3.6

Adjusted Signal

3.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

9.6K

Stars

Python

Language

522.0K

Lines of Code

3.9K

Files

1.7K

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 15.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1627 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 43 finding(s).

Agent Over-Engineering Ratio 14.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1575 finding(s).

PR Review Velocity Impact 16.2/100 · LOW

Which changes need focused human review? 1728 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 10MEDIUM 36LOW 1682

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1728 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers1508 hits · 1558 pts

Severity	File	Line	Snippet	Context
LOW	bin/add_transform_test.py	45	def generate_transform_test_output_files(input_file_path: Path, file_basename: str) -> None:	CODE
LOW	bin/add_transform_test.py	72	def copy_input_file_to_transform_test_dir(input_file_path: Path, transform_test_input_path: Path) -> None:	CODE
LOW⚡	bin/public_interface.py	33	def scan_interfaces_recursively(self, module_name: str) -> None:	CODE
LOW⚡	bin/public_interface.py	41	def _scan_interfaces_in_module(self, module_name: str) -> None:	CODE
LOW⚡	bin/public_interface.py	46	def _scan_functions_in_module(self, module_name: str) -> None:	CODE
LOW⚡	bin/public_interface.py	56	def _scan_variables_in_module(self, module_name: str) -> None:	CODE
LOW	bin/public_interface.py	159	def _only_new_optional_arguments_or_existing_arguments_optionalized_or_var_arguments(	CODE
LOW	integration/conftest.py	79	def setup_companion_stack_once(tmpdir_factory, get_prefix):	CODE
LOW	integration/conftest.py	94	def _companion_stack_parameters():	CODE
LOW	integration/conftest.py	132	def get_serverless_application_repository_app():	CODE
LOW	integration/conftest.py	213	def delete_companion_stack_once(get_prefix):	CODE
LOW	integration/conftest.py	249	def get_companion_stack_outputs(get_prefix):	CODE
LOW	integration/metrics/test_metrics_integration.py	24	def test_publish_single_metric(self):	CODE
LOW	integration/combination/test_state_machine_with_cwe.py	14	def test_state_machine_with_cwe(self):	CODE
LOW	integration/combination/test_websocket_api_multiple.py	14	def test_websocket_multi_route(self):	CODE
LOW⚡	integration/combination/test_function_with_msk.py	17	def test_function_with_msk_trigger(self):	CODE
LOW⚡	integration/combination/test_function_with_msk.py	21	def test_function_with_msk_trigger_using_manage_policy(self):	CODE
LOW⚡	integration/combination/test_function_with_msk.py	31	def test_function_with_msk_trigger_and_premium_features(self):	CODE
LOW	…est_websocket_api_with_disable_execute_api_endpoint.py	13	def test_disable_execute_api_endpoint_true(self, is_disable):	CODE
LOW	…tion/test_state_machine_with_schedule_dlq_generated.py	11	def test_state_machine_with_schedule(self):	CODE
LOW	…tion/test_state_machine_with_schedule_dlq_generated.py	81	def get_first_key_value_pair_in_dict(dictionary):	CODE
LOW	…ation/combination/test_custom_http_api_domains_test.py	19	def test_custom_http_api_domains_regional(self):	CODE
LOW	…ation/combination/test_custom_http_api_domains_test.py	47	def test_custom_http_api_domains_regional_ownership_verification(self):	CODE
LOW	…mbination/test_api_and_http_api_with_propagate_tags.py	13	def test_api_and_httpapi_with_propagate_tags(self):	CODE
LOW	…n/test_function_with_intrinsics_resource_attributes.py	5	def test_function_with_intrinsics_resource_attributes(self):	CODE
LOW	…egration/combination/test_api_with_fail_on_warnings.py	18	def test_end_point_configuration(self, file_name, disable_value):	CODE
LOW	…ation/combination/test_websocket_api_custom_domains.py	21	def test_websocket_custom_api_domains_regional(self):	CODE
LOW	…ion/combination/test_function_with_policy_templates.py	6	def test_with_policy_templates(self):	CODE
LOW	…ion/combination/test_function_with_policy_templates.py	56	def test_all_policy_templates(self):	CODE
LOW	integration/combination/test_function_with_http_api.py	16	def test_function_with_http_api(self):	CODE
LOW	integration/combination/test_function_with_http_api.py	25	def test_function_with_http_api_default_path(self):	CODE
LOW⚡	…gration/combination/test_intrinsic_function_support.py	17	def test_serverless_function_property_support(self):	CODE
LOW⚡	…gration/combination/test_intrinsic_function_support.py	25	def test_definition_uri_support(self):	CODE
LOW⚡	…gration/combination/test_intrinsic_function_support.py	31	def test_severless_api_properties_support(self):	CODE
LOW	…ration/combination/test_state_machine_with_schedule.py	23	def test_state_machine_with_schedule(self, template_file_path):	CODE
LOW	…gration/combination/test_websocket_api_route_config.py	11	def test_websocket_api_route_config(self):	CODE
LOW	…tion/test_function_with_implicit_api_and_conditions.py	10	def test_function_with_implicit_api_and_conditions(self):	CODE
LOW	…tion/combination/test_function_with_user_pool_event.py	10	def test_function_with_user_pool_event(self):	CODE
LOW	integration/combination/test_websocket_api_basic.py	33	def test_websocket_api_basic_config(self):	CODE
LOW	…ion/test_http_api_with_disable_execute_api_endpoint.py	18	def test_disable_execute_api_endpoint_true(self, file_name, is_disable):	CODE
LOW	…n/combination/test_function_with_file_system_config.py	16	def test_function_with_efs_integration(self):	CODE
LOW	…mbination/test_function_with_schedule_dlq_generated.py	11	def test_function_with_schedule(self):	CODE
LOW	…mbination/test_function_with_schedule_dlq_generated.py	86	def get_first_key_value_pair_in_dict(dictionary):	CODE
LOW	integration/combination/test_http_api_with_auth.py	10	def test_function_with_user_pool_event(self):	CODE
LOW	…tion/combination/test_function_with_all_event_types.py	13	def test_function_with_all_event_types(self):	CODE
LOW	…tion/combination/test_function_with_all_event_types.py	103	def test_function_with_all_event_types_condition_false(self):	CODE
LOW	…tion/combination/test_function_with_all_event_types.py	119	def _get_actual_bucket_configuration_events(configurations):	CODE
LOW	…on/combination/test_function_with_capacity_provider.py	26	def verify_capacity_provider_basic_config(self, cp_config, cp_name):	CODE
LOW	…on/combination/test_function_with_capacity_provider.py	34	def verify_capacity_provider_vpc_config(self, cp_config, cp_name):	CODE
LOW	…on/combination/test_function_with_capacity_provider.py	49	def verify_capacity_provider_permissions_config(self, cp_config, cp_name):	CODE
LOW	…on/combination/test_function_with_capacity_provider.py	57	def verify_function_capacity_provider_config(self, function_capacity_provider_config):	CODE
LOW	…on/combination/test_function_with_capacity_provider.py	73	def verify_capacity_provider_arn_match(self, function_capacity_provider_arn, capacity_provider_arn):	CODE
LOW	…on/combination/test_function_with_capacity_provider.py	81	def test_function_with_capacity_provider_custom_role(self):	CODE
LOW	…on/combination/test_function_with_capacity_provider.py	119	def test_function_with_capacity_provider_default_role(self):	CODE
LOW⚡	…on/combination/test_function_with_capacity_provider.py	224	def get_function_capacity_provider_config(self, function_name, alias_name=None):	CODE
LOW⚡	…on/combination/test_function_with_capacity_provider.py	239	def get_lambda_capacity_provider_config(self, capacity_provider_logical_id):	CODE
LOW	…egration/combination/test_function_with_application.py	16	def test_function_referencing_outputs_from_application(self):	CODE
LOW	…on/test_function_with_schedule_dlq_and_retry_policy.py	10	def test_function_with_schedule(self):	CODE
LOW	…gration/combination/test_api_with_resource_policies.py	11	def test_api_resource_policies(self):	CODE
LOW	…gration/combination/test_api_with_resource_policies.py	145	def test_api_resource_policies_aws_account(self):	CODE
1448 more matches not shown…

Self-Referential Comments20 hits · 62 pts

Severity	File	Line	Snippet	Context
MEDIUM	integration/single/test_basic_api.py	44	# Create an API with get and put	COMMENT
MEDIUM⚡	tests/test_plugins.py	113	# Create a mock of LifeCycleEvents object with ONE event called "my_event"	COMMENT
MEDIUM⚡	tests/test_plugins.py	215	# Create a plugin but setup hook method with wrong name	COMMENT
MEDIUM⚡	tests/test_plugins.py	226	# Create a plugin but setup hook method with wrong name	COMMENT
MEDIUM	tests/test_plugins.py	170	# Create a parent mock and attach child mocks to help assert order of the calls	COMMENT
MEDIUM	tests/test_plugins.py	250	# Create a parent mock and attach child mocks to help assert order of the calls	COMMENT
MEDIUM⚡	tests/translator/test_logical_id_generator.py	78	new = LogicalIdGenerator(self.prefix, data_obj=data.copy()).gen() # Create a copy of data obj	CODE
MEDIUM	…r/input/capacity_provider_with_mulitple_functions.yaml	11	# Define a capacity provider resource	COMMENT
MEDIUM	tests/model/eventsources/test_msk_event_source.py	324	# Create a mock function	COMMENT
MEDIUM	…l/eventsources/test_self_managed_kafka_event_source.py	1048	# Create a mock function	COMMENT
MEDIUM	tests/model/api/test_api_generator.py	55	# Create a simple swagger definition with paths that differ only by trailing slash	COMMENT
MEDIUM	samtranslator/plugins/sam_plugins.py	33	### Defining a plugin	STRING
MEDIUM	samtranslator/model/__init__.py	628	# Create a map of {ResourceType: LogicalId} for quick access	COMMENT
MEDIUM	samtranslator/model/sam_resources.py	4321	# This function is only called if it is a pipeline resolver, in which case this property is checked to exist bef	COMMENT
MEDIUM	samtranslator/model/api/apiv2_generator.py	151	# Create the Route53 RecordSetGroup resource	COMMENT
MEDIUM	samtranslator/model/api/api_generator.py	584	# Create the Route53 RecordSetGroup resource	COMMENT
MEDIUM	samtranslator/model/api/api_generator.py	687	# Create the DomainNameAccessAssociation	COMMENT
MEDIUM	samtranslator/model/api/api_generator.py	695	# Create the Route53 RecordSetGroup resource	COMMENT
MEDIUM	samtranslator/model/capacity_provider/generators.py	72	# Create the Lambda CapacityProvider resource	COMMENT
MEDIUM	samtranslator/model/capacity_provider/generators.py	207	# Create the SAM tag using the helper method	COMMENT

Cross-File Repetition9 hits · 45 pts

Severity	File	Snippet	Context
HIGH	…ation/combination/test_graphqlapi_pipeline_resolver.py	executes a query to an appsync graphqlapi. also checks that the response is 200 and does not contain errors before retur	STRING
HIGH	…gration/combination/test_graphqlapi_lambda_resolver.py	executes a query to an appsync graphqlapi. also checks that the response is 200 and does not contain errors before retur	STRING
HIGH	integration/single/test_graphqlapi_configuration.py	executes a query to an appsync graphqlapi. also checks that the response is 200 and does not contain errors before retur	STRING
HIGH	samtranslator/plugins/api/implicit_rest_api_plugin.py	this plugin provides implicit http api shorthand syntax in the sam spec. implicit api syntax is just a syntactic sugar,	STRING
HIGH	samtranslator/plugins/api/implicit_api_plugin.py	this plugin provides implicit http api shorthand syntax in the sam spec. implicit api syntax is just a syntactic sugar,	STRING
HIGH	samtranslator/plugins/api/implicit_http_api_plugin.py	this plugin provides implicit http api shorthand syntax in the sam spec. implicit api syntax is just a syntactic sugar,	STRING
HIGH	samtranslator/plugins/api/implicit_rest_api_plugin.py	actually process given api events. iteratively adds the apis to swagger json in the respective serverless::api resource	STRING
HIGH	samtranslator/plugins/api/implicit_http_api_plugin.py	actually process given api events. iteratively adds the apis to swagger json in the respective serverless::api resource	STRING
HIGH	samtranslator/plugins/api/implicit_api_plugin.py	actually process given api events. iteratively adds the apis to swagger json in the respective serverless::api resource	STRING

Deep Nesting46 hits · 40 pts

Severity	File	Line	Context
LOW	integration/helpers/base_test.py	262	CODE
LOW	tests/test_types.py	9	CODE
LOW	tests/translator/test_translator.py	104	CODE
LOW	tests/translator/test_translator.py	190	CODE
LOW	tests/model/eventsources/test_msk_event_source.py	191	CODE
LOW	…l/eventsources/test_self_managed_kafka_event_source.py	833	CODE
LOW	samtranslator/swagger/swagger.py	253	CODE
LOW	samtranslator/swagger/swagger.py	824	CODE
LOW	samtranslator/plugins/globals/globals.py	285	CODE
LOW	…anslator/plugins/api/default_definition_body_plugin.py	18	CODE
LOW	samtranslator/plugins/api/implicit_api_plugin.py	345	CODE
LOW	samtranslator/plugins/api/implicit_api_plugin.py	403	CODE
LOW	…ranslator/plugins/application/serverless_app_plugin.py	109	CODE
LOW	…ranslator/plugins/application/serverless_app_plugin.py	348	CODE
LOW	samtranslator/utils/actions.py	27	CODE
LOW	samtranslator/utils/py27hash_fix.py	23	CODE
LOW	samtranslator/utils/py27hash_fix.py	606	CODE
LOW	samtranslator/utils/py27hash_fix.py	629	CODE
LOW	samtranslator/translator/translator.py	78	CODE
LOW	samtranslator/translator/translator.py	109	CODE
LOW	samtranslator/translator/translator.py	277	CODE
LOW	samtranslator/translator/translator.py	344	CODE
LOW	samtranslator/model/apigatewayv2.py	306	CODE
LOW	samtranslator/model/__init__.py	720	CODE
LOW	samtranslator/model/__init__.py	761	CODE
LOW	samtranslator/model/apigateway.py	407	CODE
LOW	samtranslator/model/sam_resources.py	503	CODE
LOW	samtranslator/model/sam_resources.py	565	CODE
LOW	samtranslator/model/sam_resources.py	1142	CODE
LOW	samtranslator/model/sam_resources.py	2198	CODE
LOW	samtranslator/model/sam_resources.py	3188	CODE
LOW	samtranslator/model/sam_resources.py	3623	CODE
LOW	samtranslator/model/eventsources/pull.py	118	CODE
LOW	samtranslator/model/eventsources/pull.py	257	CODE
LOW	samtranslator/model/eventsources/pull.py	768	CODE
LOW	samtranslator/model/eventsources/push.py	851	CODE
LOW	samtranslator/model/eventsources/push.py	1077	CODE
LOW	samtranslator/model/role_utils/role_constructor.py	92	CODE
LOW	samtranslator/model/api/apiv2_generator.py	57	CODE
LOW	samtranslator/model/api/api_generator.py	484	CODE
LOW	samtranslator/model/api/api_generator.py	945	CODE
LOW	samtranslator/model/api/api_generator.py	1349	CODE
LOW	samtranslator/model/api/http_api_generator.py	168	CODE
LOW	samtranslator/model/stepfunctions/generators.py	332	CODE
LOW	samtranslator/open_api/open_api.py	171	CODE
LOW	samtranslator/open_api/open_api.py	249	CODE

Excessive Try-Catch Wrapping27 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	bin/add_transform_test.py	78	except Exception as e:	CODE
LOW	bin/_file_formatter.py	54	except Exception as error:	CODE
LOW⚡	…on/combination/test_function_with_capacity_provider.py	234	except Exception as e:	CODE
MEDIUM⚡	…on/combination/test_function_with_capacity_provider.py	236	print(f"Error getting function capacity provider config: {e}")	CODE
LOW⚡	…on/combination/test_function_with_capacity_provider.py	248	except Exception as e:	CODE
MEDIUM⚡	…on/combination/test_function_with_capacity_provider.py	250	print(f"Error getting capacity provider config for {capacity_provider_logical_id}: {e}")	CODE
LOW	integration/setup/companion-stack.yaml	403	except Exception: pass	CODE
LOW	integration/setup/companion-stack.yaml	405	except Exception as e: print(f"api err: {e}")	CODE
LOW	integration/setup/companion-stack.yaml	423	except Exception: pass	CODE
LOW⚡	integration/setup/companion-stack.yaml	443	except Exception: pass	CODE
LOW⚡	integration/setup/companion-stack.yaml	444	except Exception as e:	CODE
LOW⚡	integration/setup/companion-stack.yaml	454	except Exception: pass	CODE
LOW	integration/setup/companion-stack.yaml	465	except Exception: pass	CODE
LOW	integration/setup/companion-stack.yaml	482	except Exception: pass	CODE
MEDIUM	integration/setup/companion-stack.yaml	392	def _sweep_apis(apig, cutoff, ctx):	CODE
MEDIUM	integration/setup/companion-stack.yaml	425	def _fix_and_retry(cfn, iam, name):	CODE
MEDIUM	integration/setup/companion-stack.yaml	447	def _force_delete_role(iam, role):	CODE
MEDIUM	integration/setup/companion-stack.yaml	456	def _force_delete_policy(iam, arn):	CODE
LOW	integration/helpers/deployer/deployer.py	179	except Exception as ex:	CODE
LOW	integration/helpers/deployer/deployer.py	382	except Exception as ex:	CODE
MEDIUM	integration/helpers/deployer/deployer.py	168	def _create_change_set(self, stack_name, changeset_type, **kwargs):	CODE
LOW	samtranslator/metrics/metrics.py	65	except Exception:	CODE
LOW	samtranslator/metrics/method_decorator.py	82	except Exception as e:	CODE
LOW	samtranslator/plugins/sam_plugins.py	134	except Exception as ex:	CODE
LOW	samtranslator/feature_toggle/feature_toggle.py	159	except Exception:	CODE
LOW	samtranslator/model/__init__.py	782	except Exception:	CODE
LOW	samtranslator/model/sam_resources.py	829	except Exception as e:	CODE

Unused Imports38 hits · 38 pts

Severity	File	Line	Context
LOW	…/internal/schema_source/aws_serverless_microvmimage.py	1	CODE
LOW	…or/internal/schema_source/aws_serverless_graphqlapi.py	1	CODE
LOW	…ranslator/internal/schema_source/aws_serverless_api.py	1	CODE
LOW	…ator/internal/schema_source/aws_serverless_function.py	1	CODE
LOW	…ernal/schema_source/aws_serverless_networkconnector.py	1	CODE
LOW	…rnal/schema_source/aws_serverless_capacity_provider.py	1	CODE
LOW	…/internal/schema_source/aws_serverless_statemachine.py	1	CODE
LOW	…r/internal/schema_source/aws_serverless_application.py	1	CODE
LOW	…/internal/schema_source/aws_serverless_websocketapi.py	1	CODE
LOW	…r/internal/schema_source/aws_serverless_webfunction.py	1	CODE
LOW	…r/internal/schema_source/aws_serverless_simpletable.py	1	CODE
LOW	…/internal/schema_source/aws_serverless_layerversion.py	1	CODE
LOW	samtranslator/internal/schema_source/schema.py	1	CODE
LOW	…lator/internal/schema_source/aws_serverless_httpapi.py	1	CODE
LOW	samtranslator/public/plugins.py	3	CODE
LOW	samtranslator/public/swagger.py	3	CODE
LOW	samtranslator/public/models.py	1	CODE
LOW	samtranslator/public/models.py	1	CODE
LOW	samtranslator/public/open_api.py	3	CODE
LOW	samtranslator/public/intrinsics.py	3	CODE
LOW	samtranslator/public/intrinsics.py	4	CODE
LOW	samtranslator/public/parser.py	1	CODE
LOW	samtranslator/public/exceptions.py	3	CODE
LOW	samtranslator/public/exceptions.py	3	CODE
LOW	samtranslator/public/exceptions.py	3	CODE
LOW	samtranslator/public/translator.py	7	CODE
LOW	samtranslator/public/translator.py	8	CODE
LOW	samtranslator/public/sdk/resource.py	3	CODE
LOW	samtranslator/public/sdk/resource.py	3	CODE
LOW	samtranslator/public/sdk/template.py	3	CODE
LOW	samtranslator/public/sdk/parameter.py	1	CODE
LOW	samtranslator/model/__init__.py	18	CODE
LOW	samtranslator/model/role_utils/__init__.py	3	CODE
LOW	samtranslator/model/stepfunctions/__init__.py	9	CODE
LOW	samtranslator/model/stepfunctions/__init__.py	10	CODE
LOW	samtranslator/model/stepfunctions/__init__.py	11	CODE
LOW	samtranslator/model/stepfunctions/__init__.py	11	CODE
LOW	samtranslator/model/stepfunctions/__init__.py	11	CODE

AI Slop Vocabulary12 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	integration/combination/test_function_with_alias.py	204	# Exclude $LATEST from the list and simply return all the version numbers.	COMMENT
MEDIUM	…tes/combination/function_with_deployment_disabled.yaml	2	# The test harness passes theses parameters even though they aren't used. So specify them here	COMMENT
LOW	integration/helpers/common_api.py	33	# Exclude $LATEST from the list and simply return all the version numbers.	COMMENT
LOW	…tor/input/explicit_api_with_invalid_events_config.yaml	5	# When a Function's Event contains a path that is "not" in the Swagger, the behavior would be just add Lambda::Permissio	COMMENT
MEDIUM	samtranslator/feature_toggle/feature_toggle.py	121	"""Feature toggle config provider which uses a local file. This is to facilitate local testing."""	STRING
LOW	samtranslator/model/resource_policies.py	143	# Nothing matches. Don't take opinions on how to handle it. Instead just set the appropriate type.	COMMENT
MEDIUM	samtranslator/model/apigateway.py	141	# Using int so tests are a little more robust; don't think the Python spec defines default precision	COMMENT
MEDIUM	samtranslator/model/sam_resources.py	826	# Validate CapacityProviderConfig using Pydantic model directly for comprehensive error collection	COMMENT
MEDIUM	samtranslator/model/sam_resources.py	1599	# Use enhanced validation method with comprehensive error collection	COMMENT
LOW	samtranslator/model/connector_profiles/profile.py	72	# s and pattern match exactly, simply return replacement string	COMMENT
LOW	samtranslator/intrinsics/actions.py	533	# Value must be an array with enough elements. If not, this is invalid GetAtt syntax. We just pass along	COMMENT
LOW	samtranslator/intrinsics/actions.py	539	# we just pass along the input to CFN for doing the validation	COMMENT

Redundant / Tautological Comments15 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	bin/git_lfs_download.sh	7	# Check if a URL parameter is provided	COMMENT
LOW	integration/combination/test_state_machine_with_cwe.py	23	# Check if the CWE rule is created with the state machine as the target	COMMENT
LOW	…mbination/test_state_machine_with_cwe_dlq_generated.py	26	# Check if the CWE rule is created with the state machine as the target	COMMENT
LOW	integration/single/test_basic_function.py	191	# Check if the InvokePermission has InvokedViaFunctionUrl: True	COMMENT
LOW⚡	tests/sdk/test_template.py	107	# Check if it exists	COMMENT
LOW	samtranslator/swagger/swagger.py	99	# Check if the OpenAPI version is 3.0, if it is then the extension needs to added to the Servers field,	COMMENT
LOW	samtranslator/swagger/swagger.py	589	# Check if Function/Path/Method specified 'NONE' for Authorizer	COMMENT
LOW	samtranslator/swagger/swagger.py	661	# Check if Function/Path/Method specified 'False' for ApiKeyRequired	COMMENT
LOW	samtranslator/utils/actions.py	41	# Check if DependsOn matches the original value of a changed_logical_id key	COMMENT
LOW	samtranslator/utils/py27hash_fix.py	642	# Check if there is explicit HttpApi resource	COMMENT
LOW	samtranslator/utils/py27hash_fix.py	651	# Check if there is any httpapi event for implicit api	COMMENT
LOW	samtranslator/model/__init__.py	73	# Check if validator has enum_values attribute (from IS_STR_ENUM)	COMMENT
LOW	samtranslator/model/__init__.py	734	# Check if more than one property exists	COMMENT
LOW	samtranslator/model/__init__.py	741	# Check if some but not all properties from the group are present	COMMENT
LOW	samtranslator/intrinsics/actions.py	26	# Check if the value is a CloudFormation internal placeholder	COMMENT

Modern Structural Boilerplate21 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	samtranslator/compat.py	15	__all__ = ["pydantic"]	CODE
LOW	samtranslator/metrics/method_decorator.py	32	def set_instance(metrics: Metrics) -> None:	CODE
LOW	samtranslator/swagger/swagger.py	621	def set_path_default_apikey_required(self, path: str, required_options_api_key: bool = True) -> None:	CODE
LOW	samtranslator/public/plugins.py	1	__all__ = ["BasePlugin"]	CODE
LOW	samtranslator/public/swagger.py	1	__all__ = ["SwaggerEditor"]	CODE
LOW	samtranslator/public/open_api.py	1	__all__ = ["OpenApiEditor"]	CODE
LOW	samtranslator/public/intrinsics.py	1	__all__ = ["IntrinsicsResolver", "is_intrinsics"]	CODE
LOW	samtranslator/public/exceptions.py	1	__all__ = ["InvalidDocumentException", "InvalidEventException", "InvalidResourceException"]	CODE
LOW	samtranslator/public/translator.py	5	__all__ = ["ManagedPolicyLoader", "Translator"]	CODE
LOW	samtranslator/public/sdk/resource.py	1	__all__ = ["SamResource", "SamResourceType"]	CODE
LOW	samtranslator/public/sdk/template.py	1	__all__ = ["SamTemplate"]	CODE
LOW	samtranslator/model/__init__.py	467	def set_resource_attribute(self, attr: str, value: Any) -> None:	CODE
LOW	samtranslator/model/apigateway.py	77	def update_deployment_ref(self, deployment_logical_id: str) -> None:	CODE
LOW	samtranslator/model/role_utils/__init__.py	1	__all__ = ["construct_role_for_resource"]	CODE
LOW	samtranslator/model/api/apiv2_generator.py	257	def _update_route53_routing_policy_properties(route53_config: dict[str, Any], recordset: dict[str, Any]) -> None:	CODE
LOW⚡	samtranslator/model/api/api_generator.py	1549	def _set_default_apikey_required(self, swagger_editor: SwaggerEditor, required_options_api_key: bool) -> None:	CODE
LOW⚡	samtranslator/model/api/api_generator.py	1553	def _set_endpoint_configuration(self, rest_api: ApiGatewayRestApi, value: Union[str, dict[str, Any]]) -> None:	CODE
LOW	samtranslator/model/api/api_generator.py	742	def _set_optional_domain_properties(self, domain: Union[ApiGatewayDomainName, ApiGatewayDomainNameV2]) -> None:	CODE
LOW	samtranslator/model/api/api_generator.py	805	def _update_route53_routing_policy_properties(route53_config: dict[str, Any], recordset: dict[str, Any]) -> None:	CODE
LOW	samtranslator/model/api/http_api_generator.py	232	def _update_default_path(self) -> None:	CODE
LOW	samtranslator/model/stepfunctions/__init__.py	1	__all__ = [	CODE

Over-Commented Block12 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	setup.py	1	# -- coding: utf-8 --	COMMENT
LOW	integration/single/test_basic_function.py	341	function_configuration_result["TracingConfig"]["Mode"],	COMMENT
LOW	integration/helpers/deployer/deployer.py	1	"""	COMMENT
LOW	integration/helpers/deployer/utils/artifact_exporter.py	1	"""	COMMENT
LOW	tests/plugins/application/test_serverless_app_plugin.py	361	# itertools.product([	COMMENT
LOW	samtranslator/public/__init__.py	1	# flake8: noqa	COMMENT
LOW	samtranslator/model/__init__.py	141	resource_type: str = None # type: ignore	COMMENT
LOW	samtranslator/model/__init__.py	581	# Property names support "Property.Path=Value" syntax for value-conditional presence checks	COMMENT
LOW	samtranslator/model/sam_resources.py	1161	raise ValueError("Lambda function code must be a valid non-empty dictionary")	COMMENT
LOW	samtranslator/model/sam_resources.py	1181	# to trigger creation of a new version every time code location changes. Since logicalId changes, CloudFormation	COMMENT
LOW	samtranslator/intrinsics/resolver.py	121	"""	COMMENT
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT

AI Structural Patterns9 hits · 9 pts

Severity	File	Line	Context
LOW	integration/helpers/s3_uploader.py	47	CODE
LOW	samtranslator/model/apigatewayv2.py	187	CODE
LOW	samtranslator/model/apigateway.py	331	CODE
LOW	samtranslator/model/api/apiv2_generator.py	16	CODE
LOW	samtranslator/model/api/websocket_api_generator.py	32	CODE
LOW	samtranslator/model/api/api_generator.py	186	CODE
LOW	samtranslator/model/api/http_api_generator.py	37	CODE
LOW	samtranslator/model/microvm_image/generators.py	23	CODE
LOW	samtranslator/model/stepfunctions/generators.py	31	CODE

Cross-Language Confusion1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…/model/preferences/deployment_preference_collection.py	108	# If there are any enabled deployment preferences without conditions, return false	COMMENT

Slop Phrases3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	samtranslator/internal/schema_source/sam-docs.json	973	"AutoDeploymentMode": "How the endpoint routes traffic across revisions. \n+ `LatestRevision`: sends 100% of traf	CODE
MEDIUM	schema_source/sam.schema.json	11270	"markdownDescription": "How the endpoint routes traffic across revisions. \n+ `LatestRevision`: sends 100% of	CODE
MEDIUM	schema_source/sam.schema.json	11406	"markdownDescription": "How the endpoint routes traffic across revisions. \n+ `LatestRevision`: sends 100% of	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/translator/input/websocket_api_description.yaml	10	Description: Lorem Ipsum	CODE
LOW	tests/translator/output/websocket_api_description.json	58	"Description": "Lorem Ipsum",	CODE
LOW	…ranslator/output/aws-cn/websocket_api_description.json	58	"Description": "Lorem Ipsum",	CODE
LOW	…lator/output/aws-us-gov/websocket_api_description.json	58	"Description": "Lorem Ipsum",	CODE

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/plugins/globals/test_globals.py	237	# ─── Multi-level nested dot-path rules ──────────────────────────────────────	COMMENT

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/metrics/test_method_decorator.py	15	def my_method(self):	CODE
LOW⚡	tests/metrics/test_method_decorator.py	43	def my_function():	CODE

aws/serverless-application-model

Open-Source Code Quality, Security and Technical Debt Review