teng-lin/notebooklm-py

32.6

Adjusted Score

32.6

Raw Score

100%

Time Factor

2026-08-28

Last Push

19.0K

Stars

Python

Language

747.6K

Lines of Code

1.4K

Files

17.8K

Pattern Hits

2026-08-29

Scan Date

0.17

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 4HIGH 235MEDIUM 2628LOW 14896

Directory Score Breakdown

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

Pattern Findings

The scanner identified 17763 distinct pattern matches across 21 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers11677 hits · 10312 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	353	def pytest_collection_modifyitems(config, items):	CODE
LOW	tests/conftest.py	515	def mock_list_notebooks_response():	STRING
LOW	tests/conftest.py	635	def legacy_vcr_follow_up_probe(monkeypatch):	STRING
LOW	tests/conftest.py	646	async def _count_prior_server_turns(	STRING
LOW	tests/conftest.py	658	def legacy_vcr_add_url_baseline(monkeypatch):	CODE
LOW	tests/cassette_patterns.py	1579	def synthetic_error_cassette_name(mode: str, slug: str) -> str:	CODE
LOW	tests/cassette_patterns.py	1596	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	502	def _is_create_artifact_client_options(node: Any) -> bool:	CODE
LOW	tests/vcr_config.py	518	def _normalize_create_artifact_options(decoded_outer: Any) -> Any:	CODE
LOW	tests/_helpers/client_factory.py	29	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	1238	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	228	async def wait_for_research_completion(	CODE
LOW	tests/unit/test_json_stdout_purity.py	326	def _customize_suggest_prompts(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	339	def _customize_share_view_level(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	343	def _customize_source_fulltext(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	365	def _customize_source_add_research(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	401	def _customize_research_import(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	427	def _customize_research_cancel(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	433	def _customize_notebook_create(client: MagicMock) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	734	def test_json_mode_stdout_is_parseable(	CODE
LOW	tests/unit/test_json_stdout_purity.py	1138	def test_all_json_commands_have_sweep_entry() -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	1257	def test_matched_partial_id_still_goes_to_stdout_in_human_mode(	CODE
LOW	tests/unit/test_client_keepalive.py	61	async def _read_storage_text_when_available(storage_path):	CODE
LOW	tests/unit/test_client_keepalive.py	71	async def _wait_until_storage_contains(storage_path, needle: str, failure_message: str) -> None:	CODE
LOW	tests/unit/test_client_keepalive.py	83	async def _wait_for_rotate_requests(	CODE
LOW	tests/unit/test_client_keepalive.py	104	async def test_keepalive_off_by_default(self, mock_auth, httpx_mock: HTTPXMock):	CODE
LOW	tests/unit/test_client_keepalive.py	120	async def test_spawns_task_on_enter_cancels_on_exit(self, mock_auth, httpx_mock: HTTPXMock):	CODE
LOW	tests/unit/test_client_keepalive.py	148	async def test_floor_clamps_low_interval(self, mock_auth):	CODE
LOW	tests/unit/test_client_keepalive.py	158	async def test_floor_does_not_lower_higher_interval(self, mock_auth):	CODE
LOW	tests/unit/test_client_keepalive.py	180	def test_rejects_non_positive_or_non_finite_keepalive(self, mock_auth, bad):	CODE
LOW	tests/unit/test_client_keepalive.py	186	def test_rejects_non_positive_or_non_finite_floor(self, mock_auth, bad):	CODE
LOW	tests/unit/test_client_keepalive.py	227	async def test_failure_does_not_crash_loop(self, mock_auth, httpx_mock: HTTPXMock, monkeypatch):	CODE
LOW	tests/unit/test_client_keepalive.py	273	async def test_persistence_failure_logs_warning_and_continues(	CODE
LOW	tests/unit/test_client_keepalive.py	321	async def test_explicit_storage_path_used_when_auth_lacks_one(	CODE
LOW	tests/unit/test_client_keepalive.py	380	def test_explicit_storage_path_normalizes_onto_auth_without_mutating_caller(self, tmp_path):	CODE
LOW	tests/unit/test_client_keepalive.py	412	async def test_close_persists_to_explicit_storage_path(self, tmp_path, httpx_mock: HTTPXMock):	CODE
LOW	tests/unit/test_client_keepalive.py	448	async def test_persists_rotated_cookies_without_aexit(self, tmp_path, httpx_mock: HTTPXMock):	CODE
LOW	tests/unit/test_client_keepalive.py	491	async def test_save_cookies_takes_in_process_lock_before_writing(self, tmp_path):	CODE
LOW	tests/unit/test_client_keepalive.py	542	async def test_refresh_auth_routes_save_through_save_cookies(	CODE
LOW	tests/unit/test_client_keepalive.py	626	def test_save_cookies_to_storage_acquires_file_lock(self, tmp_path, monkeypatch):	CODE
LOW	tests/unit/test_client_keepalive.py	668	def test_save_cookies_to_storage_creates_lock_sentinel(self, tmp_path):	CODE
LOW	tests/unit/test_drain_tracker_hooks.py	26	async def test_run_drain_hooks_fires_in_registration_order() -> None:	CODE
LOW	tests/unit/test_drain_tracker_hooks.py	54	async def test_run_drain_hooks_continues_when_one_hook_raises(caplog) -> None:	CODE
LOW	tests/unit/test_drain_tracker_hooks.py	93	async def test_run_drain_hooks_is_noop_when_none_registered() -> None:	CODE
LOW	tests/unit/test_drain_tracker_hooks.py	101	async def test_register_drain_hook_overwrites_same_name() -> None:	CODE
LOW⚡	tests/unit/test_chat_characterization.py	1971	def test_parse_single_citation_returns_none_when_not_list(self, auth_tokens):	CODE
LOW⚡	tests/unit/test_chat_characterization.py	1977	def test_parse_single_citation_returns_none_when_too_short(self, auth_tokens):	CODE
LOW⚡	tests/unit/test_chat_characterization.py	1983	def test_parse_single_citation_returns_none_when_cite_inner_not_list(self, auth_tokens):	CODE
LOW⚡	tests/unit/test_chat_characterization.py	1989	def test_parse_single_citation_returns_none_when_no_source_id(self, auth_tokens):	CODE
LOW⚡	tests/unit/test_chat_characterization.py	2139	def test_max_depth_zero_returns_none_with_warning(self, auth_tokens):	CODE
11617 more matches not shown…

Decorative Section Separators2548 hits · 9729 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/cassette_patterns.py	721	# =============================================================================	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	723	# =============================================================================	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	730	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	732	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	757	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	759	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	766	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	768	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	776	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	778	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	785	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	787	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	862	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	864	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	874	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	876	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	894	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	896	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	901	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	903	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	1230	# =============================================================================	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	1232	# =============================================================================	COMMENT
MEDIUM⚡	tests/cassette_patterns.py	1235	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	132	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	134	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	250	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	252	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	303	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	305	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	319	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	321	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	363	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	365	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	411	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	413	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	518	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	520	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	801	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	803	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	828	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	830	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	843	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	845	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	916	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	918	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	940	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	942	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/cassette_patterns.py	955	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	957	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	1546	# =============================================================================	COMMENT
MEDIUM	tests/cassette_patterns.py	1548	# =============================================================================	COMMENT
MEDIUM	tests/vcr_config.py	319	# =============================================================================	COMMENT
MEDIUM	tests/vcr_config.py	321	# =============================================================================	COMMENT
MEDIUM	tests/vcr_config.py	761	# =============================================================================	COMMENT
MEDIUM	tests/vcr_config.py	763	# =============================================================================	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
2488 more matches not shown…

Unused Imports1880 hits · 1504 pts

Severity	File	Line	Context
LOW	hatch_build.py	21	CODE
LOW	desktop-extension/run_server.py	24	CODE
LOW	tests/cassette_patterns.py	126	CODE
LOW	tests/_helpers/client_factory.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_drain_tracker_hooks.py	18	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_storage_writer.py	12	CODE
LOW	tests/unit/test_vcr_scrubbing.py	30	CODE
LOW	tests/unit/test_auth_refresh_profile_store.py	3	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_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_auth_master_token.py	7	CODE
LOW	tests/unit/test_tier_enforcement_hook.py	39	CODE
LOW	tests/unit/test_auth_refresh_retry.py	12	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	1010	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_middleware_chain_host.py	28	CODE
LOW	tests/unit/test_auth_cold_start_recovery.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_logging.py	3	CODE
LOW	tests/unit/test_label_exceptions.py	3	CODE
LOW	tests/unit/test_check_rpc_health.py	23	CODE
LOW	tests/unit/test_auth_headless_reauth.py	16	CODE
LOW	tests/unit/test_public_api_behavior.py	40	CODE
LOW	tests/unit/test_refresh_state_machine.py	14	CODE
LOW	tests/unit/test_download_redirect_revalidation.py	25	CODE
LOW	tests/unit/test_timeout_composition.py	23	CODE
LOW	tests/unit/test_logging_correlation.py	3	CODE
LOW	tests/unit/test_auth_profile_store_minted.py	3	CODE
LOW	tests/unit/test_download_result.py	3	CODE
LOW	tests/unit/test_auth_master_token_file.py	3	CODE
LOW	tests/unit/test_chat_passage_resolver.py	16	CODE
LOW	tests/unit/test_auth_session_headless_reauth.py	19	CODE
LOW	tests/unit/test_chat_helpers.py	11	CODE
LOW	tests/unit/test_auth_psidts_recovery.py	12	CODE
LOW	tests/unit/test_tracked_files.py	3	CODE
LOW	tests/unit/test_idempotent_create_contract.py	3	CODE
LOW	tests/unit/test_mind_maps_api.py	3	CODE
LOW	tests/unit/test_error_injection_middleware.py	41	CODE
1820 more matches not shown…

Cross-Language Confusion117 hits · 670 pts

Severity	File	Line	Snippet	Context
HIGH	tests/vcr_config.py	572	1. Streaming-chat envelope ``[null, "<inner_json>"]`` where the inner	STRING
HIGH	tests/vcr_config.py	578	2. Batchexecute envelope ``[[[rpc_id, args_json, null, "generic"]]]``	STRING
HIGH	tests/vcr_config.py	647	# Streaming-chat envelope: [null, "<inner_json>"].	COMMENT
HIGH	tests/unit/test_vcr_config.py	84	JSON envelope is ``[null, "<inner_json>"]`` and ``<inner_json>`` is itself a	STRING
HIGH⚡	tests/unit/test_check_rpc_health.py	928	body = ')]}\'\n\n[["wrb.fr","sqTeoe","null",null,null,null,"generic"]]'	CODE
HIGH⚡	tests/unit/test_check_rpc_health.py	942	body = ')]}\'\n\n[["wrb.fr","sqTeoe","[[1,2,3]]",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	854	# 402x [null, 2] — no Drive-status slot	COMMENT
HIGH⚡	tests/unit/test_sources_row_adapter.py	855	# 4x [null, 2, null, 3] — Drive-backed, ACTIVE	COMMENT
HIGH⚡	tests/unit/test_sources_row_adapter.py	856	# 3x [null, 2, [null,null,null,[]]] — a populated settings[2], no [3]	COMMENT
HIGH⚡	tests/unit/test_sources_row_adapter.py	684	"""A live-shaped web-page row (``metadata[0]`` null, URL at ``[7]``) yields None.	STRING
HIGH⚡	tests/unit/test_sources_row_adapter.py	871	"""settings ``[null, 2, null, 3]`` — the only populated shape seen live."""	STRING
HIGH⚡	tests/unit/test_sources_row_adapter.py	879	"""settings ``[null, 2]`` — 402 of 409 live rows. No Drive claim at all."""	STRING
HIGH⚡	tests/unit/test_sources_row_adapter.py	886	"""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	150	# Real API returns 3 levels of nesting: [[[null, [summary], [[keywords]], []]]]	COMMENT
HIGH	tests/unit/test_api_coverage.py	187	# Response format: [[[title, description, null, null, prompt, audience_level], ...]]	COMMENT
HIGH⚡	tests/unit/test_api_coverage.py	314	# Verify reference payload: [null, ["source_id"], [2]]	COMMENT
HIGH⚡	tests/unit/test_api_coverage.py	330	# Verify reference payload: [null, ["source_id"], [2]]	COMMENT
HIGH	tests/unit/test_authed_post_pipeline.py	1598	decoded_payload = b')]}\'\n\n[["wrb.fr",null,"[1]",null,null,null,"generic"]]'	CODE
HIGH	tests/unit/test_select_artifact.py	277	ever emits ``[null, ...]`` at index 15 the sort must coerce that	STRING
HIGH	tests/unit/test_auth_cookie_save_race.py	1031	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_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	47	resp.text = ")]}'\n[null,[" + str(payload).replace("'", '"') + "]]"	CODE
HIGH	tests/unit/test_rescrub_cassettes_script.py	89	f'[["wrb.fr","JFMDGd","[[null,[\\"{avatar_url}\\"]]]",null,null,null,"generic"]]'	CODE
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_rpc_overrides.py	181	'{"LIST_NOTEBOOKS": null, "CREATE_NOTEBOOK": "valid"}',	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	1078	# Response format: [[[title, description, null, null, prompt, audience_level], ...]]	COMMENT
HIGH⚡	tests/unit/mcp/test_sources.py	281	# ``status: Literal[...] \| None`` serializes as an ``anyOf`` of {enum} + {null}.	COMMENT
HIGH⚡	tests/unit/mcp/test_sources.py	1902	{"source": null} as success — it projects NOT_FOUND."""	STRING
HIGH⚡	tests/unit/mcp/test_uploadwidget.py	75	assert "uploadUrls[i]=null;confirmUpload(tok)" in _WIDGET_HTML	CODE
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	778	" 2. Or run: notebooklm auth logout && notebooklm login\n"	CODE
HIGH	tests/unit/cli/test_playwright_login_render_contract.py	838	" 2. Or run: notebooklm auth logout && notebooklm login\n"	CODE
HIGH	tests/unit/cli/test_playwright_login_render_contract.py	914	" 2. Or run: notebooklm auth logout && notebooklm login\n"	CODE
HIGH	tests/_guardrails/test_cassette_shapes.py	397	f"[null, '<inner-json>'], got {type(freq).__name__} {freq!r:.120}"	CODE
HIGH	tests/_guardrails/test_cassette_shapes.py	29	the new 9-param outer shape ``[null, "<inner-json-string>"]`` whose inner	STRING
HIGH	tests/_guardrails/test_cassette_shapes.py	389	Real chat-ask `f.req` is ``[null, "<inner-json>"]`` whose inner JSON	STRING
HIGH	tests/_guardrails/_wire_contract.py	144	note="live-verified: settings=[null,2] decodes as status COMPLETE",	CODE
HIGH	tests/_guardrails/_wire_contract.py	164	"Live: 4/409 source rows carry settings=[null,2,null,3] (all "	CODE
HIGH	tests/_guardrails/_wire_contract.py	796	# [[<user rows>], null, 1000, true, null, null, [3, true, true], false]	COMMENT
HIGH	tests/_guardrails/_wire_contract.py	877	"index 2 (tag 3) cannot exist on it. The `[null, true, [id]]` shape this "	CODE
HIGH	tests/_guardrails/test_golden_decode_coverage.py	220	# ([] for web, [[null, true, [id]]] for drive) are pinned to ``is True``	COMMENT
HIGH	tests/integration/test_vcr_comprehensive.py	853	# Drive sources return [[null, true, [source_id]]] when fresh	COMMENT
HIGH	tests/integration/test_vcr_comprehensive.py	635	``tests/vcr_config.py``), so ``[1, 3]``, ``[3, 1]`` and the ``[null,	STRING
HIGH	tests/integration/test_vcr_comprehensive.py	636	null]`` this cassette actually recorded are indistinguishable to it.	STRING
HIGH	tests/integration/test_sources_idempotency.py	108	``[[id], title, [null, 28940, [ts, ns], [uuid, [ts, ns]], 5, null, 1, [url]], [null, 2]]``	STRING
HIGH	tests/integration/test_rpc_seam_matrix.py	45	[[RPCMethod.LIST_NOTEBOOKS.value, "[null,1,null,[2]]", None, "generic"]]	CODE
HIGH	tests/integration/test_artifacts_integration.py	2574	"""An empty (non-null) CREATE_ARTIFACT result drifts and raises.	STRING
57 more matches not shown…

Over-Commented Block477 hits · 416 pts

Severity	File	Line	Snippet	Context
LOW	.pre-commit-config.yaml	21	#	COMMENT
LOW	pyproject.toml	41		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/conftest.py	141	# ``_LAST_POKE_ATTEMPT_MONOTONIC`` and ``_POKE_LOCKS_BY_LOOP`` are shared	COMMENT
LOW	tests/cassette_patterns.py	341	# URL-encoded form for ``?authuser=`` query params. The provider-	COMMENT
LOW	tests/cassette_patterns.py	361		COMMENT
LOW	tests/cassette_patterns.py	421	# extra level (``?``→``%3F``, ``=``→``%3D``, ``@``→``%40``) — issue #1368. Both	COMMENT
LOW	tests/cassette_patterns.py	441	# Negative-lookahead alternation built from the false-positive allowlist.	COMMENT
LOW	tests/cassette_patterns.py	461	#	COMMENT
LOW	tests/cassette_patterns.py	481		COMMENT
LOW	tests/cassette_patterns.py	521	# The name-anchored ``_cookie_header_replacer`` patterns above scrub only the	COMMENT
LOW	tests/cassette_patterns.py	721	# =============================================================================	COMMENT
LOW	tests/cassette_patterns.py	741	# values and OAuth flows.	COMMENT
LOW	tests/cassette_patterns.py	761	# ``__Secure-`` / ``__Host-`` umbrellas — the prefix is distinctive	COMMENT
LOW	tests/cassette_patterns.py	801	# -------------------------------------------------------------------------	COMMENT
LOW	tests/cassette_patterns.py	821	# does not itself re-match (idempotent).	COMMENT
LOW	tests/cassette_patterns.py	861	),	COMMENT
LOW	tests/cassette_patterns.py	881	"X-GUploader-UploadID: SCRUBBED_UPLOAD_ID",	COMMENT
LOW	tests/cassette_patterns.py	901	# -------------------------------------------------------------------------	COMMENT
LOW	tests/cassette_patterns.py	921	# ``[\"alice@gmail.com\",1,[],[\"First Last\",\"https://lh3...\"]]``.	COMMENT
LOW	tests/cassette_patterns.py	1101	)	COMMENT
LOW	tests/cassette_patterns.py	1121	# Drive file ID in JSON key: ``"file_id": "<id>"``.	COMMENT
LOW	tests/cassette_patterns.py	1141	# directly.	COMMENT
LOW	tests/cassette_patterns.py	1161	# to the ``SCRUBBED_API_KEY`` sentinel (which does not contain the ``AIza``	COMMENT
LOW	tests/cassette_patterns.py	1181	# Detectors with ZERO legitimate-occurrence risk anywhere in the repository:	COMMENT
LOW	tests/cassette_patterns.py	1201	# key on, and the existing high-entropy scan only catches it when it happens to	COMMENT
LOW	tests/cassette_patterns.py	1221		COMMENT
LOW	tests/cassette_patterns.py	1241	# This is not hypothetical: the guard has missed two such shapes historically	COMMENT
LOW	tests/cassette_patterns.py	1261	# achievable while still catching a planted novel token. This residual-risk	COMMENT
LOW	tests/cassette_patterns.py	1281	#	COMMENT
LOW	tests/cassette_patterns.py	1501	# --- 7. Avatar URLs ---------------------------------------------------	COMMENT
LOW	tests/cassette_patterns.py	1521	# definition — this is the cookie-name-agnostic backstop that closes the	COMMENT
LOW	tests/cassette_patterns.py	1541	leaks.extend(find_high_entropy_leaks(text))	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	721	# Streaming-chat: drop the volatile conversation_id at slot 4 and	COMMENT
LOW	tests/vcr_config.py	741	c2[4] = SENTINEL	COMMENT
LOW	tests/vcr_config.py	761	# =============================================================================	COMMENT
LOW	tests/vcr_config.py	801	# ``freq`` is wired into the default ``match_on`` tuple above. The matcher	COMMENT
LOW	tests/unit/test_vcr_config.py	361	assert out.startswith("<html>")	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	1661	assert captured["base_url_source"] == "--base-url"	COMMENT
LOW	tests/unit/test_sources_row_adapter.py	841	assert "documentId" not in caplog.text, f"must not warn for {why}"	COMMENT
LOW	tests/unit/test_cassette_sanitizer.py	581	allowlist = TESTS_DIR / "scripts" / "cassette_repair_allowlist.txt"	COMMENT
LOW	tests/unit/test_cassette_sanitizer.py	601	# ``artifacts_revise_slide.yaml`` is NOT in this required-set anymore	COMMENT
LOW	tests/unit/test_exceptions.py	341	with pytest.raises(SourceError):	COMMENT
LOW	tests/unit/test_authed_post_pipeline.py	481	# Tightened signature pins the explicit-collaborator contract:	COMMENT
LOW	tests/unit/test_auth_storage.py	621	# COOKIE DOMAIN VALIDATION TESTS	COMMENT
LOW	tests/unit/test_notebook_api.py	381	# The message names what broke the baseline — otherwise nothing reaching the	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	1721	# Explicit barrier: each coroutine records its submission and the	COMMENT
LOW	tests/unit/test_auth_cookie_save_race.py	1741		COMMENT
LOW	tests/unit/test_user_settings_api.py	141	# ---------------------------------------------------------------------------	COMMENT
LOW	tests/unit/test_scripts_auth_cookie_domains.py	401	# path rather than a method id -- were a separate leak: each hand-built	COMMENT
417 more matches not shown…

Docstring Block Structure76 hits · 380 pts

Severity	File	Line	Snippet	Context
HIGH	tests/cassette_patterns.py	150	Re-derive ``<count>`` prefixes in a chunked response body. Google's batchexecute responses are framed as alternatin	STRING
HIGH	tests/cassette_patterns.py	1599	Return a ``(status_code, body, headers)`` triple for a synthetic error. The shape is intentionally minimal; the cli	STRING
HIGH	src/notebooklm/_sharing.py	39	Share notebook with a user. Intent wrapper over :meth:`set_users`. The underlying operation is an upser	STRING
HIGH	src/notebooklm/_notes.py	46	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	759	Refresh authentication tokens by fetching the NotebookLM homepage. This helps prevent 'Session Expired' errors	STRING
HIGH	src/notebooklm/_idempotency.py	142	Probe-then-retry wrapper for mutating create RPCs. Args: create: Coroutine factory that issues the create R	STRING
HIGH	src/notebooklm/_chat.py	276	Ask the notebook a question. Args: notebook_id: The notebook ID. question: The question	STRING
HIGH	src/notebooklm/_chat.py	539	Save a chat answer as a citation-rich note (issue #660). Unlike :meth:`NotesAPI.create`, this preserves the ``[	STRING
HIGH	src/notebooklm/_sources.py	55	Get details of a specific source. Args: notebook_id: The notebook ID. source_id: The so	STRING
HIGH	src/notebooklm/_sources.py	110	Wait for a source to become ready. Polls until READY, terminal ERROR, or timeout. Configured transient	STRING
HIGH	src/notebooklm/_sources.py	198	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	248	Wait for multiple sources to become ready in parallel. Args: notebook_id: The notebook ID.	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	77	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	164	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	236	Extract Google cookies from Playwright storage state for NotebookLM auth. Filters through the canonical auth-domain	STRING
HIGH	src/notebooklm/_auth/cookies.py	370	Load Playwright storage state from file or environment variable. This is a shared helper used by load_auth_from_sto	STRING
HIGH	src/notebooklm/_auth/cookies.py	451	Load cookies as an httpx.Cookies object for authenticated downloads. Unlike load_auth_from_storage() which returns	STRING
HIGH	src/notebooklm/_auth/cookies.py	491	Extract Google cookies from storage state preserving original identity. Returns a path-aware ``(name, domain, path)	STRING
HIGH	src/notebooklm/_auth/cookies.py	583	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	268	Return the ``Cookie:`` header this session would send to ``url``. .. deprecated:: 0.8.1 Scheduled fo	STRING
HIGH	src/notebooklm/_auth/tokens.py	440	Create AuthTokens from Playwright storage state file. Compatibility loader for callers that still need a standa	STRING
HIGH	src/notebooklm/_auth/tokens.py	805	Load Google cookies from storage as a flat name→value dict. Loads authentication cookies with the following precede	STRING
HIGH	src/notebooklm/_auth/browser_capture.py	1214	Capture NotebookLM storage state by attaching to a running Chrome over CDP. An alternative credential source fo	STRING
HIGH	src/notebooklm/_auth/extraction.py	83	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	386	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	429	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	938	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	1035	Fetch tokens from a cookie mapping. For backward compatibility. Prefer NotebookLMClient.from_storage(), which prese	STRING
HIGH	src/notebooklm/_auth/refresh.py	1142	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	278	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	306	Resolve a source reference within a notebook to its id. Args: client: The lifespan-bound client. no	STRING
HIGH	src/notebooklm/mcp/_resolve.py	337	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	398	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	429	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	126	Get notebook ID from argument, env var, or active context. Resolution order (env-var precedence): 1. ``noteboo	STRING
HIGH	src/notebooklm/cli/resolve.py	207	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	339	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	86	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	189	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	289	Start a research session. Args: notebook_id: The notebook ID. query: The research query	STRING
HIGH	src/notebooklm/_web/research.py	472	Poll until research reaches a terminal state or times out. When the first poll returns a concrete ``task_id``,	STRING
HIGH	src/notebooklm/_web/notes.py	521	Get a specific note by ID. Args: notebook_id: The notebook ID. note_id: The note ID.	STRING
HIGH	src/notebooklm/_web/chat.py	427	Read the notebook's current chat configuration. Decodes the chat-settings block from ``GET_NOTEBOOK`` so a *par	STRING
HIGH	src/notebooklm/_web/notebooks.py	407	Get AI-suggested prompts for a notebook. Backed by ``GeneratePromptSuggestions`` (``otmP3b``): a general	STRING
HIGH	src/notebooklm/_web/notebooks.py	606	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
16 more matches not shown…

Modern Structural Boilerplate302 hits · 306 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/test_json_stdout_purity.py	459	def _setup_fs_doctor(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/unit/test_json_stdout_purity.py	488	def _setup_fs_profile_list(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/unit/test_auth_refresh_profile_store.py	92	def _set_live(live: httpx.Cookies, name: str, value: str) -> None:	CODE
LOW	tests/unit/test_auth_session_headless_reauth.py	95	async def update_auth_tokens(self, *, auth: AuthTokens, csrf: str, session_id: str) -> None:	CODE
LOW	tests/unit/test_auth_session_headless_reauth.py	124	def update_auth_headers(self, *, auth: AuthTokens, kernel: Any) -> None:	CODE
LOW	tests/unit/test_auth_cookie_save_race.py	92	def _set_cookie_value(jar: httpx.Cookies, name: str, value) -> None:	CODE
LOW	tests/unit/test_auth_session.py	110	async def update_auth_tokens(self, *, auth: AuthTokens, csrf: str, session_id: str) -> None:	CODE
LOW	tests/unit/test_auth_session.py	139	def update_auth_headers(self, *, auth: AuthTokens, kernel: Any) -> None:	CODE
LOW	tests/unit/test_auth_session_refresh_cmd.py	67	async def update_auth_tokens(self, *, auth: AuthTokens, csrf: str, session_id: str) -> None:	CODE
LOW	tests/unit/test_auth_session_refresh_cmd.py	72	def update_auth_headers(self, *, auth: AuthTokens, kernel: Any) -> 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	211	def _setup(c: Any) -> None:	CODE
LOW	tests/unit/cli/test_cli_mcp_parity.py	226	def _setup(c: Any) -> None:	CODE
LOW	tests/_baselines/registry.py	316	__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	142	__all__ = [	CODE
LOW	tests/_baselines/guardrail_literals.py	79	__all__ = [	CODE
LOW⚡	tests/_guardrails/test_cookie_persistence_boundary.py	568	def _set_local_client(self, name: str, value: bool) -> 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	169	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	331	async def set_mode(self, notebook_id: str, mode: Any) -> None:	CODE
LOW	tests/server/fakes.py	760	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	22	__all__ = [	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	9	logger = logging.getLogger(__name__)	CODE
LOW	src/notebooklm/_sharing.py	106	__all__ = ["SharingAPI"]	CODE
LOW	src/notebooklm/_research.py	14	__all__ = [ # noqa: F822 - resolved lazily below	CODE
LOW	src/notebooklm/auth.py	107	logger = logging.getLogger(__name__)	CODE
LOW	src/notebooklm/auth.py	191	__all__ = [	CODE
LOW	src/notebooklm/_notes.py	185	__all__ = ["NotesAPI"]	CODE
LOW	src/notebooklm/_logging.py	33	__all__ = [	CODE
LOW	src/notebooklm/config.py	17	__all__ = [	CODE
LOW	src/notebooklm/_serving.py	20	__all__ = [	CODE
LOW	src/notebooklm/paths.py	45	logger = logging.getLogger(__name__)	CODE
LOW	src/notebooklm/paths.py	58	__all__ = [	CODE
LOW	src/notebooklm/paths.py	78	def set_active_profile(profile: str \| None) -> None:	CODE
LOW	src/notebooklm/research.py	23	logger = logging.getLogger(__name__)	CODE
LOW	src/notebooklm/research.py	148	__all__ = [	CODE
LOW	src/notebooklm/log.py	9	__all__ = ["install_redaction"]	CODE
LOW	src/notebooklm/_transport_drain.py	54	logger = logging.getLogger(__name__)	CODE
LOW	src/notebooklm/_transport_drain.py	324	__all__ = ["TransportDrainTracker", "_TransportOperationToken"]	CODE
LOW	src/notebooklm/client.py	80	__all__ = ["NotebookLMClient"]	CODE
LOW	src/notebooklm/client.py	82	logger = logging.getLogger(__name__)	CODE
LOW	src/notebooklm/_idempotency.py	32	logger = logging.getLogger(__name__)	CODE
LOW	src/notebooklm/_idempotency.py	252	__all__ = ["idempotent_create", "mark_unconfirmed"]	CODE
LOW	src/notebooklm/io.py	10	__all__ = ["atomic_update_json", "atomic_write_json", "replace_file_atomically"]	CODE
LOW	src/notebooklm/_redact.py	28	__all__ = ["DEFAULT_MAX_MESSAGE", "redact"]	CODE
LOW	src/notebooklm/_loop_affinity.py	62	__all__ = ["assert_bound_loop"]	CODE
LOW	src/notebooklm/__init__.py	215	__all__ = [	CODE
242 more matches not shown…

Deep Nesting257 hits · 224 pts

Severity	File	Line	Context
LOW	tests/cassette_patterns.py	570	CODE
LOW	tests/vcr_config.py	565	CODE
LOW	tests/vcr_config.py	617	CODE
LOW	tests/unit/test_live_auth_matrix.py	1043	CODE
LOW	tests/unit/test_streaming_chat_wire.py	983	CODE
LOW	tests/unit/test_concurrency_refresh_race.py	501	CODE
LOW	tests/unit/test_auth_cold_start_recovery.py	438	CODE
LOW	tests/unit/test_auth_psidts_recovery.py	434	CODE
LOW	tests/unit/test_app_master_token.py	838	CODE
LOW	tests/unit/test_sources_row_adapter.py	76	CODE
LOW	tests/unit/test_auth_mint_service.py	141	CODE
LOW	tests/unit/test_init_order.py	173	CODE
LOW	tests/unit/test_rpc_types.py	34	CODE
LOW	tests/unit/test_rpc_overrides.py	69	CODE
LOW	tests/unit/app/test_app_login_cookie.py	371	CODE
LOW	tests/unit/cli/test_quiet_enforcement.py	99	CODE
LOW	tests/_baselines/storage_transaction_policy.py	17	CODE
LOW	tests/_baselines/module_size.py	98	CODE
LOW	tests/_baselines/guardrail_literals.py	54	CODE
LOW	tests/_guardrails/test_middleware_context_contract.py	96	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	90	CODE
LOW	tests/_guardrails/test_auth_cookie_filter_boundary.py	138	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	271	CODE
LOW	tests/_guardrails/test_cli_boundary.py	302	CODE
LOW	tests/_guardrails/test_cli_boundary.py	335	CODE
LOW	tests/_guardrails/test_cli_boundary.py	436	CODE
LOW	tests/_guardrails/test_cli_boundary.py	561	CODE
LOW	tests/_guardrails/test_cli_boundary.py	672	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	477	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	933	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	983	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	2265	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	293	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	1058	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	1409	CODE
LOW	tests/_guardrails/test_auth_profile_store_boundary.py	1446	CODE
LOW	tests/_guardrails/test_auth_storage_compatibility.py	74	CODE
LOW	tests/_guardrails/test_auth_storage_compatibility.py	1251	CODE
LOW	tests/_guardrails/test_auth_storage_compatibility.py	1701	CODE
LOW	tests/_guardrails/test_auth_storage_compatibility.py	1965	CODE
LOW	tests/_guardrails/test_rotate_wire_contract.py	121	CODE
LOW	tests/_guardrails/test_backend_boundaries.py	231	CODE
LOW	tests/_guardrails/test_error_handler_allowlist.py	104	CODE
LOW	tests/_guardrails/test_public_surface.py	288	CODE
LOW	tests/_guardrails/test_no_session_compat_bridges.py	165	CODE
LOW	tests/_guardrails/test_type_boundaries.py	59	CODE
LOW	tests/_guardrails/test_type_boundaries.py	133	CODE
LOW	tests/_guardrails/test_type_boundaries.py	161	CODE
LOW	tests/_guardrails/test_type_boundaries.py	184	CODE
LOW	tests/_guardrails/test_storage_writer_boundary.py	103	CODE
LOW	tests/_guardrails/test_storage_writer_boundary.py	185	CODE
LOW	tests/_guardrails/test_storage_writer_boundary.py	650	CODE
LOW	tests/_guardrails/test_storage_writer_boundary.py	777	CODE
LOW	tests/_guardrails/test_cli_rpc_envelope.py	90	CODE
LOW	tests/_guardrails/test_cli_rpc_envelope.py	127	CODE
LOW	tests/_guardrails/test_cli_rpc_envelope.py	178	CODE
197 more matches not shown…

Cross-File Repetition39 hits · 195 pts

Severity	File	Snippet	Context
HIGH	tests/unit/test_auth_cookie_policy.py	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	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	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	path a: uuid-shaped id skips partial-resolve; backend none → exit 1.	STRING
HIGH	tests/unit/cli/test_source.py	path a: uuid-shaped id skips partial-resolve; backend none → exit 1.	STRING
HIGH	tests/unit/cli/test_note.py	path a: uuid-shaped id skips partial-resolve; backend none → exit 1.	STRING
HIGH	tests/unit/cli/test_artifact.py	path a under ``--json``: typed json error doc + exit 1.	STRING
HIGH	tests/unit/cli/test_source.py	path a under ``--json``: typed json error doc + exit 1.	STRING
HIGH	tests/unit/cli/test_note.py	path a under ``--json``: typed json error doc + exit 1.	STRING
HIGH	tests/unit/cli/test_artifact.py	path b: partial-resolve succeeds, backend get() returns none → exit 1.	STRING
HIGH	tests/unit/cli/test_source.py	path b: partial-resolve succeeds, backend get() returns none → exit 1.	STRING
HIGH	tests/unit/cli/test_note.py	path b: partial-resolve succeeds, backend get() returns none → exit 1.	STRING
HIGH	tests/_guardrails/test_server_classify_consistency.py	exactly one exemplar per category, so the parametrization is exhaustive.	STRING
HIGH	tests/_guardrails/test_mcp_classify_consistency.py	exactly one exemplar per category, so the parametrization is exhaustive.	STRING
HIGH	…_guardrails/test_classify_error_handler_consistency.py	exactly one exemplar per category, so the parametrization is exhaustive.	STRING
HIGH	…ts/integration/test_artifact_generation_idempotency.py	extract the ``rpcids=`` query param from a batchexecute request url.	STRING
HIGH	tests/integration/test_research_idempotency.py	extract the ``rpcids=`` query param from a batchexecute request url.	STRING
HIGH	tests/integration/test_side_effects_idempotency.py	extract the ``rpcids=`` query param from a batchexecute request url.	STRING
HIGH	tests/integration/test_notes_idempotency.py	extract the ``rpcids=`` query param from a batchexecute request url.	STRING
HIGH	…sts/integration/concurrency/test_idempotency_create.py	extract the ``rpcids=`` query param from a batchexecute request url.	STRING
HIGH	…sts/integration/concurrency/test_note_create_cancel.py	extract the ``rpcids=`` query param from a batchexecute request url.	STRING
HIGH	tests/integration/test_settings_integration.py	integration tests for sharingapi. moved from ``tests/unit/`` to ``tests/integration/``. mock-backed (``pytest_httpx``);	STRING
HIGH	tests/integration/test_notes_integration.py	integration tests for sharingapi. moved from ``tests/unit/`` to ``tests/integration/``. mock-backed (``pytest_httpx``);	STRING
HIGH	tests/integration/test_notebooks_integration.py	integration tests for sharingapi. moved from ``tests/unit/`` to ``tests/integration/``. mock-backed (``pytest_httpx``);	STRING
HIGH	tests/integration/test_sharing_integration.py	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	decode the form-encoded ``f.req`` body into its param list.	STRING
HIGH	tests/integration/test_notebooks_suggest_prompts_vcr.py	decode the form-encoded ``f.req`` body into its param list.	STRING
HIGH	tests/integration/test_research_cancel_vcr.py	decode the form-encoded ``f.req`` body into its param list.	STRING
HIGH	tests/integration/cli_vcr/test_generate.py	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	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	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	entry point for ``python -m`` execution by the live-auth matrix.	STRING
HIGH	scripts/_live_auth_scenarios/rest_recovery.py	entry point for ``python -m`` execution by the live-auth matrix.	STRING
HIGH	scripts/_live_auth_scenarios/mcp_recovery.py	entry point for ``python -m`` execution by the live-auth matrix.	STRING
HIGH	scripts/_live_auth_scenarios/browser_refresh.py	entry point for ``python -m`` execution by the live-auth matrix.	STRING
HIGH	scripts/_live_auth_scenarios/master_token_recovery.py	entry point for ``python -m`` execution by the live-auth matrix.	STRING
HIGH	src/notebooklm/_artifacts.py	revise an individual slide in a completed slide deck using a prompt.	STRING
HIGH	src/notebooklm/_web/artifacts.py	revise an individual slide in a completed slide deck using a prompt.	STRING
HIGH	src/notebooklm/_web/artifact/generation.py	revise an individual slide in a completed slide deck using a prompt.	STRING

Excessive Try-Catch Wrapping147 hits · 147 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	399	except Exception:	CODE
LOW	tests/unit/test_windows_compatibility.py	312	except Exception as e:	CODE
LOW	tests/unit/mcp/conftest.py	92	except Exception as exc: # noqa: BLE001 - scripted per-item outcome	CODE
LOW	tests/unit/cli/test_cli_mcp_parity.py	172	except Exception as exc: # noqa: BLE001 - caller classifies (see _mcp_capture)	CODE
LOW	tests/unit/concurrency/test_close_cancellation_leak.py	368	except Exception:	CODE
LOW	tests/_guardrails/test_storage_transaction_ratchet.py	233	except Exception:	STRING
LOW	tests/integration/test_chat_delete_conversation_vcr.py	139	except Exception as exc: # noqa: BLE001	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	…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	154	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	196	except Exception: # noqa: BLE001 - degrade to line-scan on any parse/read error	CODE
MEDIUM	tests/e2e/conftest.py	106	def _ask_with_skip(args, *kwargs):	CODE
LOW⚡	tests/e2e/conftest.py	748	except Exception as e:	CODE
LOW⚡	tests/e2e/conftest.py	809	except Exception:	CODE
LOW⚡	tests/e2e/conftest.py	924	except Exception:	CODE
LOW⚡	tests/e2e/conftest.py	933	except Exception:	CODE
LOW⚡	tests/e2e/conftest.py	1002	except Exception as e:	CODE
LOW⚡	tests/e2e/conftest.py	1028	except Exception:	CODE
LOW⚡	tests/e2e/conftest.py	1046	except Exception:	CODE
LOW⚡	tests/e2e/conftest.py	1198	except Exception as e:	CODE
LOW	tests/e2e/conftest.py	889	except Exception:	CODE
LOW	tests/e2e/conftest.py	891	except Exception:	CODE
LOW	tests/e2e/conftest.py	902	except Exception:	CODE
LOW	tests/e2e/conftest.py	904	except Exception:	CODE
LOW	tests/e2e/conftest.py	1136	except Exception:	CODE
LOW	tests/e2e/conftest.py	1138	except Exception:	CODE
LOW	tests/e2e/test_downloads.py	133	except Exception:	CODE
LOW	docs/rpc-reference.md	210	except Exception:	CODE
LOW	docs/python-api.md	527	except Exception as exc:	CODE
LOW⚡	examples/notes.py	157	except Exception as e:	CODE
LOW	examples/bulk-import.py	64	except Exception as e:	STRING
LOW	examples/bulk-import.py	75	except Exception as e:	STRING
LOW	examples/bulk-import.py	86	except Exception as e:	STRING
LOW⚡	examples/chat.py	102	except Exception as e:	CODE
LOW	scripts/diagnose_get_notebook.py	140	except Exception as e:	CODE
LOW	scripts/capture_rpc_registry.py	464	except Exception as exc:	CODE
LOW	scripts/mcp_live_smoke.py	195	except Exception as exc: # noqa: BLE001 - top-level smoke wants one clean line	CODE
LOW	scripts/audit_public_api_compat.py	272	except Exception:	CODE
LOW	scripts/audit_public_api_compat.py	351	except Exception: # pragma: no cover - defensive; repr should not raise	CODE
LOW	scripts/audit_public_api_compat.py	504	except Exception as exc:	CODE
MEDIUM	scripts/audit_public_api_compat.py	280	def signature_payload(obj):	CODE
LOW	scripts/_onetime_rescrub_cookies.py	129	except Exception as exc: # noqa: BLE001	CODE
LOW	scripts/live_auth_matrix.py	516	except Exception as exc: # noqa: BLE001 - report only the value-free exception type	CODE
MEDIUM	scripts/live_auth_matrix.py	280	def run(self) -> int:	CODE
LOW	scripts/check_rpc_health.py	1715	except Exception as e: # noqa: BLE001 - see "Never raises" above	CODE
LOW	scripts/check_rpc_health.py	1988	except Exception as e:	CODE
LOW	scripts/check_rpc_health.py	2004	except Exception as e:	CODE
LOW	scripts/check_rpc_health.py	2020	except Exception as e:	CODE
LOW	scripts/check_rpc_health.py	2029	except Exception as e:	CODE
LOW	src/notebooklm/client.py	547	except Exception as close_exc:	CODE
LOW	src/notebooklm/_curl_cffi_transport.py	164	except Exception: # noqa: BLE001 — cleanup must not mask the original error	CODE
LOW	src/notebooklm/_notebooks.py	157	except Exception as exc:	CODE
LOW	src/notebooklm/_notebooks.py	220	except Exception as exc:	CODE
LOW	src/notebooklm/_client_metrics.py	143	except Exception as exc: # noqa: BLE001 - observability must not alter behavior	CODE
LOW	src/notebooklm/_atomic_io.py	292	except Exception:	CODE
LOW	src/notebooklm/_atomic_io.py	296	except Exception as cleanup_err:	CODE
87 more matches not shown…

AI Slop Vocabulary27 hits · 86 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/cassette_patterns.py	209	# 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	748	# or extra non-volatile dict keys — while staying robust against leaf	COMMENT
MEDIUM⚡	tests/unit/test_json_stdout_purity.py	449	# so the mock-client harness can't drive them. The parametrized sweep	COMMENT
MEDIUM	tests/unit/test_json_stdout_purity.py	721	# the mock-client harness. `notebook_create` goes through the standard	COMMENT
MEDIUM	tests/unit/test_json_stdout_purity.py	746	# harness — they read NOTEBOOKLM_HOME directly. Stage a clean layout	COMMENT
MEDIUM	tests/unit/test_auth_cookie_save_race.py	1762	# 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	728	# then invoke without the mock-client harness (these commands don't	COMMENT
MEDIUM	tests/unit/test_json_error_exit.py	703	# Filesystem-driven failure cases bypass the mock-client harness — they	COMMENT
MEDIUM	tests/unit/test_sources_upload_delegation.py	53	# 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/app/test_app_doctor.py	590	# The ``browser`` extra is installed in CI; pin it so the test is robust	COMMENT
MEDIUM	tests/unit/cli/test_login.py	371	# 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/e2e/test_cli_live.py	49	# or an enveloped object so the test is robust to the exact shape.	COMMENT
MEDIUM⚡	tests/e2e/test_research_import_verification.py	92	# makes this path robust for fast-mode imports too.	COMMENT
MEDIUM	scripts/capture_rpc_registry.py	84	# is robust to nested ``[...]`` in the options array (a single forward regex	COMMENT
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	132	# Fetch current status and override view_level with what we just set	COMMENT
MEDIUM	src/notebooklm/_app/doctor.py	162	# Reuse the shared, name-robust extractor (drops non-dict rows and	COMMENT

Fake / Example Data74 hits · 75 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_storage_writer.py	596	(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	72	app.MasterTokenLoginPlan("user@example.com", storage, None, False),	CODE
LOW	tests/unit/test_app_master_token.py	121	plan = app.MasterTokenLoginPlan("user@example.com", storage, "android", False)	CODE
LOW	tests/unit/test_app_master_token.py	137	assert calls[0][1] == {"email": "user@example.com", "storage_path": storage, "force": False}	CODE
LOW	tests/unit/test_app_master_token.py	141	"email": "user@example.com",	CODE
LOW	tests/unit/test_app_master_token.py	160	app.MasterTokenLoginPlan("user@example.com", storage, None, True),	CODE
LOW	tests/unit/test_app_master_token.py	188	app.MasterTokenLoginPlan("user@example.com", storage, None, False),	CODE
LOW	tests/unit/test_app_master_token.py	215	app.MasterTokenLoginPlan("user@example.com", storage, None, False),	CODE
LOW	tests/unit/test_app_master_token.py	253	app.MasterTokenLoginPlan("user@example.com", storage, None, False),	CODE
LOW	tests/unit/test_app_master_token.py	814	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	532	fake_key = "AIza" + "Z" * 35	CODE
LOW⚡	tests/unit/test_cassette_sanitizer.py	535	(examples / "leak.json").write_text(f'{{"JrWMbf":"{fake_key}"}}\n', encoding="utf-8")	CODE
LOW⚡	tests/unit/test_chat_ask_invariants.py	170	account_email="user@example.com",	CODE
LOW	tests/unit/test_chat_ask_invariants.py	191	assert _extract_query_param(str(request.url), "authuser") == "user@example.com"	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	258	@pytest.mark.parametrize("placeholder", sorted(SCRUB_PLACEHOLDERS))	CODE
LOW⚡	tests/unit/test_sharing_types.py	276	data = ["user@example.com", 3, [], ["Test User", "https://avatar.url"]]	CODE
LOW⚡	tests/unit/test_sharing_types.py	279	assert user.email == "user@example.com"	CODE
LOW⚡	tests/unit/test_sharing_types.py	303	data = ["user@example.com", 2, []]	CODE
LOW⚡	tests/unit/test_sharing_types.py	306	assert user.email == "user@example.com"	CODE
LOW⚡	tests/unit/test_sharing_types.py	313	data = ["user@example.com", 99, []]	CODE
LOW⚡	tests/unit/test_sharing_types.py	320	data = ["user@example.com", {"permission": 3}, []]	CODE
LOW⚡	tests/unit/test_sharing_types.py	366	data = ["user@example.com", 3, [], ["Just Name"]]	CODE
LOW⚡	tests/unit/test_sharing_types.py	503	["user@example.com", 3, [], ["Name", "https://avatar"]], # full	CODE
LOW⚡	tests/unit/test_sharing_types.py	504	["user@example.com", 2, []], # minimal (no user_info slot)	CODE
LOW⚡	tests/unit/test_sharing_types.py	505	["user@example.com", 3, [], ["Just Name"]], # partial user_info (no avatar)	CODE
LOW⚡	tests/unit/test_sharing_types.py	506	["user@example.com", 99, []], # unknown permission	CODE
LOW⚡	tests/unit/test_sharing_types.py	507	["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	200	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
LOW	tests/integration/test_sharing_integration.py	358	["user@example.com", 2, [], ["User", "https://avatar"]], # Now editor	CODE
LOW	tests/integration/test_sharing_integration.py	369	"user@example.com",	CODE
14 more matches not shown…

Structural Annotation Overuse36 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/test_cookie_domain_split.py	614	# Step 2: storage_state → DomainCookieMap (used by AuthTokens).	COMMENT
LOW⚡	tests/unit/test_cookie_domain_split.py	620	# Step 3: storage_state → httpx jar (used by downloads + refresh).	COMMENT
LOW⚡	tests/unit/test_cookie_domain_split.py	628	# Step 4: the runtime gate itself accepts every YouTube variant.	COMMENT
LOW	tests/unit/test_cookie_domain_split.py	603	# Step 1: rookiepy → storage_state conversion must keep the YouTube	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	831	# Step 0: register_file_source captures a baseline GET_NOTEBOOK	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	834	# Step 1: Mock RPC registration response (o4cbdc)	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	844	# Step 2: Mock upload session start response	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	854	# Step 3: Mock upload finalize response	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	1048	# Step 0: Baseline GET_NOTEBOOK for the register_file_source probe wrapper.	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	1050	# Step 1: Mock RPC registration	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	1060	# Step 2: Mock upload session start	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	1070	# Step 3: Mock upload finalize	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	2844	# Step 0: Baseline GET_NOTEBOOK for the register_file_source probe wrapper.	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	2846	# Step 1: Successful RPC registration	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	2856	# Step 2: Upload session response WITHOUT the required upload URL header	COMMENT
LOW⚡	tests/e2e/test_research_import_verification.py	42	# Step 1: Start fast web research	COMMENT
LOW	tests/e2e/test_research_import_verification.py	56	# Step 2: Poll until complete	COMMENT
LOW	tests/e2e/test_research_import_verification.py	74	# Step 3: Get sources to import	COMMENT
LOW⚡	tests/e2e/test_research_import_verification.py	88	# Step 4: Import sources. Use the verification-aware variant so an	COMMENT
LOW⚡	tests/e2e/test_research_import_verification.py	99	# Step 5: Poll for imported sources to appear	COMMENT
LOW	tests/e2e/test_research_import_verification.py	111	# Step 6: Verify source count	COMMENT
LOW⚡	tests/e2e/test_research.py	196	# Step 1: Start research	COMMENT
LOW	tests/e2e/test_research.py	207	# Step 2: Poll until complete	COMMENT
LOW	tests/e2e/test_research.py	229	# Step 3: Import sources (if any found)	COMMENT
LOW⚡	docs/troubleshooting.md	544	# Step 1: Install bird (macOS/Linux)	COMMENT
LOW⚡	docs/troubleshooting.md	547	# Step 2: Fetch X.com content as markdown	COMMENT
LOW⚡	docs/troubleshooting.md	550	# Step 3: Add the local markdown file to NotebookLM	COMMENT
LOW	docs/rpc-development.md	253	### Step 1: Capture	COMMENT
LOW	docs/rpc-development.md	262	### Step 2: Decode	COMMENT
LOW	docs/rpc-development.md	280	### Step 3: Implement	COMMENT
LOW	docs/rpc-development.md	329	### Step 4: Test	COMMENT
LOW	docs/rpc-development.md	363	### 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

Modern AI Meta-Vocabulary24 hits · 66 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	587	# The streamed-chat orchestration RPC has no obfuscated method ID to echo back	COMMENT
MEDIUM⚡	tests/unit/test_drive_import.py	442	# DriveImportService — orchestration, cleanup, second defense	COMMENT
MEDIUM	tests/unit/test_audit_auth_patch_sites.py	60	# string-target patch — and it correctly trips both ADR-0007 guardrails	COMMENT
MEDIUM	tests/unit/test_rpc_health_coverage.py	118	# without re-introducing the whole skip-list scaffolding.	COMMENT
MEDIUM⚡	tests/unit/test_chat_transport.py	50	# Test scaffolding	COMMENT
MEDIUM⚡	tests/unit/app/test_app_source_clean.py	236	# run_source_clean — orchestration	COMMENT
MEDIUM	tests/_guardrails/_wire_contract.py	52	#: which lives in its own package rather than the ``orchestration.v1`` wire section.	COMMENT
MEDIUM	tests/cassettes/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/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/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/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/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/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	1179	│ ├── login_cookie.py # Click-free login/cookie-import operations: request validation, browser-jar probing, a	CODE
MEDIUM	docs/architecture.md	1194	│ ├── source_clean.py # Click-free `source clean` core: junk-source classification + batched-deletion orchest	CODE
MEDIUM	docs/architecture.md	1277	├── _chat.py # Abstract ChatAPI + shared locks/cache/ask/delete/save-note orchestration and lazy pri	CODE
MEDIUM	docs/development.md	47	├── _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	219	### Rule 4 — `Session` retains only orchestration plus the documented middleware-chain seams	COMMENT
MEDIUM	scripts/check_rpc_health.py	2126	# Probe the streamed-chat orchestration RPC. It is not an	COMMENT
MEDIUM	src/notebooklm/_web/params/notebooks.py	74	# what the backend RETURNS for each mode. ``5`` critique / ``6`` debate scaffolding /	COMMENT

Verbosity Indicators28 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/test_cookie_domain_split.py	614	# Step 2: storage_state → DomainCookieMap (used by AuthTokens).	COMMENT
LOW⚡	tests/unit/test_cookie_domain_split.py	620	# Step 3: storage_state → httpx jar (used by downloads + refresh).	COMMENT
LOW⚡	tests/unit/test_cookie_domain_split.py	628	# Step 4: the runtime gate itself accepts every YouTube variant.	COMMENT
LOW	tests/unit/test_cookie_domain_split.py	603	# Step 1: rookiepy → storage_state conversion must keep the YouTube	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	831	# Step 0: register_file_source captures a baseline GET_NOTEBOOK	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	834	# Step 1: Mock RPC registration response (o4cbdc)	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	844	# Step 2: Mock upload session start response	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	854	# Step 3: Mock upload finalize response	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	1048	# Step 0: Baseline GET_NOTEBOOK for the register_file_source probe wrapper.	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	1050	# Step 1: Mock RPC registration	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	1060	# Step 2: Mock upload session start	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	1070	# Step 3: Mock upload finalize	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	2844	# Step 0: Baseline GET_NOTEBOOK for the register_file_source probe wrapper.	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	2846	# Step 1: Successful RPC registration	COMMENT
LOW⚡	tests/integration/test_sources_integration.py	2856	# Step 2: Upload session response WITHOUT the required upload URL header	COMMENT
LOW⚡	tests/e2e/test_research_import_verification.py	42	# Step 1: Start fast web research	COMMENT
LOW	tests/e2e/test_research_import_verification.py	56	# Step 2: Poll until complete	COMMENT
LOW	tests/e2e/test_research_import_verification.py	74	# Step 3: Get sources to import	COMMENT
LOW⚡	tests/e2e/test_research_import_verification.py	88	# Step 4: Import sources. Use the verification-aware variant so an	COMMENT
LOW⚡	tests/e2e/test_research_import_verification.py	99	# Step 5: Poll for imported sources to appear	COMMENT
LOW	tests/e2e/test_research_import_verification.py	111	# Step 6: Verify source count	COMMENT
LOW⚡	tests/e2e/test_research.py	196	# Step 1: Start research	COMMENT
LOW	tests/e2e/test_research.py	207	# Step 2: Poll until complete	COMMENT
LOW	tests/e2e/test_research.py	229	# 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

Hallucination Indicators4 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	tests/unit/mcp/test_studio.py	1363	assert mock_client.artifacts.download_quiz.await_args.kwargs.get("output_format") == "markdown"	CODE
CRITICAL	tests/unit/cli/test_generate.py	820	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/integration/test_vcr_example.py	82	# Simulate the request format from notebooklm._web.transport.executor.RpcExecutor.rpc_call()	COMMENT

Self-Referential Comments15 hits · 40 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/test_artifact_downloads.py	759	# Create the complex nested structure for data table.	COMMENT
MEDIUM⚡	tests/unit/test_sources_upload.py	971	# Create a temp file	COMMENT
MEDIUM⚡	tests/unit/cli/test_resolve.py	333	# Create a notebook with a short ID that we'll match exactly	COMMENT
MEDIUM	tests/unit/cli/test_source.py	680	# Create a temp file	COMMENT
MEDIUM	tests/integration/test_vcr_comprehensive.py	810	# Create a test file	COMMENT
MEDIUM	tests/integration/test_vcr_comprehensive.py	900	# Create a source to delete	COMMENT
MEDIUM	tests/integration/test_vcr_comprehensive.py	938	# Create a notebook to delete	COMMENT
MEDIUM	tests/integration/test_vcr_comprehensive.py	970	# Create a note to delete	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	121	# 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	171	notebooklm create "My Notes" # Create a notebook	STRING
MEDIUM	src/notebooklm/_auth/browser_capture.py	1305	# Create a TEMPORARY page we own for the navigation, and close ONLY	COMMENT

Synthetic Comment Markers3 hits · 26 pts

Severity	File	Line	Snippet	Context
HIGH	docs/python-api.md	1212	# Get AI-generated description (parsed with suggested topics)	COMMENT
HIGH	docs/python-api.md	1321	# Get AI-generated summary and keywords (returns a typed SourceGuide)	COMMENT
HIGH⚡	examples/video.py	51	# - CINEMATIC: AI-generated documentary footage (Veo 3)	COMMENT

Dead Code7 hits · 14 pts

Severity	File	Line	Context
MEDIUM	tests/server/conftest.py	67	CODE
MEDIUM	tests/server/test_app_lifecycle.py	165	CODE
MEDIUM	tests/server/test_app_lifecycle.py	217	CODE
MEDIUM	tests/server/test_app_lifecycle.py	244	CODE
MEDIUM	tests/server/test_app_lifecycle.py	269	CODE
MEDIUM	tests/server/test_sources.py	90	CODE
MEDIUM	tests/server/test_meta.py	205	CODE

AI Structural Patterns17 hits · 14 pts

Severity	File	Line	Context
LOW	tests/_helpers/client_factory.py	29	CODE
LOW	tests/unit/test_auth_profile_store_minted.py	37	CODE
LOW	tests/unit/test_rpc_executor.py	860	CODE
LOW	tests/unit/test_rpc_golden_payloads.py	1579	CODE
LOW	tests/unit/app/test_app_research.py	38	CODE
LOW	tests/unit/cli/test_playwright_login_render_contract.py	166	CODE
LOW	tests/_guardrails/test_auth_storage_compatibility.py	1812	CODE
LOW	src/notebooklm/_client_assembly.py	93	CODE
LOW	src/notebooklm/client.py	151	CODE
LOW	src/notebooklm/client.py	626	CODE
LOW	src/notebooklm/exceptions.py	413	CODE
LOW	src/notebooklm/_auth/refresh.py	711	CODE
LOW	src/notebooklm/mcp/tools/studio.py	313	CODE
LOW	src/notebooklm/mcp/tools/sources.py	504	CODE
LOW	src/notebooklm/cli/resolve.py	192	CODE
LOW	src/notebooklm/_web/transport/executor.py	122	CODE
LOW	src/notebooklm/_runtime/init.py	494	CODE

Redundant / Tautological Comments8 hits · 13 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/e2e/test_chat.py	68	# Check if any references have cited_text	COMMENT
LOW	scripts/check_rpc_health.py	859	# Check if error response still contains our expected ID	COMMENT
LOW	scripts/check_rpc_health.py	876	# Check if expected ID is in response	COMMENT
LOW	.github/workflows/nightly.yml	56	# Check if it's main or a release branch	COMMENT
LOW	src/notebooklm/_auth/cookie_policy.py	890	# Check if it's a valid canonical Google domain (base or regional).	COMMENT
LOW	src/notebooklm/_app/chat.py	121	# Check if the user switched notebooks via the --notebook flag. Only read	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings