup).	COMMENT
MEDIUM	skyvern/services/browser_recording/service.py	217	# Base64, but Python's standard decoder is usually robust enough to	COMMENT

Synthetic Comment Markers3 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	skyvern-ts/client/src/library/SkyvernBrowserPage.ts	142	// If the original selector doesn't work, try to click the element with the AI generated selector	COMMENT
HIGH	evaluation/results/webvoyager-Allrecipes.md	36	\| 33 \| Allrecipes--33 \| completed \| Find a recipe for a low-carb breakfast on Allrecipes with at least 25 rev	CODE
HIGH	skyvern/core/script_generations/script_skyvern_page.py	1061	# AI-generated cached scripts still get LLM verification.	COMMENT

Overly Generic Function Names22 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	…unit/test_copilot_code_artifact_metadata_violations.py	772	def helper():	CODE
LOW⚡	…unit/test_copilot_code_artifact_metadata_violations.py	781	def helper():	CODE
LOW	…unit/test_copilot_code_artifact_metadata_violations.py	693	def helper():	CODE
LOW⚡	tests/unit/test_copilot_code_block_synthesis.py	1832	"async def helper():\n"	STRING
LOW⚡	tests/unit/test_copilot_code_block_synthesis.py	1844	"async def helper():\n"	STRING
LOW⚡	tests/unit/test_copilot_code_block_synthesis.py	1915	"async def helper():\n"	STRING
LOW⚡	tests/unit/test_copilot_code_block_synthesis.py	1927	"async def helper():\n"	STRING
LOW⚡	skyvern/webeye/actions/handler.py	915	async def helper(element_dict: dict, frame: Page \| Frame) -> bool:	CODE
LOW⚡	skyvern/webeye/actions/handler.py	941	async def helper(element_dict: dict, frame: Page \| Frame) -> bool:	CODE
LOW	skyvern/library/skyvern.py	294	async def run_task(	CODE
LOW	skyvern/library/skyvern_browser_page_agent.py	42	async def run_task(	CODE
LOW	skyvern/cli/commands/browser.py	1180	def run_task(	CODE
LOW	skyvern/forge/sdk/api/aws.py	502	async def run_task(	CODE
LOW	skyvern/forge/sdk/executor/background_task_executor.py	24	async def execute_task(	CODE
LOW	skyvern/forge/sdk/executor/async_executor.py	11	async def execute_task(	CODE
LOW	skyvern/forge/sdk/routes/agent_protocol.py	250	async def run_task(	CODE
LOW	skyvern/client/client.py	155	def run_task(	CODE
LOW	skyvern/client/client.py	3382	async def run_task(	CODE
LOW	skyvern/client/raw_client.py	79	def run_task(	CODE
LOW	skyvern/client/raw_client.py	4698	async def run_task(	CODE
LOW	skyvern/services/task_v1_service.py	106	async def run_task(	CODE
LOW	skyvern/services/script_service.py	1868	async def run_task(	CODE

Slop Phrases4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker-compose.yml	139	# If you are looking to integrate Skyvern with a password manager (eg Bitwarden), you can use the following environm	COMMENT
MEDIUM	docker-compose.yml	148	# If you are looking to integrate Skyvern with 1Password, you can use the following environment variables.	COMMENT
MEDIUM	docker-compose.yml	210	# - 127.0.0.1:11002:80 # you can replace the 11002 with your preferred port	COMMENT
LOW	skyvern/forge/sdk/core/aiohttp_helper.py	326	# TODO: make sure to test this out	COMMENT

Dead Code3 hits · 6 pts

Severity	File	Line	Context
MEDIUM	tests/unit/test_copilot_streaming_adapter.py	289	CODE
MEDIUM	skyvern/forge/sdk/routes/scripts.py	720	CODE
MEDIUM	skyvern/services/script_service.py	1602	CODE

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	skyvern/core/script_generations/script_skyvern_page.py	1014	# TODO: add validation here. if it doesn't pass the validation criteria:	COMMENT
LOW	skyvern/webeye/cdp_download_interceptor.py	377	# TODO: implement proper filename dedup (e.g., content hash or UUID suffix)	COMMENT
LOW	skyvern/forge/agent_functions.py	467	# TODO: implement a fallback solution for "too large" case, maybe convert by screenshot	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/test-install.sh	4	# Usage:	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings