GoogleCloudPlatform/python-docs-samples

Pattern Findings

The scanner identified 9489 distinct pattern matches across 24 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.

Over-Commented Block4411 hits · 4394 pts

Severity	File	Line	Snippet	Context
LOW	owlbot.py	1	# Copyright 2023 Google LLC	COMMENT
LOW	noxfile_config.py	1	# Copyright 2021 Google LLC	COMMENT
LOW	noxfile_config.py	21	# https://github.com/GoogleCloudPlatform/python-docs-samples/blob/main/noxfile_config.py	COMMENT
LOW	noxfile-template.py	1	# Copyright 2019 Google LLC	COMMENT
LOW	noxfile-template.py	41	TEST_CONFIG = {	COMMENT
LOW	noxfile-template.py	121	basename	COMMENT
LOW	dataflow/conftest.py	1	# Copyright 2021 Google LLC	COMMENT
LOW	dataflow/snippets/read_kafka_multi_topic.py	1	#!/usr/bin/env python	COMMENT
LOW	dataflow/snippets/__init__.py	1	# Copyright 2023 Google LLC	COMMENT
LOW	dataflow/snippets/noxfile_config.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	dataflow/snippets/noxfile_config.py	21	# https://github.com/GoogleCloudPlatform/python-docs-samples/blob/main/noxfile_config.py	COMMENT
LOW	dataflow/snippets/batch_write_storage.py	1	#!/usr/bin/env python	COMMENT
LOW	dataflow/snippets/write_pubsub.py	1	#!/usr/bin/env python	COMMENT
LOW	dataflow/snippets/read_kafka.py	1	#!/usr/bin/env python	COMMENT
LOW	dataflow/snippets/tests/test_read_kafka.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	dataflow/snippets/tests/__init__.py	1	# Copyright 2023 Google LLC	COMMENT
LOW	dataflow/snippets/tests/test_write_pubsub.py	1	# !/usr/bin/env python	COMMENT
LOW	dataflow/snippets/tests/test_batch_write_storage.py	1	# Copyright 2023 Google LLC	COMMENT
LOW	dataflow/gemma/e2e_test.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	dataflow/gemma/custom_model_gemma.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	dataflow/gemma/noxfile_config.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	…/flex-templates/pipeline_with_dependencies/e2e_test.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	1	#	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	21	# httpx	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	41	# via requests	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	61	# via	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	81	# google-cloud-language	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	101	# google-cloud-bigquery-storage	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	121	google-auth-httplib2==0.2.1	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	141	# google-cloud-spanner	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	161	google-cloud-resource-manager==1.18.0	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	181	# google-resumable-media	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	201	# google-cloud-secret-manager	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	221	# google-cloud-secret-manager	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	241	# google-auth-httplib2	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	261	jsonpickle==4.1.2	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	281	objsize==0.7.1	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	301	# via	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	321	proto-plus==1.28.4	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	341	# google-cloud-vision	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	361	# google-cloud-spanner	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	381	pydantic==2.13.5	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	401	# via apache-beam	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	421	scramp==1.4.17	COMMENT
LOW	…-templates/pipeline_with_dependencies/requirements.txt	441	# apache-beam	COMMENT
LOW	…lates/pipeline_with_dependencies/requirements-test.txt	1	# Copyright 2024 Google LLC	COMMENT
LOW	…ex-templates/pipeline_with_dependencies/pyproject.toml	1	# Copyright 2024 Google LLC	COMMENT
LOW	…templates/pipeline_with_dependencies/noxfile_config.py	1	# Copyright 2021 Google LLC	COMMENT
LOW	…low/flex-templates/pipeline_with_dependencies/setup.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	…flow/flex-templates/pipeline_with_dependencies/main.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	…/pipeline_with_dependencies/src/my_package/__init__.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	…line_with_dependencies/src/my_package/my_transforms.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	…peline_with_dependencies/src/my_package/my_pipeline.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	…/pipeline_with_dependencies/src/my_package/launcher.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	…ine_with_dependencies/src/my_package/utils/__init__.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	…eline_with_dependencies/src/my_package/utils/figlet.py	1	# Copyright 2024 Google LLC	COMMENT
LOW	dataflow/flex-templates/streaming_beam/e2e_test.py	1	# Copyright 2021 Google LLC	COMMENT
LOW	…taflow/flex-templates/streaming_beam/noxfile_config.py	1	# Copyright 2021 Google LLC	COMMENT
LOW	…taflow/flex-templates/streaming_beam/noxfile_config.py	21	# https://github.com/GoogleCloudPlatform/python-docs-samples/blob/main/noxfile_config.py	COMMENT
LOW	…taflow/flex-templates/streaming_beam/streaming_beam.py	1	#!/usr/bin/env python	COMMENT
4351 more matches not shown…

Cross-File Repetition613 hits · 3065 pts

Severity	File	Line	Snippet	Context
HIGH	dataflow/gpu-examples/tensorflow-landsat-prime/main.py	0	validates that we are detecting gpus, otherwise raise a runtimeerror.	STRING
HIGH	dataflow/gpu-examples/tensorflow-minimal/main.py	0	validates that we are detecting gpus, otherwise raise a runtimeerror.	STRING
HIGH	dataflow/gpu-examples/tensorflow-landsat/main.py	0	validates that we are detecting gpus, otherwise raise a runtimeerror.	STRING
HIGH	dataflow/gpu-examples/pytorch-minimal/main.py	0	validates that we are detecting gpus, otherwise raise a runtimeerror.	STRING
HIGH	dataflow/run_template/main.py	0	http cloud function that declares a variable. args: request (flask.request): the request object. <http://flask.pocoo.org	STRING
HIGH	functions/helloworld/main.py	0	http cloud function that declares a variable. args: request (flask.request): the request object. <http://flask.pocoo.org	STRING
HIGH	functions/v2/response_streaming/main.py	0	http cloud function that declares a variable. args: request (flask.request): the request object. <http://flask.pocoo.org	STRING
HIGH	functions/tips-scopes/main.py	0	http cloud function that declares a variable. args: request (flask.request): the request object. <http://flask.pocoo.org	STRING
HIGH	kms/snippets/update_key_remove_labels.py	0	remove a rotation schedule from an existing key. args: project_id (string): google cloud project id (e.g. 'my-project').	STRING
HIGH	kms/snippets/update_key_add_rotation.py	0	remove a rotation schedule from an existing key. args: project_id (string): google cloud project id (e.g. 'my-project').	STRING
HIGH	kms/snippets/update_key_update_labels.py	0	remove a rotation schedule from an existing key. args: project_id (string): google cloud project id (e.g. 'my-project').	STRING
HIGH	kms/snippets/update_key_remove_rotation.py	0	remove a rotation schedule from an existing key. args: project_id (string): google cloud project id (e.g. 'my-project').	STRING
HIGH	kms/snippets/decrypt_symmetric.py	0	calculates the crc32c checksum of the provided data. args: data: the bytes over which the checksum should be calculated.	STRING
HIGH	kms/snippets/get_public_key.py	0	calculates the crc32c checksum of the provided data. args: data: the bytes over which the checksum should be calculated.	STRING
HIGH	kms/snippets/decrypt_asymmetric.py	0	calculates the crc32c checksum of the provided data. args: data: the bytes over which the checksum should be calculated.	STRING
HIGH	kms/snippets/get_public_key_jwk.py	0	calculates the crc32c checksum of the provided data. args: data: the bytes over which the checksum should be calculated.	STRING
HIGH	kms/snippets/sign_asymmetric.py	0	calculates the crc32c checksum of the provided data. args: data: the bytes over which the checksum should be calculated.	STRING
HIGH	kms/snippets/encrypt_symmetric.py	0	calculates the crc32c checksum of the provided data. args: data: the bytes over which the checksum should be calculated.	STRING
HIGH	video/transcoder/get_job.py	0	gets a job. args: project_id: the gcp project id. location: the location this job is in. job_id: the job id.	STRING
HIGH	video/transcoder/get_job_state.py	0	gets a job. args: project_id: the gcp project id. location: the location this job is in. job_id: the job id.	STRING
HIGH	video/transcoder/delete_job.py	0	gets a job. args: project_id: the gcp project id. location: the location this job is in. job_id: the job id.	STRING
HIGH	video/stitcher/list_vod_ad_tag_details.py	0	lists the stitch details for the specified vod session. args: project_id: the gcp project id. location: the location of	STRING
HIGH	video/stitcher/list_live_ad_tag_details.py	0	lists the stitch details for the specified vod session. args: project_id: the gcp project id. location: the location of	STRING
HIGH	video/stitcher/list_vod_stitch_details.py	0	lists the stitch details for the specified vod session. args: project_id: the gcp project id. location: the location of	STRING
HIGH	video/live-stream/stop_channel.py	0	gets a channel. args: project_id: the gcp project id. location: the location of the channel. channel_id: the user-define	STRING
HIGH	video/live-stream/delete_channel.py	0	gets a channel. args: project_id: the gcp project id. location: the location of the channel. channel_id: the user-define	STRING
HIGH	video/live-stream/start_channel.py	0	gets a channel. args: project_id: the gcp project id. location: the location of the channel. channel_id: the user-define	STRING
HIGH	video/live-stream/get_channel_event.py	0	gets a channel. args: project_id: the gcp project id. location: the location of the channel. channel_id: the user-define	STRING
HIGH	video/live-stream/get_channel.py	0	gets a channel. args: project_id: the gcp project id. location: the location of the channel. channel_id: the user-define	STRING
HIGH	video/live-stream/get_input.py	0	deletes an input. args: project_id: the gcp project id. location: the location of the input. input_id: the user-defined	STRING
HIGH	video/live-stream/update_input.py	0	deletes an input. args: project_id: the gcp project id. location: the location of the input. input_id: the user-defined	STRING
HIGH	video/live-stream/delete_input.py	0	deletes an input. args: project_id: the gcp project id. location: the location of the input. input_id: the user-defined	STRING
HIGH	dialogflow/detect_intent_audio.py	0	returns the result of detect intent with streaming audio as input. using the same `session_id` between requests allows c	STRING
HIGH	dialogflow-cx/detect_intent_audio.py	0	returns the result of detect intent with streaming audio as input. using the same `session_id` between requests allows c	STRING
HIGH	dialogflow/detect_intent_stream.py	0	returns the result of detect intent with streaming audio as input. using the same `session_id` between requests allows c	STRING
HIGH	dialogflow-cx/detect_intent_stream.py	0	returns the result of detect intent with streaming audio as input. using the same `session_id` between requests allows c	STRING
HIGH	dialogflow/detect_intent_texts_with_location.py	0	returns the result of detect intent with texts as inputs. using the same `session_id` between requests allows continuati	STRING
HIGH	dialogflow/detect_intent_texts.py	0	returns the result of detect intent with texts as inputs. using the same `session_id` between requests allows continuati	STRING
HIGH	dialogflow-cx/detect_intent_texts.py	0	returns the result of detect intent with texts as inputs. using the same `session_id` between requests allows continuati	STRING
HIGH	dialogflow/streaming_transcription.py	0	opens a recording stream as a generator yielding the audio chunks.	STRING
HIGH	speech/microphone/transcribe_streaming_infinite_v2.py	0	opens a recording stream as a generator yielding the audio chunks.	STRING
HIGH	speech/microphone/transcribe_streaming_mic.py	0	opens a recording stream as a generator yielding the audio chunks.	STRING
HIGH	speech/microphone/transcribe_streaming_infinite.py	0	opens a recording stream as a generator yielding the audio chunks.	STRING
HIGH	media-translation/snippets/translate_from_mic.py	0	opens a recording stream as a generator yielding the audio chunks.	STRING
HIGH	dialogflow-cx/detect_intent_with_sentiment_analysis.py	0	returns the result of detect intent with sentiment analysis	STRING
HIGH	dialogflow-cx/detect_intent_with_intent_input.py	0	returns the result of detect intent with sentiment analysis	STRING
HIGH	dialogflow-cx/detect_intent_disabled_webhook.py	0	returns the result of detect intent with sentiment analysis	STRING
HIGH	dialogflow-cx/webhook_validate_form_parameter_test.py	0	flask fixture to pass a flask.request to the test function	STRING
HIGH	dialogflow-cx/webhook_log_session_info_test.py	0	flask fixture to pass a flask.request to the test function	STRING
HIGH	dialogflow-cx/webhook_prebuilt_telecom_test.py	0	flask fixture to pass a flask.request to the test function	STRING
HIGH	dialogflow-cx/streaming_detect_intent_infinite.py	0	start bidirectional streaming from microphone input to speech api	STRING
HIGH	speech/microphone/transcribe_streaming_infinite_v2.py	0	start bidirectional streaming from microphone input to speech api	STRING
HIGH	speech/microphone/transcribe_streaming_infinite.py	0	start bidirectional streaming from microphone input to speech api	STRING
HIGH	…s/translate_v3_batch_translate_text_with_model_test.py	0	create a temporary bucket to store annotation output.	STRING
HIGH	…3_batch_translate_text_with_glossary_and_model_test.py	0	create a temporary bucket to store annotation output.	STRING
HIGH	…les/snippets/translate_v3_batch_translate_text_test.py	0	create a temporary bucket to store annotation output.	STRING
HIGH	…ranslate_v3_batch_translate_text_with_glossary_test.py	0	create a temporary bucket to store annotation output.	STRING
HIGH	auth/downscoping/snippets_test.py	0	yields a bucket object that is deleted after the test completes.	STRING
HIGH	composer/cicd_sample/utils/add_dags_to_composer_test.py	0	yields a bucket object that is deleted after the test completes.	STRING
HIGH	speech/snippets/speech_to_storage_beta_test.py	0	yields a bucket object that is deleted after the test completes.	STRING
553 more matches not shown…

Self-Referential Comments942 hits · 2918 pts

Severity	File	Line	Snippet	Context
MEDIUM	dataflow/snippets/batch_write_storage.py	31	# Define a custom pipeline option that specfies the Cloud Storage bucket.	COMMENT
MEDIUM	dataflow/snippets/write_pubsub.py	48	# Define a custom pipeline option to specify the Pub/Sub topic.	COMMENT
MEDIUM	…flow/flex-templates/getting_started/getting_started.py	25	# Define a custom pipeline option that specfies the Cloud Storage bucket.	COMMENT
MEDIUM	dataflow/run_template/main_test.py	49	# Create a fake "app" for generating test request contexts.	COMMENT
MEDIUM	privateca/snippets/create_certificate_authority.py	84	# Create the CertificateAuthorityRequest.	COMMENT
MEDIUM	privateca/snippets/filter_certificates.py	37	# Create the certificate request and set the filter condition.	COMMENT
MEDIUM	privateca/snippets/update_certificate_authority.py	49	# Create a request to update the CA.	COMMENT
MEDIUM	privateca/snippets/delete_certificate_authority.py	52	# Create the DeleteCertificateAuthorityRequest.	COMMENT
MEDIUM	privateca/snippets/enable_certificate_authority.py	40	# Create the Enable Certificate Authority Request.	COMMENT
MEDIUM	privateca/snippets/create_certificate.py	90	# Create the Certificate Request.	COMMENT
MEDIUM	privateca/snippets/create_certificate_csr.py	57	# Create the Certificate Request.	COMMENT
MEDIUM	privateca/snippets/monitor_certificate_authority.py	44	# Create a notification channel.	COMMENT
MEDIUM	privateca/snippets/undelete_certificate_authority.py	45	# Create the Request.	COMMENT
MEDIUM	privateca/snippets/create_subordinate_ca.py	88	# Create the CertificateAuthorityRequest.	COMMENT
MEDIUM	privateca/snippets/disable_certificate_authority.py	39	# Create the Disable Certificate Authority Request.	COMMENT
MEDIUM	privateca/snippets/delete_ca_pool.py	36	# Create the Delete request.	COMMENT
MEDIUM	privateca/snippets/create_ca_pool.py	40	# Create the pool request.	COMMENT
MEDIUM	privateca/snippets/create_ca_pool.py	47	# Create the CA pool.	COMMENT
MEDIUM	…rpriseknowledgegraph/search/search_public_kg_sample.py	41	# Create a client	COMMENT
MEDIUM	enterpriseknowledgegraph/search/search_sample.py	41	# Create a client	COMMENT
MEDIUM	enterpriseknowledgegraph/search/lookup_sample.py	37	# Create a client	COMMENT
MEDIUM	…rpriseknowledgegraph/search/lookup_public_kg_sample.py	37	# Create a client	COMMENT
MEDIUM	…onciliation/cancel_entity_reconciliation_job_sample.py	29	# Create a client	COMMENT
MEDIUM	…conciliation/list_entity_reconciliation_jobs_sample.py	26	# Create a client	COMMENT
MEDIUM	…onciliation/delete_entity_reconciliation_job_sample.py	29	# Create a client	COMMENT
MEDIUM	…reconciliation/get_entity_reconciliation_job_sample.py	29	# Create a client	COMMENT
MEDIUM	…onciliation/create_entity_reconciliation_job_sample.py	41	# Create a client	COMMENT
MEDIUM	…nter-insights/snippets/create_conversation_with_ttl.py	15	# Create a conversation with a TTL.	COMMENT
MEDIUM	…insights/snippets/test_create_phrase_matcher_any_of.py	35	# Create a phrase matcher.	COMMENT
MEDIUM⚡	…ct-center-insights/snippets/test_export_to_bigquery.py	40	# Create a BigQuery dataset.	COMMENT
MEDIUM⚡	…ct-center-insights/snippets/test_export_to_bigquery.py	49	# Create a BigQuery table under the created dataset.	COMMENT
MEDIUM	…t-center-insights/snippets/test_create_conversation.py	30	# Create a conversation	COMMENT
MEDIUM	…insights/snippets/test_create_phrase_matcher_all_of.py	35	# Create a phrase matcher.	COMMENT
MEDIUM	contact-center-insights/snippets/test_get_operation.py	38	# Create a conversation.	COMMENT
MEDIUM	contact-center-insights/snippets/test_get_operation.py	64	# Create an analysis.	COMMENT
MEDIUM	…ct-center-insights/snippets/test_create_issue_model.py	56	# Create an issue model.	COMMENT
MEDIUM	…ntact-center-insights/snippets/test_create_analysis.py	33	# Create a conversation.	COMMENT
MEDIUM	…insights/snippets/test_create_conversation_with_ttl.py	30	# Create a conversation	COMMENT
MEDIUM	kms/snippets/update_key_remove_labels.py	35	# Create the client.	COMMENT
MEDIUM	kms/snippets/update_key_add_rotation.py	38	# Create the client.	COMMENT
MEDIUM	kms/snippets/create_key_for_import.py	34	# Create the client.	COMMENT
MEDIUM	kms/snippets/import_manually_wrapped_key.py	57	# Create the client.	COMMENT
MEDIUM	kms/snippets/update_key_update_labels.py	35	# Create the client.	COMMENT
MEDIUM	kms/snippets/disable_key_version.py	36	# Create the client.	COMMENT
MEDIUM	kms/snippets/create_import_job.py	32	# Create the client.	COMMENT
MEDIUM	kms/snippets/get_retired_resource.py	35	# Create the client.	COMMENT
MEDIUM	kms/snippets/update_key_set_primary.py	36	# Create the client.	COMMENT
MEDIUM	kms/snippets/delete_key_version.py	38	# Create the client.	COMMENT
MEDIUM	kms/snippets/create_key_mac.py	39	# Create the client.	COMMENT
MEDIUM	kms/snippets/restore_key_version.py	36	# Create the client.	COMMENT
MEDIUM	kms/snippets/verify_mac.py	43	# Create the client.	COMMENT
MEDIUM	kms/snippets/update_key_remove_rotation.py	35	# Create the client.	COMMENT
MEDIUM	kms/snippets/check_state_import_job.py	32	# Create the client.	COMMENT
MEDIUM	kms/snippets/iam_get_policy.py	36	# Create the client.	COMMENT
MEDIUM	kms/snippets/iam_add_member.py	37	# Create the client.	COMMENT
MEDIUM	kms/snippets/create_key_asymmetric_decrypt.py	39	# Create the client.	COMMENT
MEDIUM	kms/snippets/generate_random_bytes.py	38	# Create the client.	COMMENT
MEDIUM	kms/snippets/create_key_labels.py	36	# Create the client.	COMMENT
MEDIUM	kms/snippets/iam_remove_member.py	37	# Create the client.	COMMENT
MEDIUM	kms/snippets/verify_asymmetric_rsa.py	61	# Create the client.	COMMENT
882 more matches not shown…

Hyper-Verbose Identifiers2304 hits · 2412 pts

Severity	File	Line	Snippet	Context
LOW	AUTHORING_GUIDE.md	575	def setup_and_teardown_cluster():	CODE
LOW	noxfile-template.py	113	def _determine_local_import_names(start_dir: str) -> list[str]:	CODE
LOW	dataflow/conftest.py	186	def dataflow_find_job_by_name(project: str, location: str, job_name: str) -> str:	CODE
LOW	dataflow/conftest.py	202	def dataflow_wait_until_running(project: str, location: str, job_id: str) -> str:	CODE
LOW	dataflow/conftest.py	759	def dataflow_flex_template_build(	CODE
LOW	dataflow/conftest.py	790	def dataflow_flex_template_run(	CODE
LOW	dataflow/conftest.py	837	def dataflow_extensible_template_run(	CODE
LOW	dataflow/snippets/tests/test_read_kafka.py	105	def test_read_kafka_multi_topic(docker_client: DockerClient, tmp_path: Path, file_name_prefix: str) -> None:	CODE
LOW	dataflow/snippets/tests/test_batch_write_storage.py	41	def test_write_to_cloud_storage(setup_and_teardown: None) -> None:	CODE
LOW	dataflow/gemma/custom_model_gemma.py	51	def share_model_across_processes(self) -> bool:	CODE
LOW	dataflow/gemma/README.md	90	def share_model_across_processes(self) -> bool:	CODE
LOW	…/flex-templates/pipeline_with_dependencies/e2e_test.py	65	def test_flex_template_with_dependencies_and_custom_container(	CODE
LOW	dataflow/flex-templates/streaming_beam/e2e_test.py	90	def test_flex_template_streaming_beam(utils: Utils, dataflow_job_id: str) -> None:	CODE
LOW	dataflow/custom-containers/minimal/e2e_test.py	52	def test_custom_container_minimal(utils: Utils, run_dataflow_job: str) -> None:	CODE
LOW	dataflow/custom-containers/ubuntu/e2e_test.py	52	def test_custom_container_ubuntu(utils: Utils, run_dataflow_job: str) -> None:	CODE
LOW	dataflow/custom-containers/miniconda/e2e_test.py	52	def test_custom_container_miniconda(utils: Utils, run_dataflow_job: str) -> None:	CODE
LOW	dataflow/gemma-flex-template/custom_model_gemma.py	71	def share_model_across_processes(self) -> bool:	CODE
LOW	dataflow/run-inference/tests/e2e_test.py	130	def test_load_state_dict_vertex(	CODE
LOW	dataflow/run_template/main_test.py	120	def test_run_template_python_empty_args(app, dataflow_job_name):	CODE
LOW	dataflow/run_template/main_test.py	141	def test_run_template_http_empty_args(app):	CODE
LOW	dataflow/run_template/main_test.py	150	def test_run_template_http_url(app, dataflow_job_name):	CODE
LOW	dataflow/run_template/main_test.py	167	def test_run_template_http_data(app, dataflow_job_name):	CODE
LOW	dataflow/run_template/main_test.py	184	def test_run_template_http_json(app, dataflow_job_name):	CODE
LOW	privateca/snippets/create_certificate_authority.py	22	def create_certificate_authority(	CODE
LOW	privateca/snippets/conftest.py	130	def deleted_certificate_authority(ca_pool):	CODE
LOW	privateca/snippets/delete_certificate_authority.py	21	def delete_certificate_authority(	CODE
LOW	privateca/snippets/enable_certificate_authority.py	21	def enable_certificate_authority(	CODE
LOW	privateca/snippets/delete_certificate_template.py	21	def delete_certificate_template(	CODE
LOW	privateca/snippets/test_crud_certificate_templates.py	37	def test_create_delete_certificate_template(capsys: typing.Any) -> None:	CODE
LOW	privateca/snippets/test_crud_certificate_templates.py	53	def test_list_certificate_templates(certificate_template, capsys: typing.Any) -> None:	CODE
LOW	privateca/snippets/test_crud_certificate_templates.py	64	def test_update_certificate_template(certificate_template, capsys: typing.Any) -> None:	CODE
LOW	privateca/snippets/test_certificate_authorities.py	75	def test_enable_and_disable_certificate_authority(	CODE
LOW	privateca/snippets/test_certificate_authorities.py	95	def test_undelete_certificate_authority(	CODE
LOW	privateca/snippets/test_certificate_authorities.py	115	def test_update_certificate_authority(	CODE
LOW	privateca/snippets/test_certificate_authorities.py	128	def test_create_monitor_ca_policy(capsys: typing.Any) -> None:	CODE
LOW	privateca/snippets/list_certificate_authorities.py	21	def list_certificate_authorities(	CODE
LOW	privateca/snippets/list_certificate_templates.py	21	def list_certificate_templates(project_id: str, location: str) -> None:	CODE
LOW	privateca/snippets/test_subordinate_ca.py	56	def test_subordinate_certificate_authority(	CODE
LOW	privateca/snippets/update_ca_pool_issuance_policy.py	23	def update_ca_pool_issuance_policy(	CODE
LOW	privateca/snippets/undelete_certificate_authority.py	21	def undelete_certificate_authority(	CODE
LOW	privateca/snippets/test_certificates.py	44	def test_create_and_revoke_certificate_authority(	CODE
LOW	privateca/snippets/create_certificate_template.py	22	def create_certificate_template(	CODE
LOW	privateca/snippets/update_certificate_template.py	22	def update_certificate_template(	CODE
LOW	privateca/snippets/test_ca_pools.py	73	def test_update_ca_pool_issuance_policy(ca_pool, capsys: typing.Any) -> None:	CODE
LOW	privateca/snippets/disable_certificate_authority.py	21	def disable_certificate_authority(	CODE
LOW	webrisk/snippets/test_basic_samples.py	28	def test_search_uri_with_threat() -> None:	CODE
LOW	webrisk/snippets/test_basic_samples.py	36	def test_search_uri_without_threat() -> None:	CODE
LOW	webrisk/snippets/test_basic_samples.py	60	def test_compute_threatdiff_list() -> None:	CODE
LOW	…onciliation/cancel_entity_reconciliation_job_sample.py	26	def cancel_entity_reconciliation_job_sample(	CODE
LOW	…liation/list_entity_reconciliation_jobs_sample_test.py	24	def test_list_entity_reconciliation_jobs(capsys):	CODE
LOW	…conciliation/list_entity_reconciliation_jobs_sample.py	25	def list_entity_reconciliation_jobs_sample(project_id: str, location: str) -> None:	CODE
LOW	…ciliation/get_entity_reconciliation_job_sample_test.py	27	def test_get_entity_reconciliation_job(capsys):	CODE
LOW	…iation/delete_entity_reconciliation_job_sample_test.py	27	def test_delete_entity_reconciliation_job(capsys):	CODE
LOW	…onciliation/delete_entity_reconciliation_job_sample.py	26	def delete_entity_reconciliation_job_sample(	CODE
LOW	…iation/cancel_entity_reconciliation_job_sample_test.py	27	def test_cancel_entity_reconciliation_job(capsys):	CODE
LOW	…iation/create_entity_reconciliation_job_sample_test.py	32	def test_create_entity_reconciliation_job(capsys):	CODE
LOW	…reconciliation/get_entity_reconciliation_job_sample.py	26	def get_entity_reconciliation_job_sample(	CODE
LOW	…onciliation/create_entity_reconciliation_job_sample.py	32	def create_entity_reconciliation_job_sample(	CODE
LOW	…nter-insights/snippets/create_conversation_with_ttl.py	21	def create_conversation_with_ttl(	CODE
LOW	…insights/snippets/test_create_phrase_matcher_any_of.py	45	def test_create_phrase_matcher_any_of(capsys, phrase_matcher_any_of):	CODE
2244 more matches not shown…

Docstring Block Structure132 hits · 660 pts

Severity	File	Line	Snippet	Context
HIGH	dataflow/gpu-examples/tensorflow-landsat-prime/main.py	133	Gets the Cloud Storage paths for each band in a Landsat scene. Args: scene: Landsat 8 scene ID. ban	STRING
HIGH	dataflow/gpu-examples/tensorflow-landsat/main.py	127	Gets the Cloud Storage paths for each band in a Landsat scene. Args: scene: Landsat 8 scene ID. ban	STRING
HIGH	…anagement_api/event_threat_detection_custom_modules.py	91	Retrieves a Event Threat Detection custom module. Args: parent: Use any one of the following options:	STRING
HIGH	…anagement_api/event_threat_detection_custom_modules.py	121	Retrieves list of Event Threat Detection custom module. Args: parent: Use any one of the following opti	STRING
HIGH	…anagement_api/event_threat_detection_custom_modules.py	198	Deletes an Event Threat Detection custom module. Args: parent: Use any one of the following options:	STRING
HIGH	…anagement_api/event_threat_detection_custom_modules.py	227	Retrieves an Event Threat Detection custom module using parent and module id as parameters. Args: paren	STRING
HIGH	…anagement_api/event_threat_detection_custom_modules.py	257	Retrieves list of Event Threat Detection custom module. This includes resident modules defined at the scope of	STRING
HIGH	…anagement_api/event_threat_detection_custom_modules.py	299	Retrieves list of all resident Event Threat Detection custom modules and all of its descendants. Args:	STRING
HIGH	…gement_api/security_health_analytics_custom_modules.py	104	Retrieves a Security Health Analytics custom module. Args: parent: Use any one of the following options	STRING
HIGH	…gement_api/security_health_analytics_custom_modules.py	135	Retrieves list of Security Health Analytics custom module. Args: parent: Use any one of the following o	STRING
HIGH	…gement_api/security_health_analytics_custom_modules.py	173	Deletes a Security Health Analytics custom module. Args: parent: Use any one of the following options:	STRING
HIGH	…gement_api/security_health_analytics_custom_modules.py	202	Updates Security Health Analytics custom module. Args: parent: Use any one of the following options:	STRING
HIGH	…gement_api/security_health_analytics_custom_modules.py	248	Retrieves a Security Health Analytics custom module using parent and module id as parameters. Args: par	STRING
HIGH	…gement_api/security_health_analytics_custom_modules.py	280	Retrieves list of all resident Security Health Analytics custom modules and all of its descendants. Args:	STRING
HIGH	…gement_api/security_health_analytics_custom_modules.py	319	Retrieves list of all Security Health Analytics custom modules. This includes resident modules defined at the s	STRING
HIGH	…ter/snippets_management_api/security_center_service.py	24	Gets service settings for the specified Security Command Center service. Args: parent: Use any one of t	STRING
HIGH	…ter/snippets_management_api/security_center_service.py	58	Returns a list of all Security Command Center services for the given parent. Args: parent: Use any one	STRING
HIGH	…control/hierarchical-namespace/delete_empty_folders.py	82	Extracts bucket-relative path and depth from a GCS folder resource name. The "simple path" is relative to the bucke	STRING
HIGH	…nd-planet-ai/land-cover-classification/serving/main.py	46	Gets a prediction from the model. Args: lon: Longitude of the point of interest. lat: Latitude of t	STRING
HIGH	…nd-planet-ai/land-cover-classification/serving/data.py	152	Fetches a patch of pixels from Earth Engine. It retries if we get error "429: Too Many Requests". Args:	STRING
HIGH	…ather-forecasting/serving/weather-data/weather/data.py	197	Fetches a patch of pixels from Earth Engine. It retries if we get error "429: Too Many Requests". Args:	STRING
HIGH	compute/client_library/snippets/snapshots/delete.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	compute/client_library/snippets/snapshots/create.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…ent_library/snippets/snapshots/schedule_remove_disk.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…e/client_library/snippets/snapshots/schedule_create.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…ent_library/snippets/snapshots/schedule_attach_disk.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…e/client_library/snippets/snapshots/schedule_update.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…e/client_library/snippets/snapshots/schedule_delete.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…/client_library/snippets/snapshots/delete_by_filter.py	37	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	compute/client_library/snippets/images/delete.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	compute/client_library/snippets/images/create.py	37	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…te/client_library/snippets/images/create_from_image.py	36	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…client_library/snippets/images/create_from_snapshot.py	36	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…ient_library/snippets/images/set_deprecation_status.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…e/client_library/snippets/instance_templates/delete.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…ry/snippets/instance_templates/create_from_instance.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…e/client_library/snippets/instance_templates/create.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…instance_templates/create_reservation_from_template.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…rary/snippets/instance_templates/create_with_subnet.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…_regional_template/create_compute_regional_template.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…_regional_template/delete_compute_regional_template.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…ary/snippets/operations/wait_for_extended_operation.py	34	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	compute/client_library/snippets/firewall/delete.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	compute/client_library/snippets/firewall/patch.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	compute/client_library/snippets/firewall/create.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	compute/client_library/snippets/firewall/windows_kms.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…ary/snippets/disks/clone_encrypted_disk_managed_key.py	36	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	compute/client_library/snippets/disks/delete.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	compute/client_library/snippets/disks/resize_disk.py	37	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…ute/client_library/snippets/disks/create_from_image.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…pute/client_library/snippets/disks/create_hyperdisk.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…ute/client_library/snippets/disks/autodelete_change.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…library/snippets/disks/create_secondary_region_disk.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…t_library/snippets/disks/attach_regional_disk_force.py	36	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…_library/snippets/disks/regional_create_from_source.py	36	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…mpute/client_library/snippets/disks/regional_delete.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…t_library/snippets/disks/attach_regional_disk_to_vm.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…/client_library/snippets/disks/clone_encrypted_disk.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…ute/client_library/snippets/disks/create_empty_disk.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
HIGH	…lient_library/snippets/disks/create_replicated_disk.py	35	Waits for the extended (long-running) operation to complete. If the operation is successful, it will return it	STRING
72 more matches not shown…

Empty Error Handlers82 hits · 410 pts

Severity	File	Line	Snippet	Context
HIGH	dataflow/conftest.py	89	except RuntimeError:	CODE
HIGH	bigquery_storage/quickstart/quickstart.py	83	except EOFError:	CODE
HIGH	discoveryengine/train_custom_model_sample_test.py	42	except AlreadyExists:	CODE
HIGH	…ry-connection/snippets/create_mysql_connection_test.py	57	except google.api_core.exceptions.NotFound:	CODE
HIGH	developer-knowledge/conftest.py	29	except ImportError:	CODE
HIGH	dataplex/quickstart/quickstart_test.py	79	except NotFound:	CODE
HIGH	dataplex/quickstart/quickstart_test.py	85	except NotFound:	CODE
HIGH	dataplex/quickstart/quickstart_test.py	91	except NotFound:	CODE
HIGH	appengine/standard/appengine_helper.py	63	except ImportError:	CODE
HIGH	…ngine/standard/firebase/firenotes/backend/main_test.py	29	except KeyError:	CODE
HIGH	appengine/standard/modules/main.py	44	except urllib2.URLError:	CODE
HIGH	memorystore/redis/client_side_metrics/main.py	104	except Exception:	CODE
HIGH	…nager/snippets-adk/agent_regional/snippets_adk_test.py	60	except exceptions.NotFound:	CODE
HIGH	…manager/snippets-adk/agent_global/snippets_adk_test.py	52	except exceptions.NotFound:	CODE
HIGH	…ractive-tutorials/product/remove_fulfillment_places.py	67	except GoogleAPICallError:	CODE
HIGH	…nteractive-tutorials/product/add_fulfillment_places.py	70	except GoogleAPICallError:	CODE
HIGH	retail/interactive-tutorials/product/set_inventory.py	103	except GoogleAPICallError:	CODE
HIGH	…pets/detect/vision_async_batch_annotate_images_test.py	43	except Exception:	CODE
HIGH	people-and-planet-ai/conftest.py	88	except RuntimeError:	CODE
HIGH	storage/samples/snippets/encryption_test.py	140	except Exception:	CODE
HIGH	storage/samples/snippets/hmac_samples_test.py	77	except google.api_core.exceptions.BadRequest:	CODE
HIGH	storage/samples/snippets/hmac_samples_test.py	135	except google.api_core.exceptions.BadRequest:	CODE
HIGH	storage/samples/snippets/snippets_test.py	505	except google.cloud.exceptions.NotFound:	CODE
HIGH	storage/samples/snippets/snippets_test.py	758	except google.cloud.exceptions.NotFound:	CODE
HIGH	storage/samples/snippets/notification_test.py	66	except NotFound:	CODE
HIGH	container/snippets/delete_cluster_test.py	73	except googleEx.NotFound:	CODE
HIGH	datastore/samples/snippets/snippets_test.py	74	except (google.api_core.exceptions.AlreadyExists):	CODE
HIGH	datastore/cloud-client/snippets.py	656	except (google.cloud.exceptions.BadRequest, google.cloud.exceptions.GrpcRendezvous):	CODE
HIGH	datastore/cloud-client/snippets.py	698	except (google.cloud.exceptions.BadRequest, google.cloud.exceptions.GrpcRendezvous):	CODE
HIGH	datastore/cloud-client/snippets.py	714	except (google.cloud.exceptions.BadRequest, google.cloud.exceptions.GrpcRendezvous):	CODE
HIGH	iam/cloud-client/snippets/test_project_policies.py	59	except google.api_core.exceptions.NotFound:	CODE
HIGH	iam/cloud-client/snippets/test_service_account_key.py	77	except (NotFound, InvalidArgument):	CODE
HIGH	iam/cloud-client/snippets/quickstart_test.py	55	except (NotFound, InvalidArgument):	CODE
HIGH	iam/cloud-client/snippets/test_service_account.py	56	except (NotFound, InvalidArgument):	CODE
HIGH	iam/cloud-client/snippets/test_service_account.py	79	except google.api_core.exceptions.NotFound:	CODE
HIGH	compute/oslogin/oslogin_service_account_ssh_test.py	105	except googleapiclient.errors.Error:	CODE
HIGH	compute/oslogin/service_account_ssh_test.py	251	except Exception:	CODE
HIGH	compute/oslogin/service_account_ssh_test.py	269	except Exception:	CODE
HIGH	compute/oslogin/service_account_ssh_test.py	277	except Exception:	CODE
HIGH	compute/metadata/main_test.py	51	except StopIteration:	CODE
HIGH	compute/client_library/snippets/tests/test_disks.py	158	except NotFound:	CODE
HIGH	compute/client_library/snippets/tests/test_disks.py	169	except NotFound:	CODE
HIGH	compute/client_library/snippets/tests/test_disks.py	217	except NotFound:	CODE
HIGH	compute/client_library/snippets/tests/test_disks.py	237	except NotFound:	CODE
HIGH	…mpute/client_library/snippets/tests/test_request_id.py	73	except google.api_core.exceptions.NotFound:	CODE
HIGH	dlp/snippets/quickstart.py	73	except AttributeError:	CODE
HIGH	dlp/snippets/Inspect/inspect_table.py	146	except AttributeError:	CODE
HIGH	dlp/snippets/Inspect/inspect_string.py	109	except AttributeError:	CODE
HIGH	dlp/snippets/Inspect/inspect_file.py	142	except AttributeError:	CODE
HIGH	…ets/Inspect/inspect_column_values_w_custom_hotwords.py	105	except AttributeError:	CODE
HIGH	dlp/snippets/Risk/numerical_stats_test.py	55	except google.api_core.exceptions.AlreadyExists:	CODE
HIGH	dlp/snippets/Risk/numerical_stats_test.py	73	except google.api_core.exceptions.AlreadyExists:	CODE
HIGH	dlp/snippets/Risk/k_anonymity_test.py	54	except google.api_core.exceptions.AlreadyExists:	CODE
HIGH	dlp/snippets/Risk/k_anonymity_test.py	72	except google.api_core.exceptions.AlreadyExists:	CODE
HIGH	dlp/snippets/Risk/categorical_stats_test.py	54	except google.api_core.exceptions.AlreadyExists:	CODE
HIGH	dlp/snippets/Risk/categorical_stats_test.py	72	except google.api_core.exceptions.AlreadyExists:	CODE
HIGH	dlp/snippets/Risk/k_map_test.py	54	except google.api_core.exceptions.AlreadyExists:	CODE
HIGH	dlp/snippets/Risk/k_map_test.py	72	except google.api_core.exceptions.AlreadyExists:	CODE
HIGH	dlp/snippets/Risk/l_diversity_test.py	54	except google.api_core.exceptions.AlreadyExists:	CODE
HIGH	dlp/snippets/Risk/l_diversity_test.py	72	except google.api_core.exceptions.AlreadyExists:	CODE
22 more matches not shown…

Unused Imports292 hits · 292 pts

Severity	File	Line	Context
LOW	noxfile-template.py	15	CODE
LOW	noxfile-template.py	16	CODE
LOW	dataflow/conftest.py	13	CODE
LOW	…taflow/flex-templates/streaming_beam/streaming_beam.py	23	CODE
LOW	dataflow/gpu-examples/tensorflow-landsat-prime/main.py	51	CODE
LOW	dataflow/gpu-examples/tensorflow-minimal/main.py	15	CODE
LOW	dataflow/gpu-examples/tensorflow-landsat/main.py	51	CODE
LOW	dataflow/gpu-examples/pytorch-minimal/main.py	15	CODE
LOW	dataflow/custom-containers/minimal/main.py	17	CODE
LOW	dataflow/custom-containers/ubuntu/main.py	17	CODE
LOW	dataflow/custom-containers/miniconda/main.py	17	CODE
LOW	dataflow/run-inference/download_model.py	17	CODE
LOW	dataflow/run-inference/main.py	17	CODE
LOW	dataflow/run-inference/tests/e2e_test.py	30	CODE
LOW	…rpriseknowledgegraph/search/search_public_kg_sample.py	18	CODE
LOW	enterpriseknowledgegraph/search/search_sample.py	18	CODE
LOW	enterpriseknowledgegraph/search/lookup_sample.py	18	CODE
LOW	…rpriseknowledgegraph/search/lookup_public_kg_sample.py	18	CODE
LOW	bigquery_storage/to_dataframe/jupyter_test.py	15	CODE
LOW	bigquery_storage/pyarrow/append_rows_with_arrow.py	16	CODE
LOW	dialogflow/detect_intent_texts_with_location_test.py	15	CODE
LOW	dialogflow/detect_intent_audio_test.py	15	CODE
LOW	dialogflow/detect_intent_knowledge_test.py	15	CODE
LOW	dialogflow/conversation_profile_management_test.py	15	CODE
LOW	…gflow/detect_intent_with_texttospeech_response_test.py	15	CODE
LOW	dialogflow/detect_intent_stream_test.py	15	CODE
LOW	dialogflow/create_knowledge_base_test.py	15	CODE
LOW	dialogflow/detect_intent_texts_test.py	15	CODE
LOW	dialogflow/intent_management_test.py	15	CODE
LOW	…alogflow/detect_intent_with_sentiment_analysis_test.py	15	CODE
LOW	dialogflow/create_document_test.py	15	CODE
LOW	dialogflow-cx/detect_intent_audio_test.py	17	CODE
LOW	…ow-cx/streaming_detect_intent_partial_response_test.py	17	CODE
LOW	dialogflow-cx/detect_intent_stream_test.py	17	CODE
LOW	dialogflow-cx/streaming_detect_intent_infinite.py	56	CODE
LOW	dialogflow-cx/detect_intent_with_intent_input_test.py	17	CODE
LOW	…gflow-cx/detect_intent_synthesize_tts_response_test.py	17	CODE
LOW	dialogflow-cx/detect_intent_texts_test.py	17	CODE
LOW	dialogflow-cx/detect_intent_disabled_webhook_test.py	17	CODE
LOW	…gflow-cx/detect_intent_with_sentiment_analysis_test.py	17	CODE
LOW	dialogflow-cx/detect_intent_event_test.py	17	CODE
LOW	service_extensions/callouts/add_header/service_pb2.py	15	CODE
LOW	service_extensions/callouts/add_header/service_pb2.py	16	CODE
LOW	service_extensions/callouts/add_header/service_pb2.py	17	CODE
LOW	service_extensions/callouts/add_header/test_server.py	14	CODE
LOW	translate/samples/snippets/snippets.py	24	CODE
LOW	composer/conftest.py	17	CODE
LOW	composer/tools/composer_dags.py	18	CODE
LOW	composer/workflows/pubsub_trigger_response_dag.py	20	CODE
LOW	composer/cicd_sample/utils/add_dags_to_composer.py	16	CODE
LOW	composer/rest/composer2/composer2_airflow_rest_api.py	22	CODE
LOW	appengine/flexible/django_cloudsql/polls/test_polls.py	15	CODE
LOW	appengine/flexible/storage/main.py	16	CODE
LOW	appengine/standard/download-appengine-sdk.py	17	CODE
LOW	appengine/standard/ndb/queries/snippets_test.py	1	CODE
LOW	appengine/standard/ndb/properties/snippets.py	1	CODE
LOW	appengine/standard/i18n/i18n_utils.py	22	CODE
LOW	appengine/standard_python3/django/polls/views.py	15	CODE
LOW	…thon-db-dtypes-pandas/snippets/pandas_date_and_time.py	23	CODE
LOW	bigquery/remote-function/translate/main.py	16	CODE
232 more matches not shown…

Excessive Try-Catch Wrapping218 hits · 282 pts

Severity	File	Line	Snippet	Context
LOW	dataflow/conftest.py	555	except Exception as e:	CODE
LOW	dataflow/conftest.py	693	except Exception as e:	CODE
MEDIUM	dataflow/conftest.py	680	def job_is_done() -> bool:	CODE
LOW	dataflow/run_template/main_test.py	93	except Exception as e:	CODE
MEDIUM	privateca/snippets/update_ca_pool_issuance_policy.py	94	print("Error in updating CA Pool Issuance policy! Please try again!")	CODE
MEDIUM	privateca/snippets/update_certificate_template.py	84	print("Error in updating certificate template!")	CODE
LOW	error_reporting/snippets/report_exception.py	26	except Exception:	CODE
LOW	error_reporting/fluent_on_compute/main.py	38	except Exception:	CODE
LOW	asset/snippets/quickstart_exportassets_test.py	50	except Exception as e:	CODE
LOW⚡	asset/snippets/quickstart_batchgetassetshistory_test.py	44	except Exception as e:	CODE
LOW	…nippets/quickstart_analyzeiampolicylongrunning_test.py	50	except Exception as e:	CODE
LOW	…center/snippets_v2/snippets_notification_configs_v2.py	245	except Exception as e:	CODE
MEDIUM	…center/snippets_v2/snippets_notification_configs_v2.py	230	def callback(message):	CODE
MEDIUM⚡	…anagement_api/event_threat_detection_custom_modules.py	291	print(f"An error occurred while listing custom modules: {e}")	CODE
MEDIUM⚡	…anagement_api/event_threat_detection_custom_modules.py	331	print(f"An error occurred while listing custom modules: {e}")	CODE
LOW⚡	…anagement_api/event_threat_detection_custom_modules.py	290	except Exception as e:	CODE
LOW⚡	…anagement_api/event_threat_detection_custom_modules.py	330	except Exception as e:	CODE
LOW	…anagement_api/event_threat_detection_custom_modules.py	189	except Exception as e:	CODE
LOW	…anagement_api/event_threat_detection_custom_modules.py	389	except Exception as e:	STRING
MEDIUM⚡	…gement_api/security_health_analytics_custom_modules.py	166	print(f"An error occurred while listing custom modules: {e}")	CODE
MEDIUM⚡	…gement_api/security_health_analytics_custom_modules.py	239	print(f"An error occurred while updating the custom module: {e}")	CODE
MEDIUM⚡	…gement_api/security_health_analytics_custom_modules.py	311	print(f"An error occurred while listing custom modules: {e}")	CODE
MEDIUM⚡	…gement_api/security_health_analytics_custom_modules.py	353	print(f"An error occurred while listing custom modules: {e}")	CODE
LOW⚡	…gement_api/security_health_analytics_custom_modules.py	165	except Exception as e:	CODE
LOW⚡	…gement_api/security_health_analytics_custom_modules.py	238	except Exception as e:	CODE
LOW⚡	…gement_api/security_health_analytics_custom_modules.py	310	except Exception as e:	CODE
LOW⚡	…gement_api/security_health_analytics_custom_modules.py	352	except Exception as e:	CODE
LOW	…ment_api/event_threat_detection_custom_modules_test.py	104	except Exception as e:	CODE
LOW	…ment_api/event_threat_detection_custom_modules_test.py	116	except Exception as e:	CODE
LOW	…ment_api/event_threat_detection_custom_modules_test.py	256	except Exception as e:	CODE
LOW	…t_api/security_health_analytics_custom_modules_test.py	101	except Exception as e:	CODE
LOW	…t_api/security_health_analytics_custom_modules_test.py	113	except Exception as e:	CODE
LOW	…t_api/security_health_analytics_custom_modules_test.py	237	except Exception as e:	CODE
LOW	…ter/snippets_management_api/security_center_service.py	90	except Exception as e:	CODE
LOW	…ter/snippets_management_api/security_center_service.py	134	except Exception as e:	CODE
MEDIUM	dialogflow/participant_management.py	78	print(f"Error: {suggestion_result.error.message}")	CODE
MEDIUM	dialogflow/participant_management.py	96	print(f"Error: {suggestion_result.error.message}")	CODE
LOW	dialogflow-cx/streaming_detect_intent_infinite.py	429	except Exception as e:	CODE
LOW	dialogflow-cx/streaming_detect_intent_infinite.py	494	except Exception as e:	CODE
LOW	dialogflow-cx/streaming_detect_intent_infinite.py	543	except Exception as e:	CODE
LOW	cloud-media-livestream/keypublisher/main.py	166	except Exception as ex:	CODE
MEDIUM	firestore/cloud-client/snippets_test.py	465	def test_compound_query_invalid_multi_field():	CODE
MEDIUM	firestore/cloud-client/snippets_test.py	473	def test_compound_query_single_clause():	CODE
MEDIUM	firestore/cloud-client/snippets_test.py	481	def test_compound_query_valid_single_field():	CODE
LOW⚡	firestore/cloud-client/snippets_test.py	91	except Exception as e:	CODE
LOW⚡	firestore/cloud-client/snippets_test.py	469	except Exception:	CODE
LOW⚡	firestore/cloud-client/snippets_test.py	477	except Exception:	CODE
LOW⚡	firestore/cloud-client/snippets_test.py	485	except Exception:	CODE
LOW	firestore/cloud-client/snippets_test.py	77	except Exception as e:	CODE
LOW	auth/service-to-service/main.py	30	except Exception as e:	CODE
LOW	auth/custom-credentials/okta/snippets.py	133	except Exception as e:	CODE
MEDIUM	auth/custom-credentials/okta/snippets.py	99	def main():	CODE
MEDIUM	auth/custom-credentials/aws/snippets.py	108	print(f"Error: '{secrets_file}' is not valid JSON.", file=sys.stderr)	CODE
LOW	auth/custom-credentials/aws/snippets.py	148	except Exception as e:	CODE
LOW	auth/cloud-client-temp/custom_aws_supplier.py	112	except Exception as e:	CODE
LOW	composer/airflow_1_samples/airflow_db_cleanup.py	174	except Exception as e:	CODE
LOW	composer/airflow_1_samples/airflow_db_cleanup.py	191	except Exception as e:	CODE
LOW	composer/airflow_1_samples/airflow_db_cleanup.py	209	except Exception as e:	CODE
LOW	composer/workflows/airflow_db_cleanup.py	189	except Exception as e:	CODE
LOW	composer/workflows/airflow_db_cleanup.py	206	except Exception as e:	CODE
158 more matches not shown…

Decorative Section Separators48 hits · 174 pts

Severity	File	Line	Snippet	Context
MEDIUM	owlbot.py	98	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	owlbot.py	100	# ----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/tensorflow-landsat-prime/run.yaml	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/tensorflow-landsat-prime/run.yaml	26	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…aflow/gpu-examples/tensorflow-landsat-prime/build.yaml	15	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…aflow/gpu-examples/tensorflow-landsat-prime/build.yaml	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/tensorflow-minimal/run.yaml	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/tensorflow-minimal/run.yaml	26	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/tensorflow-minimal/build.yaml	15	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/tensorflow-minimal/build.yaml	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/tensorflow-landsat/run.yaml	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/tensorflow-landsat/run.yaml	26	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/tensorflow-landsat/build.yaml	15	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/tensorflow-landsat/build.yaml	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/pytorch-minimal/run.yaml	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/pytorch-minimal/run.yaml	26	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/pytorch-minimal/build.yaml	15	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/gpu-examples/pytorch-minimal/build.yaml	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/custom-containers/minimal/run.yaml	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/custom-containers/minimal/run.yaml	26	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/custom-containers/ubuntu/run.yaml	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/custom-containers/ubuntu/run.yaml	26	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/custom-containers/miniconda/run.yaml	20	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	dataflow/custom-containers/miniconda/run.yaml	26	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	composer/airflow_1_samples/bq_copy_across_locations.py	33	# --------------------------------------------------------------------------------	COMMENT
MEDIUM	composer/airflow_1_samples/bq_copy_across_locations.py	35	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/airflow_1_samples/bq_copy_across_locations.py	48	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/airflow_1_samples/bq_copy_across_locations.py	50	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/airflow_1_samples/bq_copy_across_locations.py	68	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/airflow_1_samples/bq_copy_across_locations.py	70	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/airflow_1_samples/bq_copy_across_locations.py	79	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/airflow_1_samples/bq_copy_across_locations.py	81	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/airflow_1_samples/bq_copy_across_locations.py	85	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/airflow_1_samples/bq_copy_across_locations.py	87	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/airflow_1_samples/bq_copy_across_locations.py	114	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/airflow_1_samples/bq_copy_across_locations.py	116	# --------------------------------------------------------------------------------	COMMENT
MEDIUM	composer/workflows/bq_copy_across_locations.py	33	# --------------------------------------------------------------------------------	COMMENT
MEDIUM	composer/workflows/bq_copy_across_locations.py	35	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/workflows/bq_copy_across_locations.py	48	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/workflows/bq_copy_across_locations.py	50	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/workflows/bq_copy_across_locations.py	68	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/workflows/bq_copy_across_locations.py	70	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/workflows/bq_copy_across_locations.py	79	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/workflows/bq_copy_across_locations.py	81	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/workflows/bq_copy_across_locations.py	85	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/workflows/bq_copy_across_locations.py	87	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/workflows/bq_copy_across_locations.py	114	# --------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	composer/workflows/bq_copy_across_locations.py	116	# --------------------------------------------------------------------------------	COMMENT

AI Slop Vocabulary52 hits · 165 pts

Severity	File	Line	Snippet	Context
LOW	dataflow/run_template/main_test.py	91	# if we don't find a job, just return	COMMENT
MEDIUM	dialogflow-cx/streaming_detect_intent_infinite.py	413	if e.code == 500: # Consider making this more robust	CODE
LOW	dialogflow-cx/webhook_prebuilt_telecom.py	69	# If bill hike amount is given - we just add it to the total bill	COMMENT
LOW	auth/custom-credentials/aws/snippets.py	127	# will be the values we just set. In a containerized run, they will be	COMMENT
MEDIUM	composer/airflow_1_samples/kubernetes_pod_operator.py	56	# for best practices	COMMENT
MEDIUM	composer/airflow_1_samples/unit_testing_cycle.py	24	# for best practices	COMMENT
MEDIUM	composer/airflow_1_samples/hadoop_tutorial.py	39	# for best practices	COMMENT
MEDIUM	composer/airflow_1_samples/unit_testing_variables.py	25	# for best practices	COMMENT
MEDIUM	composer/airflow_1_samples/quickstart.py	23	# for best practices	COMMENT
MEDIUM⚡	composer/airflow_1_samples/bq_copy_across_locations.py	54	# for best practices	COMMENT
MEDIUM	composer/workflows/kubernetes_pod_operator.py	57	# for best practices	COMMENT
MEDIUM	composer/workflows/airflow_db_cleanup.py	106	# It's converted to facilitate version comparison.	COMMENT
MEDIUM	composer/workflows/unit_testing_cycle.py	24	# for best practices	COMMENT
MEDIUM	composer/workflows/hadoop_tutorial.py	39	# for best practices	COMMENT
MEDIUM	composer/workflows/unit_testing_variables.py	25	# for best practices	COMMENT
MEDIUM	composer/workflows/quickstart.py	23	# for best practices	COMMENT
MEDIUM⚡	composer/workflows/bq_copy_across_locations.py	54	# for best practices	COMMENT
MEDIUM	composer/workflows/kubernetes_pod_operator_c2.py	56	# for best practices	COMMENT
MEDIUM	composer/cicd_sample/dags/example2_dag.py	22	# for best practices	COMMENT
MEDIUM	composer/cicd_sample/dags/example_dag.py	21	# for best practices	COMMENT
MEDIUM	composer/rest/composer2/composer2_airflow_rest_api.py	31	# Following GCP best practices, these credentials should be	COMMENT
LOW	appengine/standard/search/snippets/snippets.py	208	# sample we'll just use the first document.	COMMENT
MEDIUM	bigquery/bqml/data_scientist_tutorial_test.py	27	# other invocations of this tutorial. In practice, you could leverage	COMMENT
MEDIUM	bigquery/bqml/ncaa_tutorial_test.py	27	# other invocations of this tutorial. In practice, you could leverage	COMMENT
LOW	…l_buckets/storage_finalize_appendable_object_upload.py	52	# 2. If you don't want to finalize, you can simply call `writer.close`	COMMENT
MEDIUM	iam/cloud-client/snippets/set_policy.py	53	# but it means that request may fail and you need to leverage exponential retries approach	COMMENT
MEDIUM	iam/cloud-client/snippets/service_account_set_policy.py	48	# may fail and you need to leverage exponential retries approach	COMMENT
MEDIUM	…tive_ai/model_tuning/create_evaluation_task_example.py	39	"""As part of a comprehensive initiative to tackle urban congestion and foster	STRING
MEDIUM	bigquery-datatransfer/snippets/scheduled_query.py	34	# To facilitate testing, we replace values with alternatives	COMMENT
MEDIUM	bigquery-datatransfer/snippets/scheduled_query.py	35	# provided by the testing harness.	COMMENT
MEDIUM	bigquery-datatransfer/snippets/copy_dataset.py	27	# To facilitate testing, we replace values with alternatives	COMMENT
MEDIUM	bigquery-datatransfer/snippets/copy_dataset.py	28	# provided by the testing harness.	COMMENT
MEDIUM⚡	…query-datatransfer/snippets/manage_transfer_configs.py	26	# To facilitate testing, we replace values with alternatives	COMMENT
MEDIUM⚡	…query-datatransfer/snippets/manage_transfer_configs.py	27	# provided by the testing harness.	COMMENT
MEDIUM⚡	…query-datatransfer/snippets/manage_transfer_configs.py	67	# To facilitate testing, we replace values with alternatives	COMMENT
MEDIUM⚡	…query-datatransfer/snippets/manage_transfer_configs.py	68	# provided by the testing harness.	COMMENT
MEDIUM	bigquery-datatransfer/snippets/quickstart.py	29	# To facilitate testing, we replace values with alternatives	COMMENT
MEDIUM	bigquery-datatransfer/snippets/quickstart.py	30	# provided by the testing harness.	COMMENT
MEDIUM⚡	genai/tools/tools_urlcontext_with_txt.py	48	# * Description: This is Google's most advanced model, described as a "state-of-the-art thinking model". It ex	COMMENT
MEDIUM	…i/code_execution/codeexecution_barplot_with_txt_img.py	144	# Based on the data provided in the table, I have calculated the per-category performance of Gemini 3 Pro normal	COMMENT
MEDIUM⚡	datacatalog/snippets/create_fileset.py	29	# To facilitate testing, we replace values with alternatives	COMMENT
MEDIUM⚡	datacatalog/snippets/create_fileset.py	30	# provided by the testing harness.	COMMENT
MEDIUM	datacatalog/snippets/grant_tag_template_user_role.py	34	# To facilitate testing, we replace values with alternatives	COMMENT
MEDIUM	datacatalog/snippets/grant_tag_template_user_role.py	35	# provided by the testing harness.	COMMENT
MEDIUM	datacatalog/snippets/search_assets.py	30	# To facilitate testing, we replace values with alternatives	COMMENT
MEDIUM	datacatalog/snippets/search_assets.py	31	# provided by the testing harness.	COMMENT
MEDIUM	datacatalog/snippets/lookup_entry.py	34	# To facilitate testing, we replace values with alternatives	COMMENT
MEDIUM	datacatalog/snippets/lookup_entry.py	35	# provided by the testing harness.	COMMENT
MEDIUM⚡	datacatalog/snippets/create_custom_entry.py	33	# To facilitate testing, we replace values with alternatives	COMMENT
MEDIUM⚡	datacatalog/snippets/create_custom_entry.py	34	# provided by the testing harness.	COMMENT
MEDIUM⚡	datacatalog/quickstart/quickstart.py	34	# To facilitate testing, we replace values with alternatives	COMMENT
MEDIUM⚡	datacatalog/quickstart/quickstart.py	35	# provided by the testing harness.	COMMENT

Redundant / Tautological Comments93 hits · 141 pts

Severity	File	Line	Snippet	Context
LOW	…taflow/flex-templates/streaming_beam/streaming_beam.py	91	# Output the results into BigQuery table.	COMMENT
LOW	privateca/snippets/conftest.py	53	# Check if the CA is enabled.	COMMENT
LOW	privateca/snippets/delete_certificate_authority.py	40	# Check if the CA is enabled.	COMMENT
LOW	privateca/snippets/delete_certificate_authority.py	69	# Check if the CA has been deleted.	COMMENT
LOW	privateca/snippets/enable_certificate_authority.py	52	# Check if the CA is enabled.	COMMENT
LOW	privateca/snippets/disable_certificate_authority.py	49	# Check if the CA is disabled.	COMMENT
LOW	…ct-center-insights/snippets/test_create_issue_model.py	37	# Check if the project has the minimum number of conversations required to create an issue model.	COMMENT
LOW	kms/attestations/verify_attestation.py	60	# Check if the data was signed by the private key associated	COMMENT
LOW	documentai/snippets/process_document_sample.py	57	# Read the file into memory	COMMENT
LOW	documentai/snippets/handle_response_sample_v1beta3.py	139	# Read the file into memory	COMMENT
LOW	documentai/snippets/quickstart_sample.py	60	# Read the file into memory.	COMMENT
LOW	documentai/snippets/handle_response_sample.py	529	# Read the file into memory	COMMENT
LOW	documentai/snippets/review_document_sample.py	79	# Read the file into memory	COMMENT
LOW	…/snippets/set_default_processor_version_sample_test.py	40	# Set back to previous default	COMMENT
LOW	auth/cloud-client-temp/custom_okta_supplier.py	66	# Check if the current token is still valid (with a 60-second buffer).	COMMENT
LOW	appengine/standard/blobstore/gcs/main.py	46	# Read the file's contents using the Blobstore API.	COMMENT
LOW	…d/migration/taskqueue/pull-counter/appengine_config.py	19	# Set path to your libraries folder.	COMMENT
LOW	…standard/migration/ndb/redis_cache/appengine_config.py	18	# Set path to your libraries folder.	COMMENT
LOW	…ne/standard/migration/ndb/overview/appengine_config.py	18	# Set path to your libraries folder.	COMMENT
LOW	…ine/standard/migration/memorystore/appengine_config.py	18	# Set path to your libraries folder.	COMMENT
LOW	appengine/standard_python3/pubsub/appengine_config.py	19	# Set path to your libraries folder.	COMMENT
LOW	language/snippets/sentiment/sentiment_analysis.py	55	# Print the results	COMMENT
LOW	retail/interactive-tutorials/user_environment_setup.sh	44	# Check if user has service account active	COMMENT
LOW	retail/interactive-tutorials/user_environment_setup.sh	71	# Check if any of the needed roles is missing	COMMENT
LOW	…torials/events/setup_events/update_user_events_json.py	42	# Write the file out again	COMMENT
LOW	bigquery/continuous-queries/programmatic_retries.py	61	# Check if required fields are missing	COMMENT
LOW	automl/snippets/vision_classification_predict.py	31	# Read the file.	COMMENT
LOW	automl/snippets/vision_object_detection_predict.py	31	# Read the file.	COMMENT
LOW	automl/snippets/translate_predict.py	31	# Read the file content for translation.	COMMENT
LOW	alm/ui-examples/app.py	118	# Open the file and send as multipart/form-data	COMMENT
LOW	speech/snippets/transcribe_diarization_gcs_beta.py	62	# Print the output	COMMENT
LOW	storage/samples/snippets/hmac_samples_test.py	58	# Check if the failure is due to the Organization Policy constraint	COMMENT
LOW	iam/cloud-client/snippets/test_project_policies.py	49	# Check if the account was created correctly using exponential backoff.	COMMENT
LOW	iam/cloud-client/snippets/test_deny_policies.py	39	# Check if the created policy is listed.	COMMENT
LOW	iam/cloud-client/snippets/test_deny_policies.py	49	# Check if the policy rule is updated.	COMMENT
LOW	iam/cloud-client/snippets/test_service_account_key.py	66	# Check if the account was created correctly using exponential backoff.	COMMENT
LOW	iam/cloud-client/snippets/quickstart_test.py	43	# Check if the account was created correctly using exponential backoff.	COMMENT
LOW	iam/cloud-client/snippets/test_service_account.py	45	# Check if the account was created correctly using exponential backoff.	COMMENT
LOW	compute/metadata/vm_identity_test.py	38	# Check if we're running in a GCP VM:	COMMENT
LOW	…client_library/snippets/disks/replication_disk_stop.py	92	# Check if the primary disk is in a region or a zone	COMMENT
LOW	…lient_library/snippets/disks/replication_disk_start.py	97	# Check if the primary disk location is a region or a zone.	COMMENT
LOW	…ances/create_start_instance/create_windows_instance.py	331	external_access=True, # Set this to False to disable external IP for your instance	CODE
LOW	…s/instances/custom_machine_types/create_with_helper.py	136	# Check if the requested memory isn't too little	COMMENT
LOW	…s/instances/custom_machine_types/create_with_helper.py	142	# Check if the requested memory isn't too much	COMMENT
LOW	…nippets/instances/custom_machine_types/helper_class.py	127	# Check if the requested memory isn't too little	COMMENT
LOW	…nippets/instances/custom_machine_types/helper_class.py	133	# Check if the requested memory isn't too much	COMMENT
LOW	…nces/custom_machine_types/create_shared_with_helper.py	136	# Check if the requested memory isn't too little	COMMENT
LOW	…nces/custom_machine_types/create_shared_with_helper.py	142	# Check if the requested memory isn't too much	COMMENT
LOW	…ent_library/ingredients/disks/replication_disk_stop.py	36	# Check if the primary disk is in a region or a zone	COMMENT
LOW	…nt_library/ingredients/disks/replication_disk_start.py	41	# Check if the primary disk location is a region or a zone.	COMMENT
LOW	…ances/create_start_instance/create_windows_instance.py	84	external_access=True, # Set this to False to disable external IP for your instance	CODE
LOW	…edients/instances/custom_machine_types/helper_class.py	123	# Check if the requested memory isn't too little	COMMENT
LOW	…edients/instances/custom_machine_types/helper_class.py	129	# Check if the requested memory isn't too much	COMMENT
LOW⚡	recaptcha_enterprise/snippets/create_mfa_assessment.py	108	# Check if the token is valid.	COMMENT
LOW⚡	recaptcha_enterprise/snippets/create_mfa_assessment.py	117	# Check if the expected action was executed.	COMMENT
LOW	recaptcha_enterprise/snippets/create_assessment.py	65	# Check if the token is valid.	COMMENT
LOW	recaptcha_enterprise/snippets/create_assessment.py	74	# Check if the expected action was executed.	COMMENT
LOW	recaptcha_enterprise/demosite/app/urls.py	78	# Check if the token is valid, score is above threshold score and the action equals expected.	COMMENT
LOW	recaptcha_enterprise/demosite/app/urls.py	127	# Check if the token is valid, score is above threshold score and the action equals expected.	COMMENT
LOW	recaptcha_enterprise/demosite/app/urls.py	131	# Check if the login credentials exist and match.	COMMENT
33 more matches not shown…

Slop Phrases34 hits · 93 pts

Severity	File	Line	Snippet	Context
MEDIUM	privateca/snippets/create_certificate.py	52	# Also you can use Cloud KMS to retrieve an already created public key.	COMMENT
MEDIUM	privateca/snippets/create_certificate_csr.py	47	# Also you can use Cloud KMS to retrieve an already created public key.	COMMENT
LOW	kubernetes_engine/django_tutorial/mysite/settings.py	29	# SECURITY WARNING: If you deploy a Django app to production, make sure to set	COMMENT
MEDIUM⚡	securitycenter/snippets/snippets_findings.py	208	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets/snippets_findings.py	51	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets/snippets_findings.py	75	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets/snippets_findings.py	102	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets/snippets_findings.py	168	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets/snippets_findings.py	266	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets/snippets_findings.py	300	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets/snippets_findings.py	328	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets/snippets_findings.py	396	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets/snippets_findings.py	432	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets/snippets_findings.py	476	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets/snippets_findings.py	523	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets/snippets_security_marks.py	188	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets_v2/snippets_findings_v2.py	253	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets_v2/snippets_findings_v2.py	313	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets_v2/snippets_findings_v2.py	383	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	securitycenter/snippets_v2/snippets_findings_v2.py	415	# created previously (you can use list_sources to find a specific one).	COMMENT
MEDIUM	…d-media-livestream/keypublisher/clients/fake_client.py	15	"""File containing a fake CPIX client for demonstration purposes."""	STRING
MEDIUM	…d-media-livestream/keypublisher/clients/fake_client.py	25	"""Fake CPIX client, for demonstration purposes only."""	STRING
MEDIUM	…airflow_1_samples/dataflowtemplateoperator_tutorial.py	70	# Below is a list of all the templates you can use.	COMMENT
MEDIUM	composer/workflows/dataflowtemplateoperator_tutorial.py	71	# Below is a list of all the templates you can use.	COMMENT
LOW	appengine/flexible/django_cloudsql/mysite/settings.py	65	# app not on App Engine, make sure to set an appropriate host here.	COMMENT
MEDIUM	…engine/standard/ndb/async/app_toplevel/app_toplevel.py	37	# for demonstration purposes, you can also make the entire app toplevel with	COMMENT
MEDIUM	appengine/standard_python3/django/main.py	22	# Alternatively, you can add a custom entrypoint field in your app.yaml:	COMMENT
MEDIUM	bigquery/bigframes/call_python_udf.py	73	# has been deployed to bigquery-utils for demonstration purposes. To use in	COMMENT
MEDIUM	…ge/samples/snippets/storage_generate_encryption_key.py	26	This is included for demonstration purposes. You should generate your own	STRING
MEDIUM	cloud-sql/postgres/sqlalchemy/deployment.yaml	77	# If connecting from a VPC-native GKE cluster, you can use the	COMMENT
MEDIUM	cloud-sql/sql-server/sqlalchemy/deployment.yaml	49	# If connecting from a VPC-native GKE cluster, you can use the	COMMENT
MEDIUM	cloud-sql/sql-server/sqlalchemy/deployment.yaml	76	# If connecting from a VPC-native GKE cluster, you can use the	COMMENT
MEDIUM	cloud-sql/mysql/sqlalchemy/deployment.yaml	77	# If connecting from a VPC-native GKE cluster, you can use the	COMMENT
MEDIUM	genai/thinking/thinking_budget_with_txt.py	35	# To solve the equation $x^2 + 4x + 4 = 0$, you can use several methods:	COMMENT

Deep Nesting91 hits · 90 pts

Severity	File	Line	Context
LOW	owlbot.py	29	CODE
LOW	video/live-stream/channel_test.py	45	CODE
LOW	dialogflow/streaming_transcription.py	164	CODE
LOW	dialogflow/streaming_transcription.py	111	CODE
LOW	dialogflow-cx/streaming_detect_intent_infinite.py	433	CODE
LOW	dialogflow-cx/streaming_detect_intent_infinite.py	200	CODE
LOW	dialogflow-cx/streaming_detect_intent_infinite.py	359	CODE
LOW	dialogflow-cx/webhook_prebuilt_telecom.py	24	CODE
LOW	firestore/cloud-client/snippets_test.py	56	CODE
LOW	firestore/cloud-client/snippets.py	744	CODE
LOW	firestore/cloud-client/snippets.py	752	CODE
LOW	service_extensions/callouts/add_header/test_server.py	70	CODE
LOW	healthcare/api-client/v1/consent/consent_stores.py	417	CODE
LOW	…lthcare/api-client/v1/consent/attribute_definitions.py	430	CODE
LOW	healthcare/api-client/v1/hl7v2/hl7v2_stores.py	389	CODE
LOW	healthcare/api-client/v1/hl7v2/hl7v2_messages.py	380	CODE
LOW	healthcare/api-client/v1/dicom/dicomweb.py	499	CODE
LOW	healthcare/api-client/v1/dicom/dicom_stores.py	507	CODE
LOW	healthcare/api-client/v1/fhir/fhir_stores.py	538	CODE
LOW	healthcare/api-client/v1/fhir/fhir_resources.py	1674	CODE
LOW	healthcare/api-client/v1beta1/fhir/fhir_stores.py	171	CODE
LOW	healthcare/api-client/v1beta1/fhir/fhir_resources.py	434	CODE
LOW	composer/airflow_1_samples/airflow_db_cleanup.py	335	CODE
LOW	composer/workflows/airflow_db_cleanup.py	414	CODE
LOW	appengine/standard/ndb/transactions/main.py	152	CODE
LOW	appengine/standard/i18n/i18n_utils.py	40	CODE
LOW	appengine/standard/i18n/i18n_utils.py	72	CODE
LOW	vision/snippets/detect/beta_snippets.py	94	CODE
LOW	vision/snippets/detect/beta_snippets.py	150	CODE
LOW	vision/snippets/detect/beta_snippets.py	204	CODE
LOW	vision/snippets/detect/beta_snippets.py	261	CODE
LOW	vision/snippets/detect/vision_batch_annotate_files.py	21	CODE
LOW	…ion/snippets/detect/vision_batch_annotate_files_gcs.py	20	CODE
LOW	vision/snippets/detect/detect.py	544	CODE
LOW	vision/snippets/detect/detect.py	620	CODE
LOW	vision/snippets/detect/detect.py	826	CODE
LOW	vision/snippets/detect/detect.py	874	CODE
LOW	vision/snippets/detect/detect.py	1050	CODE
LOW	vision/snippets/detect/detect.py	1077	CODE
LOW	vision/snippets/document_text/doctext.py	73	CODE
LOW	alm/ui-examples/app.py	176	CODE
LOW	people-and-planet-ai/conftest.py	196	CODE
LOW	people-and-planet-ai/conftest.py	210	CODE
LOW	speech/microphone/transcribe_streaming_infinite_v2.py	160	CODE
LOW	speech/microphone/transcribe_streaming_mic.py	109	CODE
LOW	speech/microphone/transcribe_streaming_infinite.py	156	CODE
LOW	…ointelligence/samples/analyze/video_detect_logo_gcs.py	20	CODE
LOW	videointelligence/samples/analyze/video_detect_logo.py	23	CODE
LOW	compute/oslogin/oslogin_service_account_ssh.py	124	CODE
LOW	compute/client_library/sgs.py	98	CODE
LOW	compute/client_library/sgs.py	120	CODE
LOW	compute/client_library/sgs.py	150	CODE
LOW	compute/client_library/sgs.py	178	CODE
LOW	compute/client_library/test_sgs.py	37	CODE
LOW	…s/instances/custom_machine_types/create_with_helper.py	180	CODE
LOW	…nippets/instances/custom_machine_types/helper_class.py	171	CODE
LOW	…nces/custom_machine_types/create_shared_with_helper.py	180	CODE
LOW	…ibrary/snippets/instances/ip_address/get_vm_address.py	54	CODE
LOW	compute/client_library/snippets/routes/create.py	80	CODE
LOW	…ute/client_library/snippets/routes/create_kms_route.py	92	CODE
31 more matches not shown…

AI Response Leakage11 hits · 82 pts

Severity	File	Line	Snippet	Context
HIGH	asset/snippets/quickstart_update_saved_query.py	34	# In this example, we only update description of the saved_query.	COMMENT
HIGH	asset/snippets/quickstart_updatefeed.py	34	# In this example, we update topic of the feed	COMMENT
HIGH	composer/airflow_1_samples/simple.py	70	# operators. In this example, hello_python executes before goodbye_bash.	COMMENT
HIGH	composer/workflows/simple.py	66	# operators. In this example, hello_python executes before goodbye_bash.	COMMENT
HIGH	…e/client_library/snippets/snapshots/schedule_create.py	110	# In this example we use daily_schedule - every day, starts between 12:00 AM and 1:00 AM	COMMENT
HIGH	…lient_library/ingredients/snapshots/schedule_create.py	54	# In this example we use daily_schedule - every day, starts between 12:00 AM and 1:00 AM	COMMENT
HIGH	dlp/snippets/Inspect/inspect_gcs_test.py	71	# In this example, we'll call the callback function with a mock message	COMMENT
HIGH	…nippets/Inspect/inspect_bigquery_with_sampling_test.py	70	# In this example, we'll call the callback function with a mock message	COMMENT
HIGH	dlp/snippets/Inspect/inspect_gcs_with_sampling_test.py	70	# In this example, we'll call the callback function with a mock message	COMMENT
HIGH	dlp/snippets/Inspect/inspect_bigquery_test.py	70	# In this example, we'll call the callback function with a mock message	COMMENT
HIGH	dlp/snippets/Inspect/inspect_datastore_test.py	72	# In this example, we'll call the callback function with a mock message	COMMENT

AI Structural Patterns54 hits · 54 pts

Severity	File	Line	Context
LOW	dataflow/run_template/main.py	62	CODE
LOW	cloud_scheduler/snippets/create_job.py	57	CODE
LOW	dialogflow/webhook.py	39	CODE
LOW	dialogflow/update_intent.py	30	CODE
LOW	dialogflow-cx/long_running_operation_test.py	43	CODE
LOW	dialogflow-cx/update_intent_test.py	46	CODE
LOW	dialogflow-cx/page_management.py	45	CODE
LOW	dialogflow-cx/page_management.py	63	CODE
LOW	dialogflow-cx/page_management.py	77	CODE
LOW	dialogflow-cx/webhook.py	41	CODE
LOW	dialogflow-cx/webhook_log_session_info.py	46	CODE
LOW	dialogflow-cx/update_intent.py	30	CODE
LOW	dialogflow-cx/create_agent.py	36	CODE
LOW	…ice_extensions/callouts/add_header/service_pb2_grpc.py	138	CODE
LOW	appengine/flexible/tasks/snippets.py	176	CODE
LOW	appengine/flexible/tasks/snippets.py	191	CODE
LOW	appengine/flexible/tasks/snippets.py	206	CODE
LOW	appengine/flexible/tasks/snippets.py	221	CODE
LOW	…ndard_python3/bundled-services/blobstore/flask/main.py	82	CODE
LOW	language/snippets/api/analyze.py	45	CODE
LOW	language/snippets/api/analyze.py	59	CODE
LOW	language/snippets/api/analyze.py	73	CODE
LOW	compute/client_library/snippets/instances/create.py	137	CODE
LOW	…lient_library/snippets/instances/create_with_subnet.py	137	CODE
LOW	…nces/create_start_instance/create_from_public_image.py	137	CODE
LOW	…nces/create_start_instance/create_from_custom_image.py	137	CODE
LOW	…es/create_start_instance/create_with_existing_disks.py	95	CODE
LOW	…stances/create_start_instance/create_with_local_ssd.py	157	CODE
LOW	…s/create_start_instance/create_with_additional_disk.py	167	CODE
LOW	…te_start_instance/create_with_snapshotted_data_disk.py	174	CODE
LOW	…ances/create_start_instance/create_windows_instance.py	138	CODE
LOW	…nstances/create_start_instance/create_from_snapshot.py	119	CODE
LOW	…ces/create_start_instance/create_with_regional_disk.py	82	CODE
LOW	…s/instances/custom_machine_types/create_with_helper.py	331	CODE
LOW	…nstances/custom_machine_types/create_without_helper.py	137	CODE
LOW	…/instances/custom_machine_types/extra_mem_no_helper.py	137	CODE
LOW	…nces/custom_machine_types/create_shared_with_helper.py	331	CODE
LOW	…y/snippets/instances/preemptible/create_preemptible.py	137	CODE
LOW	…nces/ip_address/assign_static_external_ip_to_new_vm.py	137	CODE
LOW	…t_library/snippets/instances/custom_hostname/create.py	137	CODE
LOW	…library/snippets/instances/delete_protection/create.py	137	CODE
LOW	…mpute/client_library/snippets/instances/spot/create.py	137	CODE
LOW	…lient_library/ingredients/instances/create_instance.py	29	CODE
LOW	…se/demosite/app/backend/create_recaptcha_assessment.py	53	CODE
LOW	contentwarehouse/snippets/update_document_sample.py	56	CODE
LOW	…entwarehouse/snippets/delete_document_schema_sample.py	58	CODE
LOW	contentwarehouse/snippets/get_document_sample.py	48	CODE
LOW	contentwarehouse/snippets/delete_document_sample.py	49	CODE
LOW	contentwarehouse/snippets/create_document_sample.py	82	CODE
LOW	dlp/snippets/Deidentify/deidentify_date_shift.py	32	CODE
LOW	containeranalysis/snippets/get_note.py	30	CODE
LOW	containeranalysis/snippets/create_note.py	44	CODE
LOW	media_cdn/dualtoken.py	40	CODE
LOW	vmwareengine/cloud-client/create_legacy_network.py	48	CODE

Modern AI Meta-Vocabulary13 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	storagetransfer/event_driven_gcs_transfer.py	43	# description = 'Creates an event-driven transfer that tracks a pubsub subscription'	COMMENT
MEDIUM	storagetransfer/event_driven_aws_transfer.py	45	# description = 'Creates an event-driven transfer that tracks an SQS queue'	COMMENT
MEDIUM	generative_ai/rag/create_corpus_pinecone_example.py	44	# Configure embedding model (Optional)	COMMENT
MEDIUM	…nerative_ai/rag/create_corpus_feature_store_example.py	42	# Configure embedding model (Optional)	COMMENT
MEDIUM	generative_ai/rag/quickstart_example.py	38	# Create a RAG Corpus, Import Files, and Generate a response	COMMENT
MEDIUM	generative_ai/rag/quickstart_example.py	50	# Configure embedding model, for example "text-embedding-005".	COMMENT
MEDIUM	generative_ai/rag/quickstart_example.py	105	# Create a RAG retrieval tool	COMMENT
MEDIUM	generative_ai/rag/quickstart_example.py	136	# RAG stands for Retrieval-Augmented Generation.	COMMENT
MEDIUM	generative_ai/rag/create_corpus_weaviate_example.py	46	# Configure embedding model (Optional)	COMMENT
MEDIUM	…nerative_ai/rag/create_corpus_vector_search_example.py	43	# Configure embedding model (Optional)	COMMENT
MEDIUM⚡	genai/tools/tools_urlcontext_with_txt.py	48	# * Description: This is Google's most advanced model, described as a "state-of-the-art thinking model". It ex	COMMENT
MEDIUM⚡	genai/tools/tools_urlcontext_with_txt.py	56	# * Description: Positioned as "fast and intelligent," Gemini 2.5 Flash is highlighted as Google's best model	COMMENT
MEDIUM	genai/embeddings/model_tuning_example.py	42	# Official Google Cloud KFP pipeline template URI for text embedding model tuning	COMMENT

Fake / Example Data38 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	…ace/cloud-trace-demo-app-opentelemetry/app/app_test.py	24	expected = "Lorem ipsum dolor sit amet"	CODE
LOW	…ace/cloud-trace-demo-app-opentelemetry/app/app_test.py	24	expected = "Lorem ipsum dolor sit amet"	CODE
LOW	endpoints/bookstore-grpc/jwt_token_gen.py	52	"email": "user@example.com",	CODE
LOW⚡	…d-media-livestream/keypublisher/clients/fake_client.py	42	fake_key = secrets.token_hex(16)	CODE
LOW⚡	…d-media-livestream/keypublisher/clients/fake_client.py	46	"key": fake_key,	CODE
LOW⚡	…d-media-livestream/keypublisher/clients/fake_client.py	48	f"https://storage.googleapis.com/bucket-name/{fake_key}.bin"	CODE
LOW	composer/workflows/email_operator_sendgrid.py	40	to="user@example.com",	CODE
LOW	appengine/standard/appengine_helper.py	140	def _login(email="user@example.com", id="123", is_admin=False):	CODE
LOW	appengine/standard/endpoints/backend/main_test.py	52	user_mock.return_value.email.return_value = "user@example.com"	CODE
LOW⚡	appengine/standard/ndb/entities/snippets_test.py	215	user = users.User(email="user@example.com", _user_id="123")	CODE
LOW	appengine/standard/iap/main_test.py	29	assert "user@example.com" in response.body	CODE
LOW	…ine/standard/endpoints-frameworks-v2/echo/main_test.py	39	user_mock.return_value.email.return_value = "user@example.com"	CODE
LOW	…ine/standard/endpoints-frameworks-v2/echo/main_test.py	41	assert "user@example.com" == response.message	CODE
LOW	…andard/endpoints-frameworks-v2/quickstart/main_test.py	52	user_mock.return_value.email.return_value = "user@example.com"	CODE
LOW	appengine/standard/users/main_test.py	29	assert "user@example.com" in response.body	CODE
LOW	appengine/standard_python3/pubsub/main_test.py	53	def fake_token(signer):	CODE
LOW	appengine/standard_python3/pubsub/main_test.py	86	def test_push_endpoint(monkeypatch, client, fake_token):	CODE
LOW	appengine/standard_python3/pubsub/main_test.py	99	headers=dict(Authorization="Bearer " + fake_token.decode("utf-8")),	CODE
LOW	…aptcha_enterprise/demosite/app/static/demo-2af4c10e.js	3993	<input type="email" value="user@example.com" disabled />	CODE
LOW	…aptcha_enterprise/demosite/app/static/demo-2af4c10e.js	4018	<input type="email" value="user@example.com" disabled />	CODE
LOW	eventarc/audit_iam/main_test.py	46	"authenticationInfo": {"principalEmail": "user@example.com"},	CODE
LOW	…om_Infotype/inspect_string_custom_omit_overlap_test.py	31	assert "John Doe" in out	CODE
LOW	…nspect/inspect_send_data_to_hybrid_job_trigger_test.py	41	content_string = "My email is test@example.org"	CODE
LOW	…ets/Inspect/inspect_column_values_w_custom_hotwords.py	134	'"[["example1@example.org", "test1@example.com],'	CODE
LOW	…ets/Inspect/inspect_column_values_w_custom_hotwords.py	135	'["example2@example.org", "test2@example.com]]"',	CODE
LOW⚡	…/snippets/Deidentify/deidentify_exception_list_test.py	24	content_str = "jack@example.org accessed record of user: gary@example.org"	CODE
LOW⚡	…/snippets/Deidentify/deidentify_exception_list_test.py	25	exception_list = ["jack@example.org", "jill@example.org"]	CODE
LOW⚡	…/snippets/Deidentify/deidentify_exception_list_test.py	32	assert "gary@example.org" not in out	CODE
LOW⚡	…s/Deidentify/deidentify_table_with_crypto_hash_test.py	28	"abby_abernathy@example.org",	CODE
LOW⚡	…s/Deidentify/deidentify_table_with_crypto_hash_test.py	32	"bert_beauregard@example.org",	CODE
LOW⚡	…s/Deidentify/deidentify_table_with_crypto_hash_test.py	36	"cathy_crenshaw@example.org",	CODE
LOW	…s/Deidentify/deidentify_table_with_crypto_hash_test.py	51	assert "abby_abernathy@example.org" not in out	CODE
LOW	…ify/deidentify_table_with_multiple_crypto_hash_test.py	31	"user1@example.org",	CODE
LOW	…ify/deidentify_table_with_multiple_crypto_hash_test.py	53	assert "user1@example.org" not in out	CODE
LOW	dlp/snippets/Deidentify/deidentify_table_infotypes.py	54	["John Doe", "johndoe@example.com", "4253458383"]	STRING
LOW	…aanalytics/dataengineeringagent/dea_a2a_client_test.py	124	token = "fake-token"	CODE
LOW	…aanalytics/dataengineeringagent/dea_a2a_client_test.py	181	token = "fake-token"	CODE
LOW	…aanalytics/dataengineeringagent/dea_a2a_client_test.py	247	token = "fake-token"	CODE

Magic Placeholder Names7 hits · 38 pts

Severity	File	Line	Snippet	Context
HIGH	discoveryengine/search_lite_sample.py	25	# api_key = "YOUR_API_KEY"	COMMENT
HIGH	endpoints/getting-started/README.md	60	$ python clients/echo-client.py https://YOUR-PROJECT-ID.appspot.com YOUR-API-KEY helloworld	CODE
HIGH	endpoints/getting-started/README.md	80	$ python clients/google-jwt-client.py https://YOUR-PROJECT-ID.appspot.com YOUR-API-KEY /path/to/service-account.json	CODE
HIGH	endpoints/getting-started/README.md	99	$ python clients/google-id-token-client.py https://YOUR-PROJECT-ID.appspot.com YOUR-API-KEY /path/to/client-id.json	CODE
HIGH	cloud-media-livestream/keypublisher/README.md	212	'https://livestream-key-publisher-api-gateway-48mwfke9.uc.gateway.dev/keys?api_key=YOUR_API_KEY' \	CODE
HIGH	genai/express_mode/api_key_example.py	21	API_KEY = "YOUR_API_KEY"	CODE
HIGH	genai/express_mode/test_express_mode_examples.py	41	mock_genai_client.assert_called_once_with(vertexai=True, api_key="YOUR_API_KEY")	CODE

Modern Structural Boilerplate26 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	contact-center-insights/snippets/set_project_ttl.py	22	def set_project_ttl(project_id: str) -> None:	CODE
LOW	securitycenter/snippets/snippets_mute_config.py	141	def update_mute_rule(mute_config_name: str) -> None:	CODE
LOW	securitycenter/snippets/snippets_mute_config.py	180	def set_mute_finding(finding_path: str) -> None:	CODE
LOW	securitycenter/snippets/snippets_mute_config.py	209	def set_unmute_finding(finding_path: str) -> None:	CODE
LOW	securitycenter/snippets/snippets_mute_config.py	238	def set_undefined_finding(finding_path: str) -> None:	CODE
LOW	securitycenter/snippets_v2/mute_findings_v2.py	19	def set_mute_finding(finding_path: str) -> None:	CODE
LOW	securitycenter/snippets_v2/mute_findings_v2.py	49	def set_unmute_finding(finding_path: str) -> None:	CODE
LOW	dialogflow-cx/streaming_detect_intent_infinite.py	85	logger = logging.getLogger(__name__)	CODE
LOW	composer/tools/composer_dags.py	29	logger = logging.getLogger(__name__)	CODE
LOW	composer/tools/composer_migrate.py	29	logger = logging.getLogger(__name__)	CODE
LOW	memorystore/memcache/quickstart.py	76	def update_instance(instance: memcache_v1.Instance, display_name: str) -> None:	CODE
LOW	secretmanager/snippets/regional_samples/__init__.py	5	__all__ = [	CODE
LOW	language/snippets/cloud-client/v1/set_endpoint.py	16	def set_endpoint() -> None:	CODE
LOW	iam/cloud-client/snippets/update_deny_policy.py	22	def update_deny_policy(project_id: str, policy_id: str, etag: str) -> None:	CODE
LOW	recaptcha_enterprise/snippets/test_create_assessment.py	180	def set_score(browser: WebDriver, score: str) -> None:	CODE
LOW	recaptcha_enterprise/snippets/update_site_key.py	23	def update_site_key(project_id: str, recaptcha_site_key: str, domain_name: str) -> None:	CODE
LOW	…ing_engine/create_reasoning_engine_advanced_example.py	46	def set_up(self) -> None:	CODE
LOW	…/client-side-encryption/snippets/cloud_kms_env_aead.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…nt-side-encryption/snippets/encrypt_and_insert_data.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…/client-side-encryption/snippets/cloud_kms_env_aead.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…nt-side-encryption/snippets/encrypt_and_insert_data.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…/client-side-encryption/snippets/cloud_kms_env_aead.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…nt-side-encryption/snippets/encrypt_and_insert_data.py	26	logger = logging.getLogger(__name__)	CODE
LOW	run/mcp-server/server.py	26	logger = logging.getLogger(__name__)	CODE
LOW	run/mcp-server/otel_setup.py	29	logger = logging.getLogger(__name__)	CODE
LOW	parametermanager/snippets/regional_samples/__init__.py	5	__all__ = [	CODE

Cross-Language Confusion5 hits · 16 pts

Severity	File	Line	Snippet	Context
HIGH	compute/client_library/snippets/images/create.py	104	storage_location: storage location for the image. If the value is undefined,	STRING
HIGH	compute/client_library/ingredients/images/create.py	50	storage_location: storage location for the image. If the value is undefined,	STRING
HIGH⚡	…/controlled_generation/ctrlgen_with_nullable_schema.py	66	# {"Day": "Tuesday", "Forecast": "rain showers", "Temperature": 64, "Wind Speed": null, "Humidity": "70%"},	STRING
HIGH⚡	…/controlled_generation/ctrlgen_with_nullable_schema.py	67	# {"Day": "Wednesday", "Forecast": "thunderstorms", "Temperature": 68, "Wind Speed": null},	STRING
HIGH⚡	…/controlled_generation/ctrlgen_with_nullable_schema.py	68	# {"Day": "Thursday", "Forecast": "cloudy", "Temperature": 66, "Wind Speed": null, "Humidity": "60%"},	STRING

Structural Annotation Overuse8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	dataplex/quickstart/quickstart_test.py	52	# Step 6 - result from Search	COMMENT
LOW	…control/hierarchical-namespace/delete_empty_folders.py	299	# Step 1: Discover and Partition Folders.	COMMENT
LOW	…control/hierarchical-namespace/delete_empty_folders.py	312	# Step 2: Iterate and delete by depth (from max to min).	COMMENT
LOW	storage/cloudbuild/zb-system-tests-cloudbuild.yaml	26	# Step 0: Generate a persistent SSH key for this build run.	COMMENT
LOW	storage/cloudbuild/zb-system-tests-cloudbuild.yaml	97	# Step 2: Run the integration tests inside the newly created VM and cleanup.	COMMENT
LOW⚡	…analysis/storage_soft_delete_relative_cost_analyzer.py	79	# Step 1: Get storage class ratios for each bucket.	COMMENT
LOW⚡	…analysis/storage_soft_delete_relative_cost_analyzer.py	84	# Step 2: Fetch soft-deleted bytes and calculate costs using Monitoring API.	COMMENT
LOW	functions/billing_stop_on_notification/stop_billing.py	16	# WARNING: The following action, if not in simulation mode, will disable billing	COMMENT

Example Usage Blocks8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	…les/snippets/storage_transfer_manager_download_many.py	15	# Example usage:	COMMENT
LOW	run/idp-sql/retry.sh	21	# Usage:	COMMENT
LOW	run/jobs/retry.sh	21	# Usage:	COMMENT
LOW	run/django/retry.sh	21	# Usage:	COMMENT
LOW	dataproc/snippets/submit_job.py	20	# Usage:	COMMENT
LOW	…ets/submit_pyspark_job_to_driver_node_group_cluster.py	21	# Usage:	COMMENT
LOW	dataproc/snippets/update_cluster.py	20	# Usage:	COMMENT
LOW	…ppets/submit_spark_job_to_driver_node_group_cluster.py	21	# Usage:	COMMENT

Verbosity Indicators6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	…control/hierarchical-namespace/delete_empty_folders.py	299	# Step 1: Discover and Partition Folders.	COMMENT
LOW	…control/hierarchical-namespace/delete_empty_folders.py	312	# Step 2: Iterate and delete by depth (from max to min).	COMMENT
LOW	storage/cloudbuild/zb-system-tests-cloudbuild.yaml	26	# Step 0: Generate a persistent SSH key for this build run.	COMMENT
LOW	storage/cloudbuild/zb-system-tests-cloudbuild.yaml	97	# Step 2: Run the integration tests inside the newly created VM and cleanup.	COMMENT
LOW⚡	…analysis/storage_soft_delete_relative_cost_analyzer.py	79	# Step 1: Get storage class ratios for each bucket.	COMMENT
LOW⚡	…analysis/storage_soft_delete_relative_cost_analyzer.py	84	# Step 2: Fetch soft-deleted bytes and calculate costs using Monitoring API.	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	people-and-planet-ai/geospatial-classification/task.py	122	normalizer = tf.keras.layers.experimental.preprocessing.Normalization()	CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings