teng-lin/notebooklm-py

Pattern Findings

The scanner identified 23460 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers16113 hits · 14232 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	128	def _isolate_backend_preference(	CODE
LOW	tests/conftest.py	442	def pytest_collection_modifyitems(config, items):	CODE
LOW	tests/conftest.py	631	def mock_list_notebooks_response():	STRING
LOW	tests/conftest.py	751	def legacy_vcr_follow_up_probe(monkeypatch):	STRING
LOW	tests/conftest.py	762	async def _count_prior_server_turns(	STRING
LOW	tests/conftest.py	774	def legacy_vcr_add_url_baseline():	CODE
LOW	tests/cassette_patterns.py	1674	def synthetic_error_cassette_name(mode: str, slug: str) -> str:	CODE
LOW	tests/cassette_patterns.py	1691	def build_synthetic_error_response(	CODE
LOW	tests/vcr_config.py	181	def _substitute_synthetic_error(response: dict[str, Any]) -> dict[str, Any]:	CODE
LOW	tests/vcr_config.py	564	def _is_create_artifact_client_options(node: Any) -> bool:	CODE
LOW	tests/vcr_config.py	580	def _normalize_create_artifact_options(decoded_outer: Any) -> Any:	CODE
LOW	tests/_helpers/android_grpc_harness.py	148	def _inject_correlation_names(monkeypatch: pytest.MonkeyPatch, names: tuple[str, ...]) -> None:	CODE
LOW	tests/_helpers/downloads.py	15	def configure_complete_artifact_listing(mock_client: MagicMock) -> None:	CODE
LOW	tests/_helpers/downloads.py	30	def configure_prepared_artifact_downloads(mock_client: MagicMock) -> None:	CODE
LOW	tests/_helpers/android_phenotype_http_cassette.py	55	def _validate_phenotype_request(message: Any) -> None:	CODE
LOW	tests/_helpers/android_phenotype_http_cassette.py	94	def _scrub_phenotype_response(response: dict[str, Any]) -> dict[str, Any]:	CODE
LOW	tests/_helpers/android_phenotype_http_cassette.py	160	def build_phenotype_http_post(cassette_path: Path) -> PhenotypeHttpPost:	CODE
LOW	tests/_helpers/android_grpc_cassette.py	137	def _application_metadata_keys(metadata: Any) -> tuple[str, ...] \| None:	CODE
LOW	tests/_helpers/android_grpc_cassette.py	155	def _check_placeholder_budget(count: int) -> None:	CODE
LOW	tests/_helpers/android_grpc_cassette.py	266	def _trust_string_placeholder(self, value: str) -> bool:	CODE
LOW	tests/_helpers/client_factory.py	32	def build_client_shell_for_tests(	CODE
LOW⚡	tests/unit/test_artifacts_helpers.py	30	def test_extract_data_table_rows_happy_path() -> None:	CODE
LOW⚡	tests/unit/test_artifacts_helpers.py	51	def test_extract_data_table_rows_missing_inner_list() -> None:	CODE
LOW⚡	tests/unit/test_artifacts_helpers.py	61	def test_extract_data_table_rows_wrong_type_at_one_level() -> None:	CODE
LOW⚡	tests/unit/test_artifacts_helpers.py	70	def test_extract_data_table_rows_truncated_structure() -> None:	CODE
LOW⚡	tests/unit/test_artifacts_helpers.py	83	def test_extract_data_table_rows_non_list_inner_value(	CODE
LOW⚡	tests/unit/test_artifacts_helpers.py	105	def test_parse_data_table_raises_artifact_parse_error_on_drift() -> None:	CODE
LOW	tests/unit/test_artifacts_helpers.py	118	def test_parse_data_table_raises_on_empty_rows() -> None:	CODE
LOW	tests/unit/test_artifacts_helpers.py	126	def test_parse_data_table_happy_path() -> None:	CODE
LOW	tests/unit/test_artifacts_helpers.py	154	def test_parse_data_table_skips_malformed_row_sections() -> None:	CODE
LOW⚡	tests/unit/test_json_stdout_purity.py	340	def _customize_suggest_prompts(client: MagicMock) -> None:	CODE
LOW⚡	tests/unit/test_json_stdout_purity.py	349	def _customize_suggest_next_steps(client: MagicMock) -> None:	CODE
LOW⚡	tests/unit/test_json_stdout_purity.py	355	def _customize_artifact_choices(client: MagicMock) -> None:	CODE
LOW⚡	tests/unit/test_json_stdout_purity.py	1474	def test_matched_partial_id_goes_to_stderr_in_json_mode(runner: CliRunner, mock_auth_env) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	242	async def wait_for_research_completion(	CODE
LOW	tests/unit/test_json_stdout_purity.py	380	def _customize_source_transfers(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	398	def _customize_share_view_level(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	402	def _customize_source_fulltext(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	456	def _customize_source_add_book(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	462	def _customize_source_add_research(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	474	def _customize_research_discover(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	512	def _customize_research_import(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	538	def _customize_research_cancel(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	544	def _customize_notebook_create(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	968	def test_json_mode_stdout_is_parseable(	CODE
LOW	tests/unit/test_json_stdout_purity.py	1374	def test_all_json_commands_have_sweep_entry() -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	1493	def test_matched_partial_id_still_goes_to_stdout_in_human_mode(	CODE
LOW	tests/unit/test_client_keepalive.py	69	async def _read_storage_text_when_available(storage_path):	CODE
LOW	tests/unit/test_client_keepalive.py	79	async def _wait_until_storage_contains(storage_path, needle: str, failure_message: str) -> None:	CODE
LOW	tests/unit/test_client_keepalive.py	101	async def test_storage_wait_retries_extended_sharing_violations(monkeypatch):	CODE
LOW	tests/unit/test_client_keepalive.py	123	async def _wait_for_rotate_requests(	CODE
LOW	tests/unit/test_client_keepalive.py	144	async def test_keepalive_off_by_default(self, mock_auth, httpx_mock: HTTPXMock):	CODE
LOW	tests/unit/test_client_keepalive.py	160	async def test_spawns_task_on_enter_cancels_on_exit(self, mock_auth, httpx_mock: HTTPXMock):	CODE
LOW	tests/unit/test_client_keepalive.py	188	async def test_floor_clamps_low_interval(self, mock_auth):	CODE
LOW	tests/unit/test_client_keepalive.py	198	async def test_floor_does_not_lower_higher_interval(self, mock_auth):	CODE
LOW	tests/unit/test_client_keepalive.py	220	def test_rejects_non_positive_or_non_finite_keepalive(self, mock_auth, bad):	CODE
LOW	tests/unit/test_client_keepalive.py	226	def test_rejects_non_positive_or_non_finite_floor(self, mock_auth, bad):	CODE
LOW	tests/unit/test_client_keepalive.py	259	async def test_failure_does_not_crash_loop(self, mock_auth):	CODE
LOW	tests/unit/test_client_keepalive.py	290	async def test_persistence_failure_logs_warning_and_continues(	CODE
LOW	tests/unit/test_client_keepalive.py	338	async def test_explicit_storage_path_used_when_auth_lacks_one(	CODE
16053 more matches not shown…

Decorative Section Separators2796 hits · 10749 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/cassette_patterns.py	747	# =============================================================================	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	749	# =============================================================================	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	756	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	758	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	783	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	785	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	792	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	794	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	802	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	804	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	811	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	813	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	913	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	915	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	925	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	927	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	945	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	947	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	952	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	954	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	1307	# =============================================================================	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	1309	# =============================================================================	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	1312	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	137	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	139	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	255	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	257	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	308	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	310	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	324	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	326	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	369	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	371	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	417	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	419	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	544	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	546	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	827	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	829	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	854	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	856	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	894	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	896	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	967	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	969	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	991	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	993	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	1006	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	1008	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	1641	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	1643	# =============================================================================	COMMENT
MEDIUM	tests/vcr_config.py	319	# =============================================================================	COMMENT
MEDIUM	tests/vcr_config.py	321	# =============================================================================	COMMENT
MEDIUM	tests/vcr_config.py	823	# =============================================================================	COMMENT
MEDIUM	tests/vcr_config.py	825	# =============================================================================	COMMENT
MEDIUM⚡	tests/unit/test_artifacts_helpers.py	25	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_artifacts_helpers.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_artifacts_helpers.py	46	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_artifacts_helpers.py	48	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_artifacts_helpers.py	78	# ---------------------------------------------------------------------------	COMMENT
2736 more matches not shown…

Unused Imports2317 hits · 1890 pts

Severity	File	Line	Context
LOW	hatch_build.py	21	CODE
LOW	desktop-extension/run_server.py	24	CODE
LOW	tests/cassette_patterns.py	131	CODE
LOW	tests/_helpers/android_grpc_harness.py	20	CODE
LOW	tests/_helpers/android_grpc_normalizers.py	11	CODE
LOW	tests/_helpers/android_notes.py	3	CODE
LOW	tests/_helpers/android_supervisor.py	3	CODE
LOW	tests/_helpers/play_book_http_cassette.py	3	CODE
LOW	tests/_helpers/_v080_history.py	7	CODE
LOW	tests/_helpers/android_phenotype_http_cassette.py	10	CODE
LOW	tests/_helpers/android_grpc_cassette.py	17	CODE
LOW	tests/_helpers/client_factory.py	3	CODE
LOW	tests/_helpers/source_delete.py	3	CODE
LOW	tests/unit/test_artifacts_helpers.py	12	CODE
LOW	tests/unit/test_json_stdout_purity.py	19	CODE
LOW	tests/unit/test_refresh_lock_registry.py	20	CODE
LOW	tests/unit/test_from_storage_dual_protocol.py	18	CODE
LOW	tests/unit/test_curl_cffi_transport_poc.py	14	CODE
LOW	tests/unit/test_firefox_containers.py	12	CODE
LOW	tests/unit/test_auth_patch_survivor_policy.py	1	CODE
LOW	tests/unit/test_storage_writer.py	12	CODE
LOW	tests/unit/test_vcr_scrubbing.py	31	CODE
LOW	tests/unit/test_auth_refresh_profile_store.py	3	CODE
LOW	tests/unit/test_chat_session_control.py	3	CODE
LOW	tests/unit/test_play_books.py	9	CODE
LOW	tests/unit/test_play_book_http_cassette.py	3	CODE
LOW	tests/unit/test_auth_coverage_allowance_policy.py	1	CODE
LOW	tests/unit/test_collection_exceptions.py	3	CODE
LOW	tests/unit/test_auth_instance_invariant.py	3	CODE
LOW	tests/unit/test_collections_api.py	3	CODE
LOW	tests/unit/test_android_fault_cleanup.py	3	CODE
LOW	tests/unit/test_auth_session_master_token.py	3	CODE
LOW	tests/unit/test_vcr_config.py	20	CODE
LOW	tests/unit/test_source_upload_coverage.py	10	CODE
LOW	tests/unit/test_operation_context.py	3	CODE
LOW	tests/unit/test_auth_master_token.py	7	CODE
LOW	tests/unit/test_ci_account_pool_workflows.py	3	CODE
LOW	tests/unit/test_tier_enforcement_hook.py	41	CODE
LOW	tests/unit/test_auth_refresh_retry.py	12	CODE
LOW	tests/unit/test_android_fault_scenarios.py	3	CODE
LOW	tests/unit/test_deploy_compose_default.py	10	CODE
LOW	tests/unit/test_auth_lock_path_derivation.py	28	CODE
LOW	tests/unit/test_live_auth_matrix.py	15	CODE
LOW	tests/unit/test_serving.py	9	CODE
LOW	tests/unit/test_streaming_chat_wire.py	3	CODE
LOW	tests/unit/test_streaming_chat_wire.py	1033	CODE
LOW	tests/unit/test_get_or_none.py	15	CODE
LOW	tests/unit/test_audit_auth_import_graph.py	3	CODE
LOW	tests/unit/test_browser_capture_cdp_arm.py	25	CODE
LOW	tests/unit/test_concurrency_refresh_race.py	60	CODE
LOW	tests/unit/test_fault_cohort_cleanup.py	3	CODE
LOW	tests/unit/test_middleware_chain_host.py	28	CODE
LOW	tests/unit/test_auth_cold_start_recovery.py	3	CODE
LOW	tests/unit/test_artifact_completeness.py	3	CODE
LOW	tests/unit/test_capture_rpc_registry.py	8	CODE
LOW	tests/unit/test_generation_state.py	15	CODE
LOW	tests/unit/test_research_row_adapter.py	15	CODE
LOW	tests/unit/test_auth_credential_io.py	3	CODE
LOW	tests/unit/test_with_client_handle_errors.py	20	CODE
LOW	tests/unit/test_curl_fault_cleanup.py	3	CODE
2257 more matches not shown…

Cross-Language Confusion139 hits · 794 pts

Severity	File	Line	Snippet	Context
HIGH	tests/cassette_patterns.py	874	r'("SCRUBBED_EMAIL@example\.com","","(?:[^"\\]\|\\.)*",0,0,null,"",1,")'	CODE
HIGH	tests/vcr_config.py	709	# Streaming-chat envelope: [null, "<inner_json>"].	COMMENT
HIGH	tests/vcr_config.py	634	1. Streaming-chat envelope ``[null, "<inner_json>"]`` where the inner	STRING
HIGH	tests/vcr_config.py	640	2. Batchexecute envelope ``[[[rpc_id, args_json, null, "generic"]]]``	STRING
HIGH	tests/unit/test_vcr_config.py	98	JSON envelope is ``[null, "<inner_json>"]`` and ``<inner_json>`` is itself a	STRING
HIGH⚡	tests/unit/test_check_rpc_health.py	1063	return ")]}'\n\n" + f'[["wrb.fr","{_CHOICES_ID}",{inner},null,null,null,"generic"]]'	CODE
HIGH⚡	tests/unit/test_check_rpc_health.py	1221	body = ")]}'\n\n" + f'[["wrb.fr","{_CHOICES_ID}",null,null,null,[3],"generic"]]'	CODE
HIGH⚡	tests/unit/test_check_rpc_health.py	1235	body = ")]}'\n\n" + '[["wrb.fr","zzzzzz","[[]]",null,null,null,"generic"]]'	CODE
HIGH⚡	tests/unit/test_decoder.py	1286	payload = f'[["wrb.fr","{self.RPC_ID}",null,null,null,{deep}]]'	CODE
HIGH⚡	tests/unit/test_decoder.py	1294	payload = f'[["wrb.fr","{self.RPC_ID}",null,null,null,{deep}]]'	CODE
HIGH	tests/unit/test_decoder.py	893	"""``[5, null, 'x']`` is the same google.rpc.Status at a longer arity.	STRING
HIGH⚡	tests/unit/test_sources_row_adapter.py	862	# 402x [null, 2] — no Drive-status slot	COMMENT
HIGH⚡	tests/unit/test_sources_row_adapter.py	863	# 4x [null, 2, null, 3] — Drive-backed, ACTIVE	COMMENT
HIGH⚡	tests/unit/test_sources_row_adapter.py	864	# 3x [null, 2, [null,null,null,[]]] — a populated settings[2], no [3]	COMMENT
HIGH⚡	tests/unit/test_sources_row_adapter.py	692	"""A live-shaped web-page row (``metadata[0]`` null, URL at ``[7]``) yields None.	STRING
HIGH⚡	tests/unit/test_sources_row_adapter.py	879	"""settings ``[null, 2, null, 3]`` — the only populated shape seen live."""	STRING
HIGH⚡	tests/unit/test_sources_row_adapter.py	887	"""settings ``[null, 2]`` — 402 of 409 live rows. No Drive claim at all."""	STRING
HIGH⚡	tests/unit/test_sources_row_adapter.py	894	"""settings ``[null, 2, [null,null,null,[]]]`` — 3 of 409 live rows.	STRING
HIGH⚡	tests/unit/test_collection_params.py	93	# Owner capture: [ [null,null,null,[[nbid]]], [] ] with the type-3 tail.	COMMENT
HIGH	tests/unit/test_api_coverage.py	151	# Real API returns 3 levels of nesting: [[[null, [summary], [[keywords]], []]]]	COMMENT
HIGH	tests/unit/test_api_coverage.py	188	# Response format: [[[title, description, null, null, prompt, audience_level], ...]]	COMMENT
HIGH⚡	tests/unit/test_api_coverage.py	317	# Verify reference payload: [null, ["source_id"], [2]]	COMMENT
HIGH⚡	tests/unit/test_api_coverage.py	333	# Verify reference payload: [null, ["source_id"], [2]]	COMMENT
HIGH	tests/unit/test_authed_post_pipeline.py	1717	decoded_payload = b')]}\'\n\n[["wrb.fr",null,"[1]",null,null,null,"generic"]]'	CODE
HIGH	tests/unit/test_select_artifact.py	276	ever emits ``[null, ...]`` at index 15 the sort must coerce that	STRING
HIGH	tests/unit/test_auth_cookie_save_race.py	1067	f"None-valued cookie must never be persisted as value:null, got: {stored}"	CODE
HIGH	tests/unit/test_save_chat_as_note_encoder.py	136	# passage[3] = [[null, start, end]]; passage[5] = [[[passage_id], source_id]];	COMMENT
HIGH	tests/unit/test_save_chat_as_note_encoder.py	232	assert "[0,0,0,null,null,null,null,0,0]" in actual_json	CODE
HIGH	tests/unit/test_browser_oauth_token.py	495	page.evaluate("url => history.replaceState(null, '', url)", consent_url)	CODE
HIGH⚡	tests/unit/test_user_settings_api.py	145	# GET_USER_SETTINGS inner: [[null,[..limits..],[true,null,null,true,["fr"]],	COMMENT
HIGH⚡	tests/unit/test_user_settings_api.py	147	# SET_USER_SETTINGS inner: [null,[..limits..],[true,null,null,true,["en"]],	COMMENT
HIGH	tests/unit/test_rate_limit_retry.py	48	resp.text = ")]}'\n[null,[" + str(payload).replace("'", '"') + "]]"	CODE
HIGH	tests/unit/test_rescrub_cassettes_script.py	87	'0,0,null,"",1,"SCRUBBED_NAME","SCRUBBED_AVATAR_URL"]]'	CODE
HIGH	tests/unit/test_rescrub_cassettes_script.py	96	f'[["wrb.fr","JFMDGd","[[null,[\\"{avatar_url}\\"]]]",null,null,null,"generic"]]'	CODE
HIGH	tests/unit/test_research_api.py	919	# Live shape for the Drive corpus: ``[null, null, null, null, 1]`` plus	COMMENT
HIGH	tests/unit/test_scrub_rpc_har.py	59	freq = json.dumps([[["CCqFvf", '["t",null,null,[2],[1]]', None, "generic"]]])	CODE
HIGH	tests/unit/test_scrub_rpc_har.py	146	freq = json.dumps([[["CCqFvf", '["t",null,null,[2],[1]]', None, "generic"]]])	CODE
HIGH	tests/unit/test_mutation_null_status.py	418	null), ``SHARE_NOTEBOOK`` / ``SHARE_ARTIFACT`` /	STRING
HIGH⚡	tests/unit/test_rpc_overrides.py	246	'{"LIST_NOTEBOOKS": null, "CREATE_NOTEBOOK": "valid"}',	CODE
HIGH	tests/unit/test_cassette_patterns.py	983	'[["SCRUBBED_EMAIL@example.com","","opaque",0,0,null,"",1,'	CODE
HIGH	tests/unit/test_cassette_patterns.py	1002	'0,0,null,"",1,"SCRUBBED_NAME","SCRUBBED_AVATAR_URL"]]'	CODE
HIGH	tests/unit/test_ci_test_matrix.py	406	assert checkout["with"]["ref"] == "${{ inputs.custom_branch \|\| github.ref }}"	CODE
HIGH	tests/unit/test_ci_test_matrix.py	625	"ref": "${{ inputs.custom_branch \|\| github.sha }}",	CODE
HIGH⚡	tests/unit/test_vcr_body_matcher.py	117	"""Build a streaming-chat ``f.req`` form body (`[null, "<inner_json>"]`)."""	STRING
HIGH⚡	tests/unit/test_vcr_body_matcher.py	208	fixtures: the cassette has a trailing ``[null, null]`` while the live	STRING
HIGH	tests/unit/test_vcr_body_matcher.py	106	is ``[[[rpc_id, "<args_json>", null, "generic"]]]`` and ``<args_json>``	STRING
HIGH	tests/unit/test_vcr_body_matcher.py	394	The outer ``[[[rpc, "...", null, "generic"]]]`` shape parses cleanly,	STRING
HIGH⚡	tests/unit/test_chat_row_adapter.py	402	# ``[None]`` (leading slot present but null) yields ``None`` — the	COMMENT
HIGH	tests/unit/test_source_selection.py	1060	# Response format: [[[title, description, null, null, prompt, audience_level], ...]]	COMMENT
HIGH	tests/unit/mcp/test_profile_files.py	114	if (message.method === 'tools/call') calls.push(message.params);	CODE
HIGH	tests/unit/mcp/test_profile_files.py	119	callTool: async (name, args) => calls.push({name, arguments: args})	CODE
HIGH⚡	tests/unit/mcp/test_sources.py	314	# ``status: Literal[...] \| None`` serializes as an ``anyOf`` of {enum} + {null}.	COMMENT
HIGH⚡	tests/unit/mcp/test_sources.py	2240	{"source": null} as success — it projects NOT_FOUND."""	STRING
HIGH⚡	tests/unit/mcp/test_uploadwidget.py	80	assert "uploadUrls[i]=null;confirmUpload(tok)" in _WIDGET_HTML	CODE
HIGH⚡	tests/unit/mcp/test_uploadwidget.py	106	callTool: async (name, args) => { confirms.push({name, args}); }	CODE
HIGH⚡	tests/unit/mcp/test_uploadwidget.py	113	headers: {get: () => null}, text: async () => "transient or recovered"};	CODE
HIGH⚡	tests/unit/mcp/test_uploadwidget.py	117	headers: {get: name => name === 'X-NotebookLM-Upload-Status' ? 'unconfirmed' : null},	CODE
HIGH	tests/unit/cli/test_usage.py	84	"""JSON keeps precision, zero versus null, enum names, and reset offsets."""	STRING
HIGH	tests/unit/cli/test_note.py	578	CLI emitted ``{"id": null, "created": false, "error": "Creation may	STRING
HIGH	tests/unit/cli/test_playwright_login_render_contract.py	760	" 2. Or run: notebooklm auth logout && notebooklm login\n"	CODE
79 more matches not shown…

Empty Error Handlers101 hits · 505 pts

Severity	File	Line	Snippet	Context
HIGH	tests/vcr_config.py	173	except UnicodeDecodeError:	CODE
HIGH	tests/vcr_config.py	275	except UnicodeDecodeError:	CODE
HIGH	tests/vcr_config.py	440	except UnicodeDecodeError:	CODE
HIGH	tests/vcr_config.py	425	except UnicodeDecodeError:	CODE
HIGH	tests/_helpers/android_grpc_cassette.py	659	except FileNotFoundError:	CODE
HIGH	tests/unit/test_client_keepalive.py	88	except PermissionError:	CODE
HIGH	tests/unit/test_refresh_lock_registry.py	379	except threading.BrokenBarrierError:	CODE
HIGH	tests/unit/test_curl_cffi_transport_poc.py	59	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	tests/unit/test_operation_context.py	186	except asyncio.CancelledError:	CODE
HIGH	tests/unit/test_operation_context.py	208	except asyncio.CancelledError:	CODE
HIGH	tests/unit/test_web_asset_lifecycle.py	331	except asyncio.CancelledError:	CODE
HIGH	tests/unit/test_web_asset_lifecycle.py	384	except asyncio.CancelledError:	CODE
HIGH	tests/unit/test_web_asset_lifecycle.py	372	except asyncio.CancelledError:	CODE
HIGH	tests/unit/test_polling_registry.py	52	except asyncio.CancelledError:	CODE
HIGH	tests/unit/test_session_close.py	59	except asyncio.CancelledError:	CODE
HIGH	tests/unit/test_auth_cold_recovery_coordinator.py	446	except RuntimeError:	CODE
HIGH	tests/unit/app/test_source_fetch.py	248	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	tests/unit/concurrency/test_close_cancellation_leak.py	370	except Exception:	CODE
HIGH	tests/integration/conftest.py	395	except ImportError:	CODE
HIGH	tests/integration/conftest.py	401	except ImportError:	CODE
HIGH	tests/integration/test_chat_oversized_rejection_vcr.py	144	except Exception: # noqa: BLE001 — best-effort scratch cleanup	CODE
HIGH	tests/integration/cli_vcr/conftest.py	172	except json.JSONDecodeError:	CODE
HIGH	tests/integration/cli_vcr/conftest.py	184	except json.JSONDecodeError:	CODE
HIGH	tests/integration/cli_vcr/test_auth.py	103	except (OSError, NotImplementedError):	CODE
HIGH	tests/integration/cli_vcr/test_doctor.py	63	except (OSError, NotImplementedError):	CODE
HIGH	…ntegration/concurrency/test_aexit_exception_masking.py	155	except asyncio.CancelledError:	CODE
HIGH	tests/integration/concurrency/test_helpers.py	227	except asyncio.CancelledError:	CODE
HIGH	tests/integration/concurrency/helpers.py	265	except BaseException: # noqa: BLE001 — cleanup must not propagate	CODE
HIGH	tests/e2e/conftest.py	30	except ImportError:	CODE
HIGH	tests/e2e/conftest.py	1186	except Exception:	CODE
HIGH	tests/e2e/conftest.py	1199	except Exception:	CODE
HIGH	tests/e2e/conftest.py	1442	except Exception:	CODE
HIGH	tests/e2e/conftest.py	887	except OSError:	CODE
HIGH	tests/e2e/conftest.py	1219	except Exception:	CODE
HIGH	tests/e2e/conftest.py	1350	except Exception:	CODE
HIGH	tests/e2e/conftest.py	1184	except Exception:	CODE
HIGH	tests/e2e/conftest.py	1440	except Exception:	CODE
HIGH	tests/e2e/conftest.py	1197	except Exception:	CODE
HIGH	tests/e2e/_collection_candidate.py	123	except Exception:	CODE
HIGH	tests/e2e/_generation_journal.py	175	except OSError:	CODE
HIGH	examples/notes.py	141	except json.JSONDecodeError:	CODE
HIGH	scripts/_ci_progress.py	30	except OSError:	CODE
HIGH	scripts/decode_mobile_grpc.py	94	except ValueError:	CODE
HIGH	scripts/_ci_e2e_notebooks.py	526	except FileNotFoundError:	CODE
HIGH	scripts/_ci_e2e_notebooks.py	439	except FileNotFoundError:	CODE
HIGH	scripts/materialize_ci_auth.py	133	except FileNotFoundError:	CODE
HIGH	scripts/materialize_ci_auth.py	106	except FileNotFoundError:	CODE
HIGH	scripts/audit_public_api_compat.py	593	except json.JSONDecodeError:	CODE
HIGH	scripts/manage_ci_e2e_notebooks.py	1301	except Exception:	CODE
HIGH	scripts/audit_backend_coupling.py	163	except TypeError:	CODE
HIGH	scripts/audit_backend_coupling.py	174	except AttributeError:	CODE
HIGH	scripts/live_auth_matrix.py	225	except (OSError, subprocess.TimeoutExpired):	CODE
HIGH	scripts/live_auth_matrix.py	230	except ProcessLookupError:	CODE
HIGH	scripts/live_auth_matrix.py	892	except ProcessLookupError:	CODE
HIGH	scripts/stress_fault_server.py	460	except (OSError, TypeError, ValueError):	CODE
HIGH	src/notebooklm/_curl_cffi_transport.py	210	except Exception: # noqa: BLE001 — cleanup must not mask the original error	CODE
HIGH	src/notebooklm/notebooklm_cli.py	68	except (AttributeError, OSError, TypeError, ValueError):	CODE
HIGH	src/notebooklm/migration.py	206	except FileNotFoundError:	CODE
HIGH	src/notebooklm/_android/auth.py	159	except BaseException:	CODE
HIGH	src/notebooklm/_android/upload.py	526	except BaseException:	CODE
41 more matches not shown…

Modern Structural Boilerplate436 hits · 440 pts

Severity	File	Line	Snippet	Context
LOW	tests/_helpers/android_grpc_harness.py	385	__all__ = [	CODE
LOW	tests/_helpers/android_grpc_normalizers.py	40	__all__ = ["REQUEST_NONCE_FIELDS", "normalize_request"]	CODE
LOW	tests/_helpers/android_notes.py	90	__all__ = ["StatefulAndroidNotesTransport"]	CODE
LOW	tests/_helpers/android_supervisor.py	80	__all__ = ["SupervisedAndroidTransport"]	CODE
LOW	tests/_helpers/play_book_http_cassette.py	65	def _set_content_length(headers: Any, length: int) -> None:	CODE
LOW	tests/_helpers/play_book_http_cassette.py	161	__all__ = ["PlayBookHttpCassetteScrubber", "SYNTHETIC_BOOK_ROWS"]	CODE
LOW	tests/_helpers/android_phenotype_http_cassette.py	35	def _set_content_length(headers: Any, length: int) -> None:	CODE
LOW	tests/_helpers/android_phenotype_http_cassette.py	189	__all__ = ["PhenotypeHttpPost", "build_phenotype_http_post"]	CODE
LOW	tests/_helpers/android_grpc_cassette.py	1054	__all__ = [	CODE
LOW⚡	tests/unit/test_json_stdout_purity.py	581	def _setup_fs_doctor(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	623	def _setup_fs_profile_list(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/unit/test_auth_refresh_profile_store.py	99	def _set_live(live: httpx.Cookies, name: str, value: str) -> None:	CODE
LOW	tests/unit/test_auth_cookie_save_race.py	108	def _set_cookie_value(jar: httpx.Cookies, name: str, value) -> None:	CODE
LOW	tests/unit/test_client_lifecycle_waves.py	43	def set_bound_loop(self, loop: asyncio.AbstractEventLoop) -> None:	CODE
LOW	tests/unit/test_client_lifecycle_waves.py	94	def set_bound_loop(self, loop: asyncio.AbstractEventLoop) -> None:	CODE
LOW	tests/unit/test_runtime_lifecycle.py	35	def set_bound_loop(self, loop: asyncio.AbstractEventLoop) -> None:	CODE
LOW	tests/unit/test_runtime_lifecycle.py	68	def set_bound_loop(self, loop: asyncio.AbstractEventLoop) -> None:	CODE
LOW	tests/unit/test_lazy_web_sidecar.py	42	def set_bound_loop(self, loop: asyncio.AbstractEventLoop) -> None:	CODE
LOW	tests/unit/mcp/conftest.py	156	__all__ = ["AsyncMock"] # re-exported for convenience in tool tests	CODE
LOW	tests/unit/mcp/test_entrypoint.py	59	def _set_oauth_env(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/unit/cli/test_cli_mcp_parity.py	220	def _setup(c: Any) -> None:	CODE
LOW	tests/unit/cli/test_cli_mcp_parity.py	235	def _setup(c: Any) -> None:	CODE
LOW	tests/_baselines/registry.py	522	__all__ = [	CODE
LOW	tests/_baselines/storage_transaction_policy.py	72	__all__ = [	CODE
LOW	tests/_baselines/__init__.py	20	__all__ = ["BASELINES", "Baseline"]	CODE
LOW	tests/_baselines/module_size.py	152	__all__ = [	CODE
LOW	tests/_baselines/guardrail_literals.py	79	__all__ = [	CODE
LOW	tests/_guardrails/_v100_breaks.py	210	__all__ = [	CODE
LOW⚡	tests/_guardrails/test_cookie_persistence_boundary.py	574	def _set_local_client(self, name: str, value: bool) -> None:	CODE
LOW⚡	tests/integration/test_android_grpc_cassette.py	321	async def _settle(seconds: float) -> None:	CODE
LOW	tests/integration/test_transfer_rpcs_vcr.py	56	async def _settle(seconds: float) -> None:	CODE
LOW	tests/integration/cli_vcr/_cassette_expectations.py	304	__all__ = [	CODE
LOW	tests/integration/cli_vcr/conftest.py	59	__all__ = [	CODE
LOW	tests/integration/cli_vcr/_fixtures.py	87	__all__ = [	CODE
LOW⚡	tests/integration/concurrency/conftest.py	58	logger = logging.getLogger(__name__)	CODE
LOW	tests/integration/concurrency/conftest.py	210	def set_delay(self, seconds: float) -> None:	CODE
LOW	tests/integration/concurrency/test_chat_history_race.py	170	def set_answer(self, question: str, answer: str) -> None:	CODE
LOW	tests/integration/concurrency/helpers.py	47	logger = logging.getLogger(__name__)	CODE
LOW	tests/integration/mcp_vcr/conftest.py	42	__all__ = ["build_mcp_client", "build_zero_retry_mcp_client"]	CODE
LOW	tests/server/fakes.py	344	async def set_mode(self, notebook_id: str, mode: Any) -> None:	CODE
LOW	tests/server/fakes.py	830	def set_research_failed(self, notebook_id: str, poll_id: str, *, query: str = "q") -> None:	CODE
LOW	tests/_fixtures/rpc_error_frames.py	18	__all__ = [	CODE
LOW	tests/_fixtures/chain.py	122	__all__ = [	CODE
LOW	tests/_fixtures/__init__.py	23	__all__ = [	CODE
LOW	tests/_fault_server/grpc.py	470	__all__ = [	CODE
LOW	tests/_fault_server/web.py	157	__all__ = [	CODE
LOW	tests/_fault_server/android_scenarios.py	756	__all__ = ["SCENARIOS", "run_scenario"]	CODE
LOW	tests/_fault_server/web_workflows.py	589	__all__ = ["SCENARIOS", "run_scenario"]	CODE
LOW	tests/_fault_server/adapter_scenarios.py	643	__all__ = ["SCENARIOS", "run_scenario"]	CODE
LOW	tests/_fault_server/web_resilience_scenarios.py	858	__all__ = ["BUDGETS", "IMPLEMENTATIONS", "PLANS", "REQUIRED_CHECKS", "SCENARIOS"]	CODE
LOW	tests/_fault_server/android.py	168	__all__ = [	CODE
LOW	tests/_fault_server/http.py	712	__all__ = [	CODE
LOW	tests/_fault_server/web_concurrency.py	438	__all__ = ["BUDGETS", "IMPLEMENTATIONS", "PLANS", "REQUIRED_CHECKS"]	CODE
LOW	tests/_fault_server/web_generation_faults.py	345	__all__ = ["BUDGETS", "IMPLEMENTATIONS", "REQUIRED_CHECKS", "SCENARIOS"]	CODE
LOW	tests/_fault_server/android_resilience_scenarios.py	173	__all__ = ["IMPLEMENTATIONS", "PLANS", "SCENARIOS"]	CODE
LOW	tests/_fault_server/web_scenarios.py	808	__all__ = ["SCENARIOS", "run_scenario"]	CODE
LOW	tests/e2e/_collection_candidate.py	243	__all__ = ["created_collection_candidate"]	CODE
LOW	scripts/_tracked_files.py	29	__all__ = ["tracked_files"]	CODE
LOW	scripts/_live_auth_scenarios/__init__.py	48	__all__ = [	CODE
LOW	src/notebooklm/_sharing.py	11	logger = logging.getLogger(__name__)	CODE
376 more matches not shown…

Docstring Block Structure75 hits · 375 pts

Severity	File	Line	Snippet	Context
HIGH	tests/cassette_patterns.py	155	Re-derive ``<count>`` prefixes in a chunked response body. Google's batchexecute responses are framed as alternatin	STRING
HIGH	tests/cassette_patterns.py	1694	Return a ``(status_code, body, headers)`` triple for a synthetic error. The shape is intentionally minimal; the cli	STRING
HIGH	src/notebooklm/_sharing.py	48	Share notebook with a user. Intent wrapper over :meth:`set_users`. The underlying operation is an upser	STRING
HIGH	src/notebooklm/_notes.py	65	Get a specific note by ID. Args: notebook_id: The notebook ID. note_id: The note ID.	STRING
HIGH	src/notebooklm/paths.py	225	Get directory for a specific profile. Args: profile: Profile name. If None, resolves via resolve_profile().	STRING
HIGH	src/notebooklm/client.py	710	Create a client from Playwright storage state file. This is the recommended way to create a client for programm	STRING
HIGH	src/notebooklm/client.py	904	Refresh the selected backend's authentication state. Web refreshes the NotebookLM homepage to obtain a fresh CS	STRING
HIGH	src/notebooklm/_chat.py	309	Ask the notebook a question. Args: notebook_id: The notebook ID. question: The question	STRING
HIGH	src/notebooklm/_chat.py	667	Save a chat answer as a citation-rich note (issue #660). Unlike :meth:`NotesAPI.create`, this preserves the ``[	STRING
HIGH	src/notebooklm/_chat.py	794	Read the notebook's current chat configuration. Decodes the chat-settings block from ``GET_NOTEBOOK`` so a *par	STRING
HIGH	src/notebooklm/_sources.py	186	Get details of a specific source. Args: notebook_id: The notebook ID. source_id: The so	STRING
HIGH	src/notebooklm/_sources.py	241	Wait for a source to become ready. Polls until READY, terminal ERROR, or timeout. Configured transient	STRING
HIGH	src/notebooklm/_sources.py	331	Wait for a source to be registered server-side (status >= PROCESSING). Polls until the source is visible in the	STRING
HIGH	src/notebooklm/_sources.py	382	Wait for multiple sources to become ready in parallel. Args: notebook_id: The notebook ID.	STRING
HIGH	src/notebooklm/_sources.py	516	Add a file source using the backend's resumable upload pipeline. Registers the source, opens an upload session,	STRING
HIGH	src/notebooklm/utils.py	159	Return the surrounding source-text passage for a chat citation. A :class:`~notebooklm.types.ChatReference` carries	STRING
HIGH	src/notebooklm/_lookup.py	28	Return ``obj`` unchanged, or raise ``exc`` when ``obj`` is ``None``. The narrow contract is deliberate: callers pas	STRING
HIGH	src/notebooklm/artifacts.py	84	Run an artifact-generation callable with rate-limit retry. The callable is always invoked at least once. A retry is	STRING
HIGH	src/notebooklm/_mind_maps_api.py	243	Rename a mind map (dispatches by kind: ``UPDATE_NOTE`` / ``RENAME_ARTIFACT``). Omitting ``kind`` triggers an ex	STRING
HIGH	src/notebooklm/_types/documents.py	817	A readable flat rendering of the document, or of one range of it. The third of this library's three renderings	STRING
HIGH	src/notebooklm/_auth/cookies.py	182	Extract Google cookies from Playwright storage state for NotebookLM auth. Filters through the canonical auth-domain	STRING
HIGH	src/notebooklm/_auth/cookies.py	375	Load cookies as an httpx.Cookies object for authenticated downloads. Unlike load_auth_from_storage() which returns	STRING
HIGH	src/notebooklm/_auth/cookies.py	415	Extract Google cookies from storage state preserving original identity. Returns a path-aware ``(name, domain, path)	STRING
HIGH	src/notebooklm/_auth/cookies.py	507	Build an httpx.Cookies jar with original domains preserved. This function loads cookies from storage and creates a	STRING
HIGH	src/notebooklm/_auth/tokens.py	290	Return the ``Cookie:`` header this session would send to ``url``. .. deprecated:: 0.8.1 Scheduled fo	STRING
HIGH	src/notebooklm/_auth/tokens.py	462	Create AuthTokens from Playwright storage state file. Compatibility loader for callers that still need a standa	STRING
HIGH	src/notebooklm/_auth/tokens.py	866	Load Google cookies from storage as a flat name→value dict. Loads authentication cookies with the following precede	STRING
HIGH	src/notebooklm/_auth/extraction.py	87	Extract a ``WIZ_global_data[key]`` value from a NotebookLM HTML response. NotebookLM (and other Google products) em	STRING
HIGH	src/notebooklm/_auth/extraction.py	447	Extract CSRF token (SNlM0e) from NotebookLM page HTML. The CSRF token is embedded in the page's WIZ_global_dat	STRING
HIGH	src/notebooklm/_auth/extraction.py	490	Extract session ID (FdrFJe) from NotebookLM page HTML. The session ID is embedded in the page's WIZ_global_dat	STRING
HIGH	src/notebooklm/_auth/refresh.py	971	Internal: fetch CSRF and session tokens using a pre-built cookie jar. This is the single implementation for all tok	STRING
HIGH	src/notebooklm/_auth/refresh.py	1077	Fetch tokens from a cookie mapping. For backward compatibility. Prefer NotebookLMClient.from_storage(), which prese	STRING
HIGH	src/notebooklm/_auth/refresh.py	1184	Validate the auth cookies on disk without any side effects. Performs the same token-fetch round-trip (a homepage GE	STRING
HIGH	src/notebooklm/_auth/account.py	112	Enumerate Google accounts visible to the given cookie jar. Probes ``<configured base URL>/?authuser=N`` (see :f	STRING
HIGH	src/notebooklm/mcp/_resolve.py	280	Resolve a notebook reference (full/partial id, exact title, or unique title prefix) to its id. Args: client	STRING
HIGH	src/notebooklm/mcp/_resolve.py	308	Resolve a source reference within a notebook to its id. Args: client: The lifespan-bound client. no	STRING
HIGH	src/notebooklm/mcp/_resolve.py	339	Resolve many source references within a notebook, listing sources at most once. The per-tool callers ``chat_ask`` /	STRING
HIGH	src/notebooklm/mcp/_resolve.py	439	Resolve a note reference within a notebook to its id. Same matching rules as :func:`resolve_source`, over the noteb	STRING
HIGH	src/notebooklm/mcp/_resolve.py	470	Resolve a studio-artifact reference within a notebook to its id. Same matching rules as :func:`resolve_source`, ove	STRING
HIGH	src/notebooklm/cli/resolve.py	44	Validate and normalize an entity ID. Args: entity_id: The ID to validate. entity_name: Name for err	STRING
HIGH	src/notebooklm/cli/resolve.py	127	Get notebook ID from argument, env var, or active context. Resolution order (env-var precedence): 1. ``noteboo	STRING
HIGH	src/notebooklm/cli/resolve.py	214	Resolve a partial ID against a pre-fetched item list. Sync core of the partial-ID matching logic. Encapsulates	STRING
HIGH	src/notebooklm/cli/resolve.py	346	Resolve a case-insensitive partial ID prefix to a full entity ID. Allows users to type partial IDs like ``abc`` ins	STRING
HIGH	src/notebooklm/cli/_firefox_containers.py	231	Resolve a ``--browser-cookies 'firefox::<spec>'`` to a selector. Args: profile_path: Firefox profile direct	STRING
HIGH	src/notebooklm/cli/_firefox_containers.py	420	Read ``cookies.sqlite`` filtered to a single container. Args: profile_path: Firefox profile directory conta	STRING
HIGH	src/notebooklm/cli/_chromium_profiles.py	316	Read and decrypt cookies from a single Chromium user-data profile. Uses ``rookie_cookies.any_browser(db_path, domai	STRING
HIGH	src/notebooklm/cli/download_helpers.py	34	Resolve a partial artifact ID to a full ID. UUID-shaped IDs (canonical 8-4-4-4-12 hex layout, case-insensitive -	STRING
HIGH	src/notebooklm/cli/auth_runtime.py	84	Get auth components from context. Args: ctx: Click context with optional storage_path in obj Returns:	STRING
HIGH	src/notebooklm/cli/input.py	11	Read all of stdin as UTF-8 text and strip surrounding whitespace. Centralizes the Unix ``-`` stdin convention used	STRING
HIGH	src/notebooklm/cli/input.py	44	Resolve prompt text from a positional argument or ``--prompt-file``. Exactly one source may be provided. The file/s	STRING
HIGH	src/notebooklm/cli/services/login/cookie_jar.py	81	Probe ``?authuser=N`` against one cookie set and return tagged Accounts. Shared by both the legacy single-jar path	STRING
HIGH	src/notebooklm/cli/services/login/profile_targets.py	46	Derive a valid profile name from an email address. Profile names are restricted to ``[a-zA-Z0-9_-]`` (see :data	STRING
HIGH	src/notebooklm/_web/sharing.py	318	Set several users' permissions on a notebook in one request. This is an upsert, not an add: an email that i	STRING
HIGH	src/notebooklm/_web/research.py	211	Start a research session. Args: notebook_id: The notebook ID. query: The research query	STRING
HIGH	src/notebooklm/_web/research.py	321	Discover web sources synchronously (the "Discover sources" dialog call). One blocking ``DISCOVER_SOURCES`` roun	STRING
HIGH	src/notebooklm/_web/notes.py	628	Get a specific note by ID. Args: notebook_id: The notebook ID. note_id: The note ID.	STRING
HIGH	src/notebooklm/_web/notebooks.py	432	Get AI-suggested prompts for a notebook. Backed by ``GeneratePromptSuggestions`` (``otmP3b``): a general	STRING
HIGH	src/notebooklm/_web/notebooks.py	732	Get notebook details. Args: notebook_id: The notebook ID. Returns: Notebook ob	STRING
HIGH	src/notebooklm/_web/transport/reqid_counter.py	173	Atomically increment the counter and return the new value. Args: step: Increment applied to the cou	STRING
HIGH	src/notebooklm/_web/wire/decoder.py	295	Parse chunked response format (rt=c mode). Format is alternating lines of: - byte_count (integer) - js	STRING
15 more matches not shown…

Deep Nesting408 hits · 368 pts

Severity	File	Line	Context
LOW	tests/cassette_patterns.py	596	CODE
LOW	tests/vcr_config.py	627	CODE
LOW	tests/vcr_config.py	679	CODE
LOW	tests/_helpers/play_book_http_cassette.py	94	CODE
LOW	tests/_helpers/android_grpc_cassette.py	334	CODE
LOW	tests/unit/test_live_auth_matrix.py	1043	CODE
LOW	tests/unit/test_streaming_chat_wire.py	1006	CODE
LOW	tests/unit/test_concurrency_refresh_race.py	501	CODE
LOW	tests/unit/test_auth_cold_start_recovery.py	620	CODE
LOW	tests/unit/test_auth_profile_store_minted.py	723	CODE
LOW	tests/unit/test_auth_psidts_recovery.py	433	CODE
LOW	tests/unit/test_app_master_token.py	573	CODE
LOW	tests/unit/test_sources_row_adapter.py	80	CODE
LOW	tests/unit/test_browser_oauth_token.py	460	CODE
LOW	tests/unit/test_auth_mint_service.py	146	CODE
LOW	tests/unit/test_init_order.py	171	CODE
LOW	tests/unit/test_browser_capture_session_candidate.py	566	CODE
LOW	tests/unit/test_browser_capture_session_candidate.py	582	CODE
LOW	tests/unit/test_rpc_types.py	67	CODE
LOW	tests/unit/test_historical_split.py	38	CODE
LOW	tests/unit/test_rpc_overrides.py	72	CODE
LOW	tests/unit/test_auth_remaining_branches.py	521	CODE
LOW	tests/unit/test_auth_expired_errors.py	61	CODE
LOW	tests/unit/test_ci_test_matrix.py	85	CODE
LOW	tests/unit/test_ci_test_matrix.py	272	CODE
LOW	tests/unit/test_ci_selection_contracts.py	48	CODE
LOW	tests/unit/test_ci_selection_contracts.py	136	CODE
LOW	tests/unit/app/test_source_fallback.py	162	CODE
LOW	tests/unit/app/test_source_fallback.py	275	CODE
LOW	tests/unit/app/test_app_login_cookie.py	371	CODE
LOW	tests/unit/cli/test_quiet_enforcement.py	99	CODE
LOW	tests/unit/android/test_organization_adapters.py	170	CODE
LOW	tests/_baselines/storage_transaction_policy.py	17	CODE
LOW	tests/_baselines/module_size.py	108	CODE
LOW	tests/_baselines/guardrail_literals.py	54	CODE
LOW	tests/_guardrails/test_middleware_context_contract.py	99	CODE
LOW	…drails/test_auth_web_bootstrap_compatibility_island.py	110	CODE
LOW	…drails/test_auth_web_bootstrap_compatibility_island.py	193	CODE
LOW	tests/_guardrails/test_auth_phase12c_boundaries.py	253	CODE
LOW	tests/_guardrails/test_auth_storage_lock_boundary.py	116	CODE
LOW	tests/_guardrails/test_auth_cookie_filter_boundary.py	91	CODE
LOW	tests/_guardrails/test_auth_cookie_filter_boundary.py	139	CODE
LOW	tests/_guardrails/test_no_session.py	60	CODE
LOW	tests/_guardrails/test_auth_credential_io_boundary.py	114	CODE
LOW	tests/_guardrails/test_cli_boundary.py	199	CODE
LOW	tests/_guardrails/test_cli_boundary.py	230	CODE
LOW	tests/_guardrails/test_cli_boundary.py	263	CODE
LOW	tests/_guardrails/test_cli_boundary.py	364	CODE
LOW	tests/_guardrails/test_cli_boundary.py	470	CODE
LOW	tests/_guardrails/test_cli_boundary.py	586	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	482	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	942	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	992	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	2295	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	294	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	1067	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	1418	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	1455	CODE
LOW	tests/_guardrails/test_auth_storage_compatibility.py	77	CODE
LOW	tests/_guardrails/test_auth_storage_compatibility.py	1253	CODE
348 more matches not shown…

Over-Commented Block417 hits · 362 pts

Severity	File	Line	Snippet	Context
LOW	.pre-commit-config.yaml	21	#	COMMENT
LOW	pyproject.toml	41	Issues = "https://github.com/teng-lin/notebooklm-py/issues"	COMMENT
LOW	README.md	221		COMMENT
LOW	deploy/README.md	21	# 1. One-time, on a machine with a browser — bootstrap the Google credential:	COMMENT
LOW	deploy/docker-compose.build.yml	1	# Override: build the notebooklm-mcp image from THIS checkout instead of pulling	COMMENT
LOW	deploy/docker-compose.yml	1	# Remote notebooklm-mcp behind a tunnel. Pick ONE tunnel via a Compose profile:	COMMENT
LOW	deploy/docker-compose.yml	21	# out of the box once a stable release exists. Pin a specific release with	COMMENT
LOW	deploy/docker-compose.yml	41	# Optional self-hosted OAuth (for claude.ai). Unset → bearer-only; set both	COMMENT
LOW	deploy/docker-compose.yml	61	# `${FASTMCP_STATELESS_HTTP:-}` injects an EMPTY string when unset, and FastMCP's pydantic	COMMENT
LOW	deploy/docker-compose.yml	101	# `:-` not `:?` — Compose interpolates the WHOLE file before profile filtering,	COMMENT
LOW	tests/cassette_patterns.py	221	remainder = body	COMMENT
LOW	tests/cassette_patterns.py	361	# The display-name escaped-literal scrubber reuses the existing	COMMENT
LOW	tests/cassette_patterns.py	421	_EMAIL_PATTERN_BASE = (	COMMENT
LOW	tests/cassette_patterns.py	461	# Each entry is regex-escaped because some legitimate UI titles could in	COMMENT
LOW	tests/cassette_patterns.py	481	# Anchoring strategy per shape:	COMMENT
LOW	tests/cassette_patterns.py	501	r"aas_et/[A-Za-z0-9_\-]+",	COMMENT
LOW	tests/cassette_patterns.py	541	)	COMMENT
LOW	tests/cassette_patterns.py	561	#	COMMENT
LOW	tests/cassette_patterns.py	741	# scrubber and detector both registry-derived closes that drift.	COMMENT
LOW	tests/cassette_patterns.py	761	# on the allowlist (the ``LSID`` leak class), inside a response/request	COMMENT
LOW	tests/cassette_patterns.py	781	# which does not itself re-match (idempotent).	COMMENT
LOW	tests/cassette_patterns.py	821	# was missing from this list, so its value round-tripped unscrubbed into the	COMMENT
LOW	tests/cassette_patterns.py	841	# Double-encoded ``authuser%3D<email>`` form (issue #1368). When the	COMMENT
LOW	tests/cassette_patterns.py	941	),	COMMENT
LOW	tests/cassette_patterns.py	961	r"\1SCRUBBED_DRIVE_FILE_ID\2",	COMMENT
LOW	tests/cassette_patterns.py	981	# The pattern requires the LITERAL escaped quotes (``\\"`` in regex,	COMMENT
LOW	tests/cassette_patterns.py	1041	# RUN inside arbitrary text. A cookie header is a ``;``-delimited run of	COMMENT
LOW	tests/cassette_patterns.py	1161	# Standalone upload_id query parameter: value must be SCRUBBED_UPLOAD_ID.	COMMENT
LOW	tests/cassette_patterns.py	1181	)	COMMENT
LOW	tests/cassette_patterns.py	1221	# avatar URL detector (/ogw/ group). The pattern matches	COMMENT
LOW	tests/cassette_patterns.py	1241	# closes the ``JrWMbf`` gap.	COMMENT
LOW	tests/cassette_patterns.py	1261	# ``authuser%3D<email>`` redirect-param shape (issue #1368). Unlike the	COMMENT
LOW	tests/cassette_patterns.py	1301	("Google API key", _DETECT_GOOGLE_API_KEY),	COMMENT
LOW	tests/cassette_patterns.py	1321	# field whose API key the name-anchored scrubbers skipped), and #1372 fixed a	COMMENT
LOW	tests/cassette_patterns.py	1341	# quoted high-entropy scalar (a credential split across structural punctuation,	COMMENT
LOW	tests/cassette_patterns.py	1361	# * the canonical UUID shape (``8-4-4-4-12`` hex-with-dashes) — these are	COMMENT
LOW	tests/cassette_patterns.py	1601		COMMENT
LOW	tests/cassette_patterns.py	1621	# --- 9. Google API-key shape (field-name-agnostic) ---------------------	COMMENT
LOW	tests/cassette_patterns.py	1641	# =============================================================================	COMMENT
LOW	tests/vcr_config.py	361	# matcher's intent is to catch structural drift (different RPC id, different	COMMENT
LOW	tests/vcr_config.py	781		COMMENT
LOW	tests/vcr_config.py	801	if len(c1) >= 5:	COMMENT
LOW	tests/vcr_config.py	821		COMMENT
LOW	tests/vcr_config.py	861	# Register custom matcher for rpcids-based request differentiation	COMMENT
LOW	tests/unit/test_vcr_config.py	381	#	COMMENT
LOW	tests/unit/conftest.py	41	"""	COMMENT
LOW	tests/unit/conftest.py	61	# wrapper's ``aiter_bytes`` + rebuild path works on it. Returning a	COMMENT
LOW	tests/unit/test_check_rpc_health.py	861	# stringifies to "" and must surface as the class name, not be swallowed.	COMMENT
LOW	tests/unit/test_check_rpc_health.py	1281	assert rc == 0	COMMENT
LOW	tests/unit/test_public_api_behavior.py	81	# ---------------------------------------------------------------------------	COMMENT
LOW	tests/unit/test_cassette_sanitizer.py	721	if line.strip() and not line.strip().startswith("#")	COMMENT
LOW	tests/unit/test_cassette_sanitizer.py	741	# With all cassette repairs landed, this loop has nothing to assert;	COMMENT
LOW	tests/unit/test_exceptions.py	341	with pytest.raises(SourceError):	COMMENT
LOW	tests/unit/test_artifact_downloads_coverage.py	561	# out to the temp-file cleanup, keeping the assertion on the original	COMMENT
LOW	tests/unit/test_auth_cookie_save_race.py	1761	# rather than monkeypatching ``notebooklm._core.save_cookies_to_storage``.	COMMENT
LOW	tests/unit/test_auth_cookie_save_race.py	1781	if len(submitted) == 2:	COMMENT
LOW	tests/unit/test_user_settings_api.py	141	# ---------------------------------------------------------------------------	COMMENT
LOW	tests/unit/test_scripts_auth_cookie_domains.py	401	# Everything above pins the auth path. The three probe request paths -- two	COMMENT
LOW	tests/unit/test_atomic_update_json.py	421		COMMENT
LOW	tests/unit/test_rpc_health_coverage.py	61	# ---------------------------------------------------------------------------	COMMENT
357 more matches not shown…

Cross-File Repetition68 hits · 340 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unit/test_auth_cookie_policy.py	0	tests for auth token refresh and fetch_tokens (split in d1 pr-2). this file owns one concern from the auth subpackage. t	STRING
HIGH	tests/unit/test_auth_storage.py	0	tests for auth token refresh and fetch_tokens (split in d1 pr-2). this file owns one concern from the auth subpackage. t	STRING
HIGH	tests/unit/test_auth_refresh.py	0	tests for auth token refresh and fetch_tokens (split in d1 pr-2). this file owns one concern from the auth subpackage. t	STRING
HIGH	tests/unit/cli/test_artifact.py	0	path a: uuid-shaped id skips partial-resolve; backend none → exit 1.	STRING
HIGH	tests/unit/cli/test_source.py	0	path a: uuid-shaped id skips partial-resolve; backend none → exit 1.	STRING
HIGH	tests/unit/cli/test_note.py	0	path a: uuid-shaped id skips partial-resolve; backend none → exit 1.	STRING
HIGH	tests/unit/cli/test_artifact.py	0	path a under ``--json``: typed json error doc + exit 1.	STRING
HIGH	tests/unit/cli/test_source.py	0	path a under ``--json``: typed json error doc + exit 1.	STRING
HIGH	tests/unit/cli/test_note.py	0	path a under ``--json``: typed json error doc + exit 1.	STRING
HIGH	tests/unit/cli/test_artifact.py	0	path b: partial-resolve succeeds, backend get() returns none → exit 1.	STRING
HIGH	tests/unit/cli/test_source.py	0	path b: partial-resolve succeeds, backend get() returns none → exit 1.	STRING
HIGH	tests/unit/cli/test_note.py	0	path b: partial-resolve succeeds, backend get() returns none → exit 1.	STRING
HIGH	tests/unit/android/test_source_writes.py	0	declare unowned child scheduling for direct transport tests.	STRING
HIGH	tests/unit/android/test_source_search.py	0	declare unowned child scheduling for direct transport tests.	STRING
HIGH	tests/unit/android/test_notebook_mutations.py	0	declare unowned child scheduling for direct transport tests.	STRING
HIGH	tests/unit/android/test_source_commit_paths.py	0	declare unowned child scheduling for direct transport tests.	STRING
HIGH	tests/_guardrails/test_server_classify_consistency.py	0	exactly one exemplar per category, so the parametrization is exhaustive.	STRING
HIGH	tests/_guardrails/test_mcp_classify_consistency.py	0	exactly one exemplar per category, so the parametrization is exhaustive.	STRING
HIGH	…_guardrails/test_classify_error_handler_consistency.py	0	exactly one exemplar per category, so the parametrization is exhaustive.	STRING
HIGH	…ts/integration/test_artifact_generation_idempotency.py	0	open a real lifecycle generation, then install the mock transport.	STRING
HIGH	tests/integration/test_research_idempotency.py	0	open a real lifecycle generation, then install the mock transport.	STRING
HIGH	tests/integration/test_side_effects_idempotency.py	0	open a real lifecycle generation, then install the mock transport.	STRING
HIGH	tests/integration/test_notes_idempotency.py	0	open a real lifecycle generation, then install the mock transport.	STRING
HIGH	…ts/integration/test_artifact_generation_idempotency.py	0	extract the ``rpcids=`` query param from a batchexecute request url.	STRING
HIGH	tests/integration/test_research_idempotency.py	0	extract the ``rpcids=`` query param from a batchexecute request url.	STRING
HIGH	tests/integration/test_side_effects_idempotency.py	0	extract the ``rpcids=`` query param from a batchexecute request url.	STRING
HIGH	tests/integration/test_notes_idempotency.py	0	extract the ``rpcids=`` query param from a batchexecute request url.	STRING
HIGH	…sts/integration/concurrency/test_note_create_cancel.py	0	extract the ``rpcids=`` query param from a batchexecute request url.	STRING
HIGH	tests/integration/test_settings_integration.py	0	integration tests for sharingapi. moved from ``tests/unit/`` to ``tests/integration/``. mock-backed (``pytest_httpx``);	STRING
HIGH	tests/integration/test_notes_integration.py	0	integration tests for sharingapi. moved from ``tests/unit/`` to ``tests/integration/``. mock-backed (``pytest_httpx``);	STRING
HIGH	tests/integration/test_notebooks_integration.py	0	integration tests for sharingapi. moved from ``tests/unit/`` to ``tests/integration/``. mock-backed (``pytest_httpx``);	STRING
HIGH	tests/integration/test_sharing_integration.py	0	integration tests for sharingapi. moved from ``tests/unit/`` to ``tests/integration/``. mock-backed (``pytest_httpx``);	STRING
HIGH	tests/integration/test_chat_delete_conversation_vcr.py	0	decode the form-encoded ``f.req`` body into its param list.	STRING
HIGH	tests/integration/test_notebooks_suggest_prompts_vcr.py	0	decode the form-encoded ``f.req`` body into its param list.	STRING
HIGH	tests/integration/test_research_discover_vcr.py	0	decode the form-encoded ``f.req`` body into its param list.	STRING
HIGH	tests/integration/test_research_cancel_vcr.py	0	decode the form-encoded ``f.req`` body into its param list.	STRING
HIGH	tests/integration/test_chat_delete_conversation_vcr.py	0	delete the scratch notebook. best-effort — failures are logged, not raised.	STRING
HIGH	tests/integration/test_research_discover_vcr.py	0	delete the scratch notebook. best-effort — failures are logged, not raised.	STRING
HIGH	tests/integration/test_research_cancel_vcr.py	0	delete the scratch notebook. best-effort — failures are logged, not raised.	STRING
HIGH	tests/integration/cli_vcr/test_generate.py	0	cli integration tests for note commands. these tests exercise the full cli → client → rpc path using vcr cassettes.	STRING
HIGH	tests/integration/cli_vcr/test_downloads.py	0	cli integration tests for note commands. these tests exercise the full cli → client → rpc path using vcr cassettes.	STRING
HIGH	tests/integration/cli_vcr/test_notes.py	0	cli integration tests for note commands. these tests exercise the full cli → client → rpc path using vcr cassettes.	STRING
HIGH	…ipts/_live_auth_scenarios/sibling_concurrent_reload.py	0	entry point for ``python -m`` execution by the live-auth matrix.	STRING
HIGH	scripts/_live_auth_scenarios/rest_recovery.py	0	entry point for ``python -m`` execution by the live-auth matrix.	STRING
HIGH	scripts/_live_auth_scenarios/mcp_recovery.py	0	entry point for ``python -m`` execution by the live-auth matrix.	STRING
HIGH	scripts/_live_auth_scenarios/browser_refresh.py	0	entry point for ``python -m`` execution by the live-auth matrix.	STRING
HIGH	scripts/_live_auth_scenarios/master_token_recovery.py	0	entry point for ``python -m`` execution by the live-auth matrix.	STRING
HIGH	src/notebooklm/_sharing.py	0	return the backend's scope for one multi-call workflow.	STRING
HIGH	src/notebooklm/_research.py	0	return the backend's scope for one multi-call workflow.	STRING
HIGH	src/notebooklm/_notes.py	0	return the backend's scope for one multi-call workflow.	STRING
HIGH	src/notebooklm/_chat.py	0	return the backend's scope for one multi-call workflow.	STRING
HIGH	src/notebooklm/_sources.py	0	return the backend's scope for one multi-call workflow.	STRING
HIGH	src/notebooklm/_settings.py	0	return the backend's scope for one multi-call workflow.	STRING
HIGH	src/notebooklm/_notebooks.py	0	return the backend's scope for one multi-call workflow.	STRING
HIGH	src/notebooklm/_collections.py	0	return the backend's scope for one multi-call workflow.	STRING
HIGH	src/notebooklm/_artifacts.py	0	return the backend's scope for one multi-call workflow.	STRING
HIGH	src/notebooklm/_mind_maps_api.py	0	return the backend's scope for one multi-call workflow.	STRING
HIGH	src/notebooklm/_labels.py	0	return the backend's scope for one multi-call workflow.	STRING
HIGH	src/notebooklm/_web/artifacts.py	0	return the backend's scope for one multi-call workflow.	STRING
HIGH	src/notebooklm/_artifacts.py	0	revise an individual slide in a completed slide deck using a prompt.	STRING
8 more matches not shown…

Excessive Try-Catch Wrapping263 hits · 267 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	417	except Exception:	CODE
LOW	tests/conftest.py	515	except Exception:	CODE
LOW	tests/_helpers/android_grpc_harness.py	186	except Exception as cleanup_error: # noqa: BLE001 - reported, not hidden	CODE
LOW	tests/_helpers/android_grpc_cassette.py	924	except Exception as error: # noqa: BLE001 - diagnostics must never mask the mismatch	CODE
LOW	tests/unit/test_windows_compatibility.py	312	except Exception as e:	CODE
LOW	tests/unit/mcp/conftest.py	96	except Exception as exc: # noqa: BLE001 - scripted per-item outcome	CODE
LOW	tests/unit/cli/test_cli_mcp_parity.py	182	except Exception as exc: # noqa: BLE001 - caller classifies (see _mcp_capture)	CODE
LOW	tests/unit/concurrency/test_close_cancellation_leak.py	370	except Exception:	CODE
LOW	…sts/_guardrails/test_mcp_lazy_client_error_boundary.py	221	except Exception:	CODE
LOW	…sts/_guardrails/test_mcp_lazy_client_error_boundary.py	233	except Exception:	CODE
LOW	…sts/_guardrails/test_mcp_lazy_client_error_boundary.py	245	except Exception:	CODE
LOW	…sts/_guardrails/test_mcp_lazy_client_error_boundary.py	257	except Exception:	CODE
LOW	…sts/_guardrails/test_mcp_lazy_client_error_boundary.py	268	except Exception:	CODE
MEDIUM	…sts/_guardrails/test_mcp_lazy_client_error_boundary.py	207	def route(request):	CODE
MEDIUM	…sts/_guardrails/test_mcp_lazy_client_error_boundary.py	230	def route(request):	CODE
MEDIUM	…sts/_guardrails/test_mcp_lazy_client_error_boundary.py	242	def route(request):	CODE
MEDIUM	…sts/_guardrails/test_mcp_lazy_client_error_boundary.py	254	def route(request):	CODE
MEDIUM	…sts/_guardrails/test_mcp_lazy_client_error_boundary.py	265	def tool(ctx):	CODE
LOW	tests/_guardrails/test_storage_transaction_ratchet.py	227	except Exception:	STRING
LOW	tests/integration/test_android_grpc_cassette.py	712	except Exception as cleanup_error: # noqa: BLE001 - reported, not hidden	CODE
LOW	tests/integration/test_chat_delete_conversation_vcr.py	139	except Exception as exc: # noqa: BLE001	CODE
LOW⚡	tests/integration/test_chat_session_control_vcr.py	94	except Exception as exc: # noqa: BLE001 - best-effort live-record cleanup	CODE
LOW⚡	tests/integration/test_chat_multi_source_vcr.py	272	except Exception as exc: # noqa: BLE001 — best-effort cleanup	CODE
LOW	tests/integration/test_chat_oversized_rejection_vcr.py	144	except Exception: # noqa: BLE001 — best-effort scratch cleanup	CODE
LOW	tests/integration/test_research_discover_vcr.py	113	except Exception as exc: # noqa: BLE001	CODE
LOW	…sts/integration/test_curl_cffi_cassette_conformance.py	66	except Exception:	CODE
LOW	tests/integration/test_research_cancel_vcr.py	152	except Exception as exc: # noqa: BLE001	CODE
LOW	tests/integration/concurrency/test_add_file_toctou.py	235	except Exception: # noqa: BLE001 — defensive	CODE
LOW	tests/server/fakes.py	167	except Exception as exc: # noqa: BLE001 - scripted per-item outcome	CODE
LOW	tests/scripts/setup-generation-notebook.py	74	except Exception as exc: # noqa: BLE001 — top-level CLI surface	CODE
LOW	tests/scripts/check_cassettes_clean.py	254	except Exception: # noqa: BLE001 - degrade to line-scan on any parse/read error	CODE
LOW	tests/_fault_server/web_protocol.py	165	except Exception as exc:	CODE
LOW	tests/_fault_server/web_workflows.py	183	except Exception as exc: # exact public class asserted below	CODE
LOW	tests/_fault_server/web_workflows.py	270	except Exception as exc: # exact contract asserted after cleanup	CODE
LOW	tests/_fault_server/web_workflows.py	315	except Exception as exc: # first operation remains settled after the later failure	CODE
LOW	tests/_fault_server/web_workflows.py	356	except Exception as exc:	CODE
LOW	tests/_fault_server/web_workflows.py	416	except Exception as exc:	CODE
LOW	tests/_fault_server/android_protocol.py	86	except Exception as exc:	CODE
LOW	tests/_fault_server/adapter_scenarios.py	123	except Exception:	CODE
LOW	tests/_fault_server/web_slow_responses.py	151	except Exception as exc:	CODE
LOW	tests/_fault_server/mcp_auth_startup_worker.py	91	except Exception as error:	CODE
MEDIUM	tests/_fault_server/mcp_auth_startup_worker.py	38	def observe() -> None:	CODE
LOW	tests/_fault_server/web_saturation.py	161	except Exception as exc:	CODE
LOW	tests/_fault_server/http.py	559	except Exception as exc:	CODE
LOW	tests/_fault_server/web_scenarios.py	333	except Exception as exc:	CODE
LOW	tests/_fault_server/web_scenarios.py	362	except Exception as exc:	CODE
LOW	tests/_fault_server/web_scenarios.py	377	except Exception as exc:	CODE
LOW	tests/_fault_server/web_scenarios.py	392	except Exception as exc:	CODE
LOW	tests/_fault_server/web_scenarios.py	409	except Exception as exc:	CODE
LOW	tests/_fault_server/web_scenarios.py	519	except Exception as exc:	CODE
LOW	tests/_fault_server/web_scenarios.py	539	except Exception as exc:	CODE
MEDIUM	tests/e2e/conftest.py	153	def _ask_with_skip(args, *kwargs):	CODE
LOW⚡	tests/e2e/conftest.py	1043	except Exception as e:	CODE
LOW⚡	tests/e2e/conftest.py	1104	except Exception:	CODE
LOW⚡	tests/e2e/conftest.py	1219	except Exception:	CODE
LOW⚡	tests/e2e/conftest.py	1228	except Exception:	CODE
LOW⚡	tests/e2e/conftest.py	1306	except Exception as e:	CODE
LOW⚡	tests/e2e/conftest.py	1332	except Exception:	CODE
LOW⚡	tests/e2e/conftest.py	1350	except Exception:	CODE
LOW⚡	tests/e2e/conftest.py	1509	except Exception as e:	CODE
203 more matches not shown…

Hallucination Indicators18 hits · 225 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/unit/test_browser_capture_session_candidate.py	1265	browser.context.request.get.return_value.dispose.assert_called_once_with()	CODE
CRITICAL⚡	tests/unit/mcp/test_studio.py	1494	assert mock_client.artifacts.download_quiz.await_args.kwargs.get("output_format") == "markdown"	CODE
CRITICAL	tests/unit/cli/test_generate.py	865	mock_client.mind_maps.generate.await_args.kwargs.get("instructions")	CODE
CRITICAL	tests/unit/cli/test_resolver_characterization.py	400	passed_conv_id = mock_client.chat.ask.await_args.kwargs.get("conversation_id")	CODE
CRITICAL⚡	tests/unit/android/test_artifact_outputs.py	377	table = projection.table.document.body.content.add().table	CODE
CRITICAL⚡	tests/unit/android/test_artifact_outputs.py	408	projection.table.document.body.content.add().table.table_rows.add()	CODE
CRITICAL⚡	tests/unit/android/test_artifact_outputs.py	428	table = projection.table.document.body.content.add().table	CODE
CRITICAL	tests/unit/android/test_artifact_outputs.py	441	table = projection.table.document.body.content.add().table	CODE
CRITICAL	tests/unit/android/test_artifact_outputs.py	455	table = projection.table.document.body.content.add().table	CODE
CRITICAL⚡	tests/unit/android/test_artifacts.py	1587	structural = raw.tailored_report.report_doc.body.content.add(start_index=0, end_index=12)	CODE
CRITICAL⚡	tests/unit/android/test_artifacts.py	1591	bullet = raw.tailored_report.report_doc.body.content.add()	CODE
CRITICAL⚡	tests/unit/android/test_artifacts.py	1595	rule = raw.tailored_report.report_doc.body.content.add()	CODE
CRITICAL⚡	tests/unit/android/test_artifacts.py	1597	table = raw.tailored_report.report_doc.body.content.add().table	CODE
CRITICAL	tests/unit/android/test_artifacts.py	1386	table = projection.table.document.body.content.add().table	CODE
CRITICAL	tests/unit/android/test_artifacts.py	1412	table = projection.table.document.body.content.add().table	CODE
CRITICAL	tests/unit/android/test_artifacts.py	1431	table = projection.table.document.body.content.add().table	CODE
CRITICAL	tests/unit/android/test_artifacts.py	1447	table = projection.table.document.body.content.add().table	CODE
CRITICAL	tests/integration/test_vcr_example.py	82	# Simulate the request format from notebooklm._web.transport.executor.RpcExecutor.rpc_call()	COMMENT

Modern AI Meta-Vocabulary41 hits · 108 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/test_concurrency_refresh_race.py	82	# Test-side deadline for any single asyncio.Event in the race scaffolding.	COMMENT
MEDIUM	tests/unit/test_concurrency_refresh_race.py	542	# Build the same auth scaffold the unit conftest's ``make_core`` produces	COMMENT
MEDIUM⚡	tests/unit/test_check_rpc_health.py	710	# The streamed-chat orchestration RPC has no obfuscated method ID to echo back	COMMENT
MEDIUM⚡	tests/unit/test_drive_import.py	458	# DriveImportService — orchestration, cleanup, second defense	COMMENT
MEDIUM	tests/unit/test_audit_auth_patch_sites.py	63	# string-target patch — and it correctly trips both ADR-0007 guardrails	COMMENT
MEDIUM	tests/unit/test_rpc_health_coverage.py	134	# without re-introducing the whole skip-list scaffolding.	COMMENT
MEDIUM⚡	tests/unit/test_chat_transport.py	45	# Test scaffolding	COMMENT
MEDIUM⚡	tests/unit/app/test_app_source_clean.py	249	# prepare / skip / execute orchestration	COMMENT
MEDIUM	tests/_guardrails/test_cli_boundary.py	378	# facade or app orchestration, never ``_browser``.	COMMENT
MEDIUM	tests/_guardrails/_wire_contract.py	52	#: which lives in its own package rather than the ``orchestration.v1`` wire section.	COMMENT
MEDIUM	tests/_guardrails/_wire_contract.py	69	#: orchestration account envelope.	COMMENT
MEDIUM	tests/cassettes/web/cli_notebook_create.yaml	2158	SEO 2026:The Ultimate Roadmap to AI Agent Visibility - Karan Powar\\\",[null,3905,[1773505574,851569000],[\\\"0f	CODE
MEDIUM	tests/cassettes/web/cli_notebook_create.yaml	2159	SEO 2026:The Ultimate Roadmap to AI Agent Visibility - Karan Powar\\\",[null,3905,[1773505614,213638000],[\\\"10	CODE
MEDIUM	tests/cassettes/web/sources_transfer_lifecycle.yaml	2364	Authorization (ID-JAG) - Descope Documentation\\\",[null,692,[1784352296,728922000],[\\\"00000000-0000-4000-8000	CODE
MEDIUM	tests/cassettes/web/workflow_tracer_bullet.yaml	2086	SEO 2026:The Ultimate Roadmap to AI Agent Visibility - Karan Powar\\\",[null,3905,[1773505574,851569000],[\\\"0f	CODE
MEDIUM	tests/cassettes/web/workflow_tracer_bullet.yaml	2087	SEO 2026:The Ultimate Roadmap to AI Agent Visibility - Karan Powar\\\",[null,3905,[1773505614,213638000],[\\\"10	CODE
MEDIUM	tests/cassettes/web/cli_notebook_list.yaml	2158	SEO 2026:The Ultimate Roadmap to AI Agent Visibility - Karan Powar\\\",[null,3905,[1773505574,851569000],[\\\"0f	CODE
MEDIUM	tests/cassettes/web/cli_notebook_list.yaml	2159	SEO 2026:The Ultimate Roadmap to AI Agent Visibility - Karan Powar\\\",[null,3905,[1773505614,213638000],[\\\"10	CODE
MEDIUM	docs/architecture.md	766	#### Evidence and guardrails	COMMENT
MEDIUM	docs/architecture.md	786	[guardrail map](https://teng-lin.github.io/notebooklm-py/diagrams/22-testing-and-guardrails.html)	CODE
MEDIUM	docs/architecture.md	1605	The [testing and guardrails view](https://teng-lin.github.io/notebooklm-py/diagrams/22-testing-and-guardrails.html) maps	CODE
MEDIUM	docs/architecture.md	2163	│ ├── login_browser.py # Markup-free browser-login plan/orchestration: conflict validation, path preparation,	CODE
MEDIUM	docs/architecture.md	2164	│ ├── login_cookie.py # Click-free login/cookie-import operations: request validation, browser-jar probing, a	CODE
MEDIUM	docs/architecture.md	2182	│ ├── source_clean.py # Click-free `source clean` core: junk-source classification + batched-deletion orchest	CODE
MEDIUM	docs/architecture.md	2372	│ └── lifecycle.py # Root lifecycle waves + phased transport orchestration	CODE
MEDIUM	docs/architecture.md	2415	├── _chat.py # Abstract ChatAPI + shared ask/configure/settings/turn-count orchestration over typed	CODE
MEDIUM	docs/development.md	31	the [testing/guardrails map](https://teng-lin.github.io/notebooklm-py/diagrams/22-testing-and-guardrails.html)	CODE
MEDIUM	docs/development.md	67	├── _chat.py # Backend-neutral ChatAPI orchestration	CODE
MEDIUM	docs/adr/0013-composable-session-capabilities.md	263	- C-Z. AST-based delegate-surface regression guard (historical) — introduced by PR [#885](https://github.com/teng-	CODE
MEDIUM	docs/adr/0013-composable-session-capabilities.md	263	- C-Z. AST-based delegate-surface regression guard (historical) — introduced by PR [#885](https://github.com/teng-	CODE
MEDIUM	docs/adr/0014-feature-local-runtime-adapters.md	231	### Rule 4 — `Session` retains only orchestration plus the documented middleware-chain seams	COMMENT
MEDIUM	docs/adr/0036-browser-acquisition-package.md	1	# ADR-0036: Browser acquisition package and neutral login orchestration	COMMENT
MEDIUM	docs/diagrams/README.md	82	\| 22 \| Test infrastructure \| How do unit tests, guardrails, replay, real-loopback faults, and live tests fit into CI? \|	CODE
MEDIUM⚡	docs/diagrams/22-testing-and-guardrails.html	4963	<script id="archify-source-evidence-data" type="application/json">{"schemaVersion":1,"verified":true,"repository":{"	CODE
MEDIUM⚡	docs/diagrams/22-testing-and-guardrails.html	4963	<script id="archify-source-evidence-data" type="application/json">{"schemaVersion":1,"verified":true,"repository":{"	CODE
MEDIUM	docs/android/proto-evidence-ledger.md	351	`#7`. The cumulative orchestration service admits all four Notes signatures. The generated	CODE
MEDIUM	docs/android/proto-evidence-ledger.md	886	\| `orchestration.v1.UploadFileRequest` \| `project_id #3`, `request_context #4`, `source_id #5`, `provenance #6` \| exact	CODE
MEDIUM	scripts/check_rpc_health.py	2298	# Probe the streamed-chat orchestration RPC. It is not an	COMMENT
MEDIUM	src/notebooklm/_artifacts.py	662	# is used by first-party orchestration; routing legacy calls through	COMMENT
MEDIUM	src/notebooklm/_android/sharing.py	28	# through the orchestration service's generic project mutator -- see	COMMENT
MEDIUM	src/notebooklm/_web/params/notebooks.py	85	# what the backend RETURNS for each mode. ``5`` critique / ``6`` debate scaffolding /	COMMENT

AI Slop Vocabulary27 hits · 84 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/cassette_patterns.py	214	# fixed number of characters) is robust to alternate-length prefixes if	COMMENT
MEDIUM	tests/vcr_config.py	366	# matcher robust across recording sessions while still failing on meaningful	COMMENT
MEDIUM	tests/vcr_config.py	810	# or extra non-volatile dict keys — while staying robust against leaf	COMMENT
MEDIUM⚡	tests/unit/test_json_stdout_purity.py	571	# so the mock-client harness can't drive them. The parametrized sweep	COMMENT
MEDIUM	tests/unit/test_json_stdout_purity.py	950	# the mock-client harness. `notebook_create` goes through the standard	COMMENT
MEDIUM	tests/unit/test_json_stdout_purity.py	980	# harness — they read NOTEBOOKLM_HOME directly. Stage a clean layout	COMMENT
MEDIUM	tests/unit/test_auth_cookie_save_race.py	1806	# order) to stay robust across schedulers.	COMMENT
MEDIUM⚡	tests/unit/test_row_adapters.py	1367	# TZ-robust: compare the round-tripped epoch, not a wall-time string.	COMMENT
MEDIUM⚡	tests/unit/test_json_error_exit.py	810	# then invoke without the mock-client harness (these commands don't	COMMENT
MEDIUM	tests/unit/test_json_error_exit.py	785	# Filesystem-driven failure cases bypass the mock-client harness — they	COMMENT
MEDIUM	tests/unit/test_sources_upload_delegation.py	55	# parse bytecode. ``casefold()`` makes the suffix check robust on	COMMENT
MEDIUM	tests/unit/test_rpc_golden_payloads.py	1359	# Wiring those would require contorting the harness or adding production code	COMMENT
MEDIUM⚡	tests/unit/test_vcr_body_matcher.py	293	# Volatile-key stripping — keep matching robust across recording timestamps	COMMENT
MEDIUM	tests/unit/cli/test_login.py	373	# rebuilding this harness.	COMMENT
MEDIUM	tests/_guardrails/test_no_pinned_cassette_values.py	170	# allow-listing the comparison methods) keeps the gate robust as new	COMMENT
MEDIUM	tests/integration/concurrency/test_harness_smoke.py	50	# concurrency-harness smoke tests against a mock transport; no	COMMENT
MEDIUM	tests/integration/concurrency/test_harness_smoke.py	139	# Peak in-flight was high — the harness is genuinely fanning out.	COMMENT
MEDIUM	…ts/integration/concurrency/test_max_concurrent_rpcs.py	71	# concurrency-harness tests against a mock transport; no HTTP,	COMMENT
MEDIUM	…ts/integration/concurrency/test_max_concurrent_rpcs.py	156	# Anything <= 8 would mean the gate isn't kicking in (the harness	COMMENT
MEDIUM	tests/integration/mcp_vcr/test_research.py	61	# recorded poll (the "Python programming best practices" task). Pinning it makes	COMMENT
MEDIUM	tests/scripts/generate_relevance_ledger.py	417	"""Inspect all guardrail and historical files and build comprehensive relevance ledger."""	STRING
MEDIUM	tests/e2e/test_cli_live.py	64	# or an enveloped object so the test is robust to the exact shape.	COMMENT
MEDIUM⚡	tests/e2e/test_research_import_verification.py	93	# makes this path robust for fast-mode imports too.	COMMENT
MEDIUM	tests/e2e/_collection_candidate.py	109	# The exact full name is the test-harness ownership boundary. The	COMMENT
MEDIUM⚡	docs/diagrams/22-testing-and-guardrails.html	4963	<script id="archify-source-evidence-data" type="application/json">{"schemaVersion":1,"verified":true,"repository":{"	CODE
MEDIUM	src/notebooklm/_atomic_io.py	413	# and re-introduce the divergent-lock race. ``casefold`` is the robust	COMMENT
LOW	src/notebooklm/_web/sharing.py	261	# Fetch current status and override view_level with what we just set	COMMENT

Fake / Example Data80 hits · 81 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_storage_writer.py	538	(storage_mod.AccountRecord(7, "user@example.com"), "set", 7, "user@example.com"),	CODE
LOW⚡	tests/unit/test_auth_credential_io.py	104	"email": "user@example.com",	CODE
LOW⚡	tests/unit/test_auth_credential_io.py	112	'{\n "version": 1,\n "email": "user@example.com",\n'	CODE
LOW	tests/unit/test_app_master_token.py	69	app.MasterTokenLoginPlan("user@example.com", storage, None, False),	CODE
LOW	tests/unit/test_app_master_token.py	118	plan = app.MasterTokenLoginPlan("user@example.com", storage, "android", False)	CODE
LOW	tests/unit/test_app_master_token.py	134	assert calls[0][1] == {"email": "user@example.com", "storage_path": storage, "force": False}	CODE
LOW	tests/unit/test_app_master_token.py	138	"email": "user@example.com",	CODE
LOW	tests/unit/test_app_master_token.py	157	app.MasterTokenLoginPlan("user@example.com", storage, None, True),	CODE
LOW	tests/unit/test_app_master_token.py	185	app.MasterTokenLoginPlan("user@example.com", storage, None, False),	CODE
LOW	tests/unit/test_app_master_token.py	212	app.MasterTokenLoginPlan("user@example.com", storage, None, False),	CODE
LOW	tests/unit/test_app_master_token.py	250	app.MasterTokenLoginPlan("user@example.com", storage, None, False),	CODE
LOW	tests/unit/test_app_master_token.py	549	account_email="user@example.com",	CODE
LOW	tests/unit/test_auth_profile_store_account.py	55	({"authuser": 3, "email": " user@example.com "}, ProfileAccount(3, "user@example.com")),	CODE
LOW⚡	tests/unit/test_cassette_sanitizer.py	565	fake_key = "AIza" + "Z" * 35	CODE
LOW⚡	tests/unit/test_cassette_sanitizer.py	568	(examples / "leak.json").write_text(f'{{"JrWMbf":"{fake_key}"}}\n', encoding="utf-8")	CODE
LOW⚡	tests/unit/test_chat_ask_invariants.py	180	account_email="user@example.com",	CODE
LOW	tests/unit/test_chat_ask_invariants.py	201	assert _extract_query_param(str(request.url), "authuser") == "user@example.com"	CODE
LOW	tests/unit/test_public_decoder_deprecations.py	55	lambda: SharedUser.from_api_response(["user@example.com", 1]),	CODE
LOW	tests/unit/test_public_decoder_deprecations.py	56	lambda: decode_shared_user(SharedUser, ["user@example.com", 1]),	CODE
LOW⚡	tests/unit/test_artifact_generation_prompt.py	102	raw = _row_with_prompt(ArtifactTypeCode.AUDIO.value, 6, (1, 0), prompt="placeholder")	CODE
LOW⚡	tests/unit/test_token_regex.py	47	assert value == "user@example.com"	CODE
LOW⚡	tests/unit/test_cassette_patterns.py	285	@pytest.mark.parametrize("placeholder", sorted(SCRUB_PLACEHOLDERS))	CODE
LOW⚡	tests/unit/test_sharing_types.py	283	data = ["user@example.com", 3, [], ["Test User", "https://avatar.url"]]	CODE
LOW⚡	tests/unit/test_sharing_types.py	286	assert user.email == "user@example.com"	CODE
LOW⚡	tests/unit/test_sharing_types.py	310	data = ["user@example.com", 2, []]	CODE
LOW⚡	tests/unit/test_sharing_types.py	313	assert user.email == "user@example.com"	CODE
LOW⚡	tests/unit/test_sharing_types.py	320	data = ["user@example.com", 99, []]	CODE
LOW⚡	tests/unit/test_sharing_types.py	327	data = ["user@example.com", {"permission": 3}, []]	CODE
LOW⚡	tests/unit/test_sharing_types.py	373	data = ["user@example.com", 3, [], ["Just Name"]]	CODE
LOW⚡	tests/unit/test_sharing_types.py	510	["user@example.com", 3, [], ["Name", "https://avatar"]], # full	CODE
LOW⚡	tests/unit/test_sharing_types.py	511	["user@example.com", 2, []], # minimal (no user_info slot)	CODE
LOW⚡	tests/unit/test_sharing_types.py	512	["user@example.com", 3, [], ["Just Name"]], # partial user_info (no avatar)	CODE
LOW⚡	tests/unit/test_sharing_types.py	513	["user@example.com", 99, []], # unknown permission	CODE
LOW⚡	tests/unit/test_sharing_types.py	514	["user@example.com", {"k": 1}, []], # malformed (unhashable) permission	CODE
LOW⚡	tests/unit/app/test_app_sharing.py	129	"user@example.com",	CODE
LOW⚡	tests/unit/app/test_app_sharing.py	139	"user@example.com",	CODE
LOW⚡	tests/unit/app/test_app_sharing.py	159	"user@example.com",	CODE
LOW⚡	tests/unit/app/test_app_sharing.py	166	"full_nb_part", "user@example.com", SharePermission.VIEWER	CODE
LOW⚡	tests/unit/app/test_app_sharing.py	181	await execute_share_remove_user(client, "nb_1", "user@example.com")	CODE
LOW⚡	tests/unit/app/test_app_sharing.py	183	client.sharing.remove_user.assert_awaited_once_with("nb_1", "user@example.com")	CODE
LOW⚡	tests/unit/cli/test_share.py	176	["share", "add", "user@example.com", "-n", "nb_123"],	CODE
LOW⚡	tests/unit/cli/test_share.py	185	"user@example.com",	CODE
LOW⚡	tests/unit/cli/test_share.py	206	["share", "add", "user@example.com", "-n", "nb_123", "-p", "editor"],	CODE
LOW⚡	tests/unit/cli/test_share.py	214	"user@example.com",	CODE
LOW⚡	tests/unit/cli/test_share.py	242	["share", "remove", "user@example.com", "-n", "nb_123", "-y"],	CODE
LOW⚡	tests/unit/cli/test_share.py	248	mock_client.sharing.remove_user.assert_called_once_with("nb_123", "user@example.com")	CODE
LOW⚡	tests/unit/cli/test_share.py	289	["share", "remove", "user@example.com", "-n", "nb_123", "--json"],	CODE
LOW⚡	tests/unit/cli/test_share.py	294	assert '"removed_user": "user@example.com"' in result.output	CODE
LOW⚡	tests/unit/cli/test_share.py	314	["share", "remove", "user@example.com", "-n", "nb_123", "--json"],	CODE
LOW⚡	tests/unit/cli/test_share.py	319	assert '"removed_user": "user@example.com"' in result.output	CODE
LOW⚡	tests/unit/cli/test_share.py	321	mock_client.sharing.remove_user.assert_called_once_with("nb_123", "user@example.com")	CODE
LOW⚡	tests/unit/cli/test_share.py	487	assert '"updated_user": "user@example.com"' in result.output	CODE
LOW⚡	tests/unit/cli/test_share.py	663	["share", "add", "user@example.com", "-n", "nb_123", "--json"],	CODE
LOW⚡	tests/unit/cli/test_share.py	668	assert '"added_user": "user@example.com"' in result.output	CODE
LOW	tests/unit/cli/test_share.py	265	["share", "remove", "user@example.com", "-n", "nb_123"],	CODE
LOW	tests/unit/cli/test_share.py	447	["share", "update", "user@example.com", "-n", "nb_123", "-p", "editor"],	CODE
LOW	tests/unit/cli/test_share.py	455	"nb_123", "user@example.com", SharePermission.EDITOR	CODE
LOW	tests/unit/cli/test_share.py	476	"user@example.com",	CODE
LOW⚡	tests/unit/cli/test_session_characterization.py	196	result = char_runner.invoke(cli, ["login", "--account", "user@example.com"])	CODE
LOW	tests/unit/cli/test_auth_refresh_cold_start.py	62	"account": {"authuser": 0, "email": "user@example.com"},	CODE
20 more matches not shown…

Structural Annotation Overuse33 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/test_cookie_domain_split.py	612	# Step 2: storage_state → DomainCookieMap (used by AuthTokens).	COMMENT
LOW⚡	tests/unit/test_cookie_domain_split.py	618	# Step 3: storage_state → httpx jar (used by downloads + refresh).	COMMENT
LOW⚡	tests/unit/test_cookie_domain_split.py	626	# Step 4: the runtime gate itself accepts every YouTube variant.	COMMENT
LOW	tests/unit/test_cookie_domain_split.py	601	# Step 1: rookiepy → storage_state conversion must keep the YouTube	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	800	# Step 1: Mock RPC registration response (o4cbdc)	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	809	# Step 2: Mock upload session start response	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	819	# Step 3: Mock upload finalize response	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	997	# Step 1: Mock RPC registration	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	1006	# Step 2: Mock upload session start	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	1016	# Step 3: Mock upload finalize	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	2765	# Step 1: Successful RPC registration	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	2775	# Step 2: Upload session response WITHOUT the required upload URL header	COMMENT
LOW⚡	tests/e2e/test_research_import_verification.py	43	# Step 1: Start fast web research	COMMENT
LOW	tests/e2e/test_research_import_verification.py	57	# Step 2: Poll until complete	COMMENT
LOW	tests/e2e/test_research_import_verification.py	75	# Step 3: Get sources to import	COMMENT
LOW⚡	tests/e2e/test_research_import_verification.py	89	# Step 4: Import sources. Use the verification-aware variant so an	COMMENT
LOW	tests/e2e/test_research_import_verification.py	105	# Step 5: Poll for imported sources to appear	COMMENT
LOW	tests/e2e/test_research_import_verification.py	117	# Step 6: Verify source count	COMMENT
LOW⚡	tests/e2e/test_research.py	200	# Step 1: Start research	COMMENT
LOW	tests/e2e/test_research.py	211	# Step 2: Poll until complete	COMMENT
LOW	tests/e2e/test_research.py	233	# Step 3: Import sources (if any found)	COMMENT
LOW⚡	docs/troubleshooting.md	596	# Step 1: Install bird (macOS/Linux)	COMMENT
LOW⚡	docs/troubleshooting.md	599	# Step 2: Fetch X.com content as markdown	COMMENT
LOW⚡	docs/troubleshooting.md	602	# Step 3: Add the local markdown file to NotebookLM	COMMENT
LOW	docs/rpc-development.md	269	### Step 1: Capture	COMMENT
LOW	docs/rpc-development.md	278	### Step 2: Decode	COMMENT
LOW	docs/rpc-development.md	296	### Step 3: Implement	COMMENT
LOW	docs/rpc-development.md	345	### Step 4: Test	COMMENT
LOW	docs/rpc-development.md	379	### Step 5: Document	COMMENT
LOW	examples/video.py	26	# Step 1: Create a notebook with content	COMMENT
LOW⚡	examples/video.py	45	# Step 2: Generate the video overview	COMMENT
LOW	examples/video.py	80	# Step 3: Wait for completion with status updates	COMMENT
LOW	examples/video.py	95	# Step 4: Download the video	COMMENT

Verbosity Indicators25 hits · 48 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/test_cookie_domain_split.py	612	# Step 2: storage_state → DomainCookieMap (used by AuthTokens).	COMMENT
LOW⚡	tests/unit/test_cookie_domain_split.py	618	# Step 3: storage_state → httpx jar (used by downloads + refresh).	COMMENT
LOW⚡	tests/unit/test_cookie_domain_split.py	626	# Step 4: the runtime gate itself accepts every YouTube variant.	COMMENT
LOW	tests/unit/test_cookie_domain_split.py	601	# Step 1: rookiepy → storage_state conversion must keep the YouTube	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	800	# Step 1: Mock RPC registration response (o4cbdc)	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	809	# Step 2: Mock upload session start response	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	819	# Step 3: Mock upload finalize response	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	997	# Step 1: Mock RPC registration	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	1006	# Step 2: Mock upload session start	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	1016	# Step 3: Mock upload finalize	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	2765	# Step 1: Successful RPC registration	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	2775	# Step 2: Upload session response WITHOUT the required upload URL header	COMMENT
LOW⚡	tests/e2e/test_research_import_verification.py	43	# Step 1: Start fast web research	COMMENT
LOW	tests/e2e/test_research_import_verification.py	57	# Step 2: Poll until complete	COMMENT
LOW	tests/e2e/test_research_import_verification.py	75	# Step 3: Get sources to import	COMMENT
LOW⚡	tests/e2e/test_research_import_verification.py	89	# Step 4: Import sources. Use the verification-aware variant so an	COMMENT
LOW	tests/e2e/test_research_import_verification.py	105	# Step 5: Poll for imported sources to appear	COMMENT
LOW	tests/e2e/test_research_import_verification.py	117	# Step 6: Verify source count	COMMENT
LOW⚡	tests/e2e/test_research.py	200	# Step 1: Start research	COMMENT
LOW	tests/e2e/test_research.py	211	# Step 2: Poll until complete	COMMENT
LOW	tests/e2e/test_research.py	233	# Step 3: Import sources (if any found)	COMMENT
LOW	examples/video.py	26	# Step 1: Create a notebook with content	COMMENT
LOW⚡	examples/video.py	45	# Step 2: Generate the video overview	COMMENT
LOW	examples/video.py	80	# Step 3: Wait for completion with status updates	COMMENT
LOW	examples/video.py	95	# Step 4: Download the video	COMMENT

Self-Referential Comments16 hits · 43 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/test_artifact_downloads.py	892	# Create the complex nested structure for data table.	COMMENT
MEDIUM⚡	tests/unit/test_sources_upload.py	973	# Create a temp file	COMMENT
MEDIUM⚡	tests/unit/cli/test_resolve.py	345	# Create a notebook with a short ID that we'll match exactly	COMMENT
MEDIUM	tests/unit/cli/test_source.py	719	# Create a temp file	COMMENT
MEDIUM	tests/integration/test_vcr_comprehensive.py	811	# Create a test file	COMMENT
MEDIUM	tests/integration/test_vcr_comprehensive.py	901	# Create a source to delete	COMMENT
MEDIUM	tests/integration/test_vcr_comprehensive.py	939	# Create a notebook to delete	COMMENT
MEDIUM	tests/integration/test_vcr_comprehensive.py	971	# Create a note to delete	COMMENT
MEDIUM	tests/integration/test_android_grpc_cassette.py	286	# Create the conversation inside the family so it re-records on its own.	COMMENT
MEDIUM	tests/e2e/test_artifacts.py	246	# Create a quiz artifact for deletion (different type than flashcards)	COMMENT
MEDIUM	tests/e2e/test_sources.py	123	# Create a source to delete	COMMENT
MEDIUM⚡	examples/notes.py	49	# Create a new note with title and content	COMMENT
MEDIUM	examples/notes.py	27	# Create a notebook for our examples	COMMENT
MEDIUM	examples/chat.py	23	# Create a notebook with some content	COMMENT
MEDIUM	src/notebooklm/notebooklm_cli.py	179	notebooklm create "My Notes" # Create a notebook	STRING
MEDIUM	src/notebooklm/_browser/browser_capture.py	1360	# Create a TEMPORARY page we own for the navigation, and close ONLY	COMMENT

AI Structural Patterns41 hits · 34 pts

Severity	File	Line	Context
LOW	tests/_helpers/client_factory.py	32	CODE
LOW	tests/unit/test_logging_correlation.py	244	CODE
LOW	tests/unit/test_auth_profile_store_minted.py	37	CODE
LOW	tests/unit/test_e2e_collection_candidate.py	23	CODE
LOW	tests/unit/test_rpc_executor.py	91	CODE
LOW	tests/unit/test_rpc_executor.py	276	CODE
LOW	tests/unit/test_rpc_executor.py	924	CODE
LOW	tests/unit/test_idempotency_registry.py	534	CODE
LOW	tests/unit/test_runtime_lifecycle.py	115	CODE
LOW	tests/unit/test_rpc_golden_payloads.py	1581	CODE
LOW	tests/unit/app/test_app_research.py	41	CODE
LOW	tests/unit/cli/test_playwright_login_render_contract.py	179	CODE
LOW	tests/unit/android/test_session.py	229	CODE
LOW	tests/_guardrails/test_auth_storage_compatibility.py	1814	CODE
LOW	tests/_fault_server/web.py	90	CODE
LOW	tests/_fault_server/android.py	76	CODE
LOW	tests/_fault_server/web_scenarios.py	142	CODE
LOW	src/notebooklm/_client_assembly.py	132	CODE
LOW	src/notebooklm/client.py	263	CODE
LOW	src/notebooklm/client.py	688	CODE
LOW	src/notebooklm/_curl_cffi_transport.py	234	CODE
LOW	src/notebooklm/_client_options.py	283	CODE
LOW	src/notebooklm/exceptions.py	497	CODE
LOW	src/notebooklm/_android/upload.py	419	CODE
LOW	src/notebooklm/_android/session.py	264	CODE
LOW	src/notebooklm/_android/session.py	644	CODE
LOW	src/notebooklm/_android/session.py	861	CODE
LOW	src/notebooklm/_auth/refresh.py	712	CODE
LOW	src/notebooklm/mcp/tools/studio.py	223	CODE
LOW	src/notebooklm/mcp/tools/sources.py	617	CODE
LOW	src/notebooklm/cli/resolve.py	199	CODE
LOW	src/notebooklm/_web/transport/runtime.py	283	CODE
LOW	src/notebooklm/_web/transport/runtime.py	315	CODE
LOW	src/notebooklm/_web/transport/init.py	266	CODE
LOW	src/notebooklm/_web/transport/executor.py	139	CODE
LOW	src/notebooklm/_web/transport/executor.py	204	CODE
LOW	src/notebooklm/_web/transport/executor.py	329	CODE
LOW	src/notebooklm/_web/sources/upload.py	185	CODE
LOW	src/notebooklm/_source/polling.py	123	CODE
LOW	src/notebooklm/_source/polling.py	192	CODE
LOW	src/notebooklm/_app/generation_requests.py	657	CODE

Dead Code15 hits · 29 pts

Severity	File	Line	Context
MEDIUM	tests/unit/test_auth_remaining_branches.py	873	CODE
MEDIUM	tests/unit/mcp/test_web_profiles.py	295	CODE
MEDIUM	tests/unit/mcp/test_fileroutes.py	1076	CODE
MEDIUM	tests/unit/mcp/test_stdio_source_add_roots.py	101	CODE
MEDIUM	tests/unit/mcp/test_sources.py	2048	CODE
MEDIUM	tests/unit/mcp/test_meta.py	385	CODE
MEDIUM	tests/unit/mcp/test_meta.py	411	CODE
MEDIUM	tests/unit/android/test_session_fake_server.py	357	CODE
MEDIUM	tests/server/conftest.py	67	CODE
MEDIUM	tests/server/test_app_lifecycle.py	171	CODE
MEDIUM	tests/server/test_app_lifecycle.py	223	CODE
MEDIUM	tests/server/test_app_lifecycle.py	250	CODE
MEDIUM	tests/server/test_app_lifecycle.py	275	CODE
MEDIUM	tests/server/test_sources.py	120	CODE
MEDIUM	tests/server/test_meta.py	206	CODE

Synthetic Comment Markers3 hits · 26 pts

Severity	File	Line	Snippet	Context
HIGH	docs/python-api.md	1310	# Get AI-generated description (parsed with suggested topics)	COMMENT
HIGH	docs/python-api.md	1447	# Get AI-generated summary and keywords (returns a typed SourceGuide)	COMMENT
HIGH⚡	examples/video.py	51	# - CINEMATIC: AI-generated documentary footage (Veo 3)	COMMENT

Overly Generic Function Names20 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/test_check_deprecation_targets.py	637	"@decorate(_LAZY_EXPORTS)\ndef helper():\n pass",	STRING
LOW⚡	tests/unit/test_check_deprecation_targets.py	638	"def helper(value=_LAZY_EXPORTS):\n pass",	STRING
LOW⚡	tests/unit/test_check_deprecation_targets.py	639	"def helper() -> _LAZY_EXPORTS:\n pass",	STRING
LOW	tests/unit/test_check_deprecation_targets.py	717	function = ast.parse("def helper():\n pass\n").body[0]	STRING
LOW⚡	tests/unit/test_audit_auth_patch_sites.py	588	"def helper(monkeypatch, ATTR):\n"	CODE
LOW⚡	tests/unit/test_audit_auth_patch_sites.py	599	"def helper(monkeypatch):\n"	CODE
LOW⚡	tests/unit/test_audit_auth_patch_sites.py	609	body = "def helper(target):\n target.SEAM = 1\ndef test_x():\n helper(object())\n"	CODE
LOW⚡	tests/unit/test_audit_auth_patch_sites.py	616	"def helper(monkeypatch, targets):\n"	CODE
LOW⚡	tests/unit/test_audit_auth_patch_sites.py	627	"def helper(monkeypatch, targets):\n"	CODE
LOW	tests/unit/test_audit_auth_patch_sites.py	527	"def helper(monkeypatch):\n"	CODE
LOW	tests/unit/test_audit_auth_patch_sites.py	550	"def helper(mp, target):\n"	CODE
LOW	tests/unit/test_audit_auth_patch_sites.py	572	"def helper(mp, target):\n"	CODE
LOW⚡	tests/unit/test_audit_auth_shared_mutations.py	272	"def helper(monkeypatch, ATTR):\n"	CODE
LOW⚡	tests/unit/test_audit_auth_shared_mutations.py	282	"def helper(target):\n"	CODE
LOW⚡	tests/unit/test_audit_auth_shared_mutations.py	293	"def helper(monkeypatch, targets):\n"	CODE
LOW⚡	tests/unit/test_audit_auth_shared_mutations.py	304	"def helper(targets):\n"	CODE
LOW	tests/unit/test_audit_auth_shared_mutations.py	60	"def helper(monkeypatch):\n"	CODE
LOW	tests/unit/test_audit_auth_shared_mutations.py	242	"def helper(mp, target):\n"	CODE
LOW	tests/unit/test_audit_auth_shared_mutations.py	256	"def helper(mp, target):\n"	CODE
LOW	tests/unit/test_auth_behavior_scenario_policy.py	303	"def helper(): pass\n"	CODE

Redundant / Tautological Comments8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_windows_compatibility.py	261	# Check if UTF-8 mode is active (either via flag or env var)	COMMENT
LOW	tests/unit/test_auth_storage.py	147	# Set NOTEBOOKLM_HOME to tmp_path and create a file there	COMMENT
LOW	tests/scripts/generate_relevance_ledger.py	443	# Check if specific node rule exists	COMMENT
LOW	tests/e2e/test_chat.py	101	# Check if any references have cited_text	COMMENT
LOW	scripts/check_rpc_health.py	948	# Check if error response still contains our expected ID	COMMENT
LOW	scripts/check_rpc_health.py	965	# Check if expected ID is in response	COMMENT
LOW	src/notebooklm/_auth/cookie_policy.py	903	# Check if it's a valid canonical Google domain (base or regional).	COMMENT
LOW	src/notebooklm/_app/chat.py	198	# Check if the user switched notebooks via the --notebook flag. Only read	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings