Flagsmith/flagsmith

10.5

Adjusted Score

10.5

Raw Score

100%

Time Factor

2026-07-14

Last Push

6.4K

Stars

Python

Language

390.4K

Lines of Code

2.8K

Files

3.9K

Pattern Hits

2026-07-14

Scan Date

0.02

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 19HIGH 27MEDIUM 41LOW 3763

Directory Score Breakdown

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

Pattern Findings

The scanner identified 3850 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers3228 hits · 3063 pts

Severity	File	Line	Snippet	Context
LOW	frontend/web/components/modals/base/Modal.tsx	78	function getOrCreateRoot(	CODE
LOW	…end/web/components/pages/CreateReleasePipelinePage.tsx	3	export default function CreateReleasePipelinePage() {	CODE
LOW	…end/web/components/pages/ReleasePipelineDetailPage.tsx	3	export default function ReleasePipelineDetailPage() {	CODE
LOW	frontend/.claude/scripts/sync-types-helper.py	55	def find_types_using_serializer(	CODE
LOW	frontend/common/utils/metadataValidation.ts	10	export function getGlobalMetadataValidationState(	CODE
LOW	frontend/common/utils/metadataValidation.ts	25	export function useGlobalMetadataValidation(	CODE
LOW	frontend/common/hooks/useFeatureExperimentFreeze.ts	12	export function useFeatureExperimentFreeze(	CODE
LOW	frontend/common/services/useVersionFeatureState.ts	81	export async function createVersionFeatureState(	CODE
LOW	frontend/common/services/useVersionFeatureState.ts	95	export async function updateVersionFeatureState(	CODE
LOW	frontend/common/services/useVersionFeatureState.ts	109	export async function deleteVersionFeatureState(	CODE
LOW	frontend/common/services/useRolePermission.ts	105	export async function getRoleOrganisationPermissions(	CODE
LOW	frontend/common/services/useRolePermission.ts	140	export async function getRoleProjectPermissions(	CODE
LOW	frontend/common/services/useRolePermission.ts	155	export async function getRoleEnvironmentPermissions(	CODE
LOW	frontend/common/services/useFlagsmithProjectImport.ts	31	export async function createFlagsmithProjectImport(	CODE
LOW	…common/services/useMasterAPIKeyWithMasterAPIKeyRole.ts	58	export async function getMasterAPIKeyWithMasterAPIKeyRoles(	CODE
LOW	…common/services/useMasterAPIKeyWithMasterAPIKeyRole.ts	73	export async function getRolesMasterAPIKeyWithMasterAPIKeyRoles(	CODE
LOW	…common/services/useMasterAPIKeyWithMasterAPIKeyRole.ts	88	export async function deleteMasterAPIKeyWithMasterAPIKeyRoles(	CODE
LOW	…common/services/useMasterAPIKeyWithMasterAPIKeyRole.ts	102	export async function updateMasterAPIKeyWithMasterAPIKeyRoles(	CODE
LOW	frontend/common/services/useRolesUser.ts	43	export async function createPermissionRolesUsers(	CODE
LOW	frontend/common/services/useRolesUser.ts	57	export async function deletePermissionRolesUsers(	CODE
LOW	frontend/common/services/useServersideEnvironmentKey.ts	44	export async function createServersideEnvironmentKeys(	CODE
LOW	frontend/common/services/useServersideEnvironmentKey.ts	58	export async function deleteServersideEnvironmentKeys(	CODE
LOW	frontend/common/services/useServersideEnvironmentKey.ts	72	export async function getServersideEnvironmentKeys(	CODE
LOW	frontend/common/services/useReleasePipelines.ts	169	export async function removeFeatureFromReleasePipeline(	CODE
LOW	frontend/common/services/useFeatureVersion.ts	304	export async function createAndSetFeatureVersion(	CODE
LOW	frontend/common/services/useOnboardingSupportOptIn.ts	24	export async function createOnboardingSupportOptIn(	CODE
LOW	frontend/common/services/useMetadataField.ts	276	export async function getProjectMetadataFieldList(	CODE
LOW	frontend/common/services/useSamlConfiguration.ts	147	export async function getSamlConfigurationMetadata(	CODE
LOW	…ontend/common/services/useLaunchDarklyProjectImport.ts	42	export async function createLaunchDarklyProjectImport(	CODE
LOW	…ontend/common/services/useLaunchDarklyProjectImport.ts	56	export async function getLaunchDarklyProjectImport(	CODE
LOW	…ontend/common/services/useLaunchDarklyProjectImport.ts	70	export async function getLaunchDarklyProjectsImport(	CODE
LOW	frontend/common/services/useMetadataModelField.ts	108	export async function getMetadataModelFieldList(	CODE
LOW	frontend/common/services/useProjectChangeRequest.ts	9	export function stripIdsAndDeletedFromRulesAndConditions(	CODE
LOW	frontend/common/services/useProjectChangeRequest.ts	140	export async function createProjectChangeRequest(	CODE
LOW	frontend/common/services/useProjectChangeRequest.ts	155	export async function updateProjectChangeRequest(	CODE
LOW	frontend/common/services/useIdentityFeatureState.ts	44	export async function getIdentityFeatureStateAll(	CODE
LOW	frontend/common/services/useIdentityFeatureState.ts	59	export async function createIdentityFeatureStates(	CODE
LOW	frontend/common/services/useOrganisationLicensing.ts	28	export async function uploadOrganisationLicence(	CODE
LOW	frontend/common/services/useSamlAttributeMapping.ts	54	export async function createSamlAttributeMapping(	CODE
LOW	frontend/common/services/useSamlAttributeMapping.ts	68	export async function deleteSamlAttributeMapping(	CODE
LOW	frontend/common/services/useSamlAttributeMapping.ts	96	export async function updateSamlAttributeMapping(	CODE
LOW	frontend/common/services/useRolePermissionGroup.ts	60	export async function createRolePermissionGroup(	CODE
LOW	frontend/common/services/useRolePermissionGroup.ts	77	export async function deleteRolePermissionGroup(	CODE
LOW	frontend/common/services/useRolePermissionGroup.ts	111	export async function updateRolePermissionGroup(	CODE
LOW	frontend/e2e/helpers/visual-regression.ts	63	export function isVisualRegressionEnabled(): boolean {	CODE
LOW	mcp/tests/unit/test_event_logging.py	7	def test_get_client_info__outside_request_context__returns_none() -> None:	CODE
LOW	mcp/tests/unit/test_event_logging.py	13	def test_get_client_info__no_client_params__returns_none(	CODE
LOW	mcp/tests/unit/test_event_logging.py	24	async def test_event_logging_middleware__no_client_info__empty_client_identity(	CODE
LOW	mcp/tests/unit/test_auth.py	8	def test_flagsmith_auth__header_in_http_request__forwards_to_upstream() -> None:	CODE
LOW	mcp/tests/unit/test_auth.py	24	def test_flagsmith_auth__no_http_request__leaves_upstream_unchanged() -> None:	CODE
LOW	mcp/tests/unit/test_auth.py	35	def test_flagsmith_auth__static_token_no_http_request__uses_api_key() -> None:	CODE
LOW	mcp/tests/unit/test_auth.py	46	def test_flagsmith_auth__forwarded_header__wins_over_static_token() -> None:	CODE
LOW	mcp/tests/unit/test_auth.py	61	def test_flagsmith_auth__upstream_already_authorized__does_not_override() -> None:	CODE
LOW	mcp/tests/unit/test_server.py	68	async def test_create_server__mcp_route__annotates_tool_per_method(	CODE
LOW	mcp/tests/unit/test_server.py	94	async def test_create_server__untagged_route__excluded_from_tools(	CODE
LOW	mcp/tests/unit/test_server.py	127	def test_run__configured_transport__runs_server_with_it(	CODE
LOW	mcp/tests/unit/test_server.py	149	def test_run__metrics_port_unset__metrics_server_not_started(	CODE
LOW	mcp/tests/unit/test_server.py	167	def test_run__metrics_port_set__metrics_server_started_with_it(	CODE
LOW	mcp/tests/unit/test_server.py	185	def test_run__http_transport__banner_off_uvicorn_logs_propagated(	CODE
LOW	mcp/tests/unit/test_config.py	7	def test_settings__unset__uses_saas_defaults(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
3168 more matches not shown…

Unused Imports295 hits · 284 pts

Severity	File	Line	Context
LOW	api/platform_hub/mappers.py	1	CODE
LOW	api/edge_api/identities/apps.py	10	CODE
LOW	api/edge_api/identities/utils.py	6	CODE
LOW	api/edge_api/identities/utils.py	6	CODE
LOW	api/api_keys/user.py	18	CODE
LOW	api/api_keys/user.py	19	CODE
LOW	api/custom_auth/apps.py	8	CODE
LOW	api/custom_auth/mfa/trench/urls/__init__.py	1	CODE
LOW	api/custom_auth/mfa/trench/views/__init__.py	1	CODE
LOW	api/sse/__init__.py	1	CODE
LOW	api/sse/__init__.py	1	CODE
LOW	api/core/models.py	21	CODE
LOW	api/core/models.py	22	CODE
LOW	api/core/models.py	23	CODE
LOW	api/core/constants.py	1	CODE
LOW	api/core/throttling.py	10	CODE
LOW	api/core/throttling.py	11	CODE
LOW	api/core/dataclasses.py	5	CODE
LOW	api/core/dataclasses.py	7	CODE
LOW	api/core/workflows_services.py	14	CODE
LOW	api/core/workflows_services.py	15	CODE
LOW	api/app/settings/local.py	3	CODE
LOW	api/app/settings/test.py	1	CODE
LOW	api/app/settings/develop.py	1	CODE
LOW	api/app/settings/production.py	1	CODE
LOW	api/experimentation/services.py	1	CODE
LOW	api/experimentation/models.py	17	CODE
LOW	api/experimentation/ingestion_sync_service.py	1	CODE
LOW	api/experimentation/views.py	6	CODE
LOW	api/experimentation/views.py	27	CODE
LOW	api/app_analytics/types.py	6	CODE
LOW	api/util/engine_models/context/mappers.py	26	CODE
LOW	api/util/mappers/sdk.py	10	CODE
LOW	api/util/mappers/dynamodb.py	11	CODE
LOW	api/util/mappers/dynamodb.py	33	CODE
LOW	api/util/mappers/dynamodb.py	34	CODE
LOW	api/util/mappers/dynamodb.py	34	CODE
LOW	api/util/mappers/dynamodb.py	35	CODE
LOW	api/util/mappers/__init__.py	1	CODE
LOW	api/util/mappers/__init__.py	1	CODE
LOW	api/util/mappers/__init__.py	1	CODE
LOW	api/util/mappers/__init__.py	1	CODE
LOW	api/util/mappers/__init__.py	1	CODE
LOW	api/util/mappers/__init__.py	1	CODE
LOW	api/util/mappers/__init__.py	1	CODE
LOW	api/util/mappers/__init__.py	1	CODE
LOW	api/util/mappers/__init__.py	1	CODE
LOW	api/util/mappers/__init__.py	1	CODE
LOW	api/util/mappers/__init__.py	13	CODE
LOW	api/util/mappers/__init__.py	13	CODE
LOW	api/util/mappers/__init__.py	13	CODE
LOW	api/util/mappers/__init__.py	13	CODE
LOW	api/util/mappers/__init__.py	19	CODE
LOW	api/util/mappers/engine.py	37	CODE
LOW	api/util/mappers/engine.py	37	CODE
LOW	api/util/mappers/engine.py	41	CODE
LOW	api/util/mappers/engine.py	41	CODE
LOW	api/util/mappers/engine.py	42	CODE
LOW	api/util/mappers/engine.py	42	CODE
LOW	api/util/mappers/engine.py	42	CODE
235 more matches not shown…

Hallucination Indicators19 hits · 190 pts

Severity	File	Line	Snippet	Context
CRITICAL	api/app_analytics/models.py	3	from django.core.exceptions import ValidationError	CODE
CRITICAL	api/features/models.py	449	and self.feature.project.organisation.github_config.exists()	CODE
CRITICAL	api/features/serializers.py	704	and feature_state.environment.project.organisation.github_config.exists() # type: ignore[union-attr]	CODE
CRITICAL	api/features/multivariate/serializers.py	3	from django.core.exceptions import ValidationError	CODE
CRITICAL	api/features/versioning/serializers.py	49	and feature_state.environment.project.organisation.github_config.exists()	CODE
CRITICAL	api/tests/unit/app_analytics/test_models.py	2	from django.core.exceptions import ValidationError	CODE
CRITICAL	…namodb/wrappers/test_unit_dynamodb_identity_wrapper.py	274	mocked_dynamo_table.batch_writer.return_value.__enter__.return_value.put_item.assert_not_called()	CODE
CRITICAL	api/tests/unit/features/test_unit_features_models.py	6	from django.core.exceptions import ValidationError	CODE
CRITICAL	…ions/lead_tracking/hubspot/test_unit_hubspot_client.py	164	hubspot_client.client.crm.companies.search_api.do_search.assert_called_once()	CODE
CRITICAL	…ions/lead_tracking/hubspot/test_unit_hubspot_client.py	210	hubspot_client.client.crm.companies.basic_api.create.assert_called_once()	CODE
CRITICAL	api/tests/unit/oauth2_metadata/test_services.py	2	from django.core.exceptions import ValidationError	CODE
CRITICAL	api/tests/unit/segments/test_unit_segments_models.py	5	from django.core.exceptions import ValidationError	CODE
CRITICAL	api/integrations/lead_tracking/hubspot/client.py	41	response = self.client.crm.contacts.batch_api.read(	CODE
CRITICAL	api/integrations/lead_tracking/hubspot/client.py	133	response = self.client.crm.companies.search_api.do_search(	CODE
CRITICAL	api/integrations/lead_tracking/hubspot/client.py	166	response = self.client.crm.companies.basic_api.create(	CODE
CRITICAL	api/integrations/lead_tracking/hubspot/client.py	189	response = self.client.crm.companies.basic_api.update(	CODE
CRITICAL	api/oauth2_metadata/services.py	4	from django.core.exceptions import ValidationError	CODE
CRITICAL	api/oauth2_metadata/serializers.py	3	from django.core.exceptions import ValidationError as DjangoValidationError	CODE
CRITICAL	api/segments/models.py	8	from django.core.exceptions import ValidationError	CODE

Modern Structural Boilerplate101 hits · 104 pts

Severity	File	Line	Snippet	Context
LOW	frontend/.claude/scripts/sync-types-helper.py	72	def update_metadata(stats: Dict) -> None:	CODE
LOW	api/metrics/metrics_service.py	14	logger = logging.getLogger(__name__)	CODE
LOW	api/edge_api/management/commands/migrate_to_edge_v2.py	9	logger = logging.getLogger(__name__)	CODE
LOW	api/edge_api/identities/tasks.py	29	logger = logging.getLogger(__name__)	CODE
LOW	api/edge_api/identities/export.py	16	logger = logging.getLogger(__name__)	CODE
LOW	api/custom_auth/oauth/github.py	18	logger = logging.getLogger(__name__)	CODE
LOW	api/custom_auth/oauth/views.py	20	logger = logging.getLogger(__name__)	CODE
LOW	api/custom_auth/oauth/helpers/github_helpers.py	5	logger = logging.getLogger(__name__)	CODE
LOW	api/custom_auth/mfa/trench/urls/base.py	3	__all__ = [	CODE
LOW	api/sse/tasks.py	19	logger = logging.getLogger(__name__)	CODE
LOW	api/sse/sse_service.py	16	logger = logging.getLogger(__name__)	CODE
LOW	api/import_export/export.py	52	logger = logging.getLogger(__name__)	CODE
LOW	api/import_export/import_.py	7	logger = logging.getLogger(__name__)	CODE
LOW	…xport/management/commands/dumporganisationtolocalfs.py	9	logger = logging.getLogger(__name__)	CODE
LOW	…export/management/commands/importorganisationfroms3.py	7	logger = logging.getLogger(__name__)	CODE
LOW	…ort_export/management/commands/dumporganisationtos3.py	7	logger = logging.getLogger(__name__)	CODE
LOW	api/core/signals.py	13	logger = logging.getLogger(__name__)	CODE
LOW	api/core/models.py	26	logger = logging.getLogger(__name__)	CODE
LOW	api/core/middleware/admin.py	8	logger = logging.getLogger(__name__)	CODE
LOW	api/core/management/commands/waitfordb.py	10	logger = logging.getLogger(__name__)	CODE
LOW	api/app/views.py	10	logger = logging.getLogger(__name__)	CODE
LOW	api/experimentation/services.py	608	def _update_rollout_in_place(experiment: Experiment, change_set: FlagChangeSet) -> None:	CODE
LOW	api/experimentation/views.py	72	logger = logging.getLogger(__name__)	CODE
LOW	api/app_analytics/influxdb_wrapper.py	27	logger = logging.getLogger(__name__)	CODE
LOW	api/app_analytics/track.py	16	logger = logging.getLogger(__name__)	CODE
LOW	api/app_analytics/views.py	33	logger = logging.getLogger(__name__)	CODE
LOW	api/util/engine_models/features/models.py	80	def set_value(self, value: typing.Any) -> None:	CODE
LOW	api/environments/models.py	67	logger = logging.getLogger(__name__)	CODE
LOW	api/environments/models.py	180	def update_environment_document_cache(self) -> None:	CODE
LOW	api/environments/models.py	497	def set_bad_key(environment_key: str) -> None:	CODE
LOW	api/environments/views.py	67	logger = logging.getLogger(__name__)	CODE
LOW	api/environments/dynamodb/services.py	20	logger = logging.getLogger(__name__)	CODE
LOW	api/environments/dynamodb/wrappers/identity_wrapper.py	34	logger = logging.getLogger(__name__)	CODE
LOW	api/environments/identities/traits/fields.py	13	logger = logging.getLogger(__name__)	CODE
LOW	…i/projects/management/commands/createinitialproject.py	11	logger = logging.getLogger(__name__)	CODE
LOW	api/features/signals.py	5	logger = logging.getLogger(__name__)	CODE
LOW	api/features/tasks.py	20	logger = logging.getLogger(__name__)	CODE
LOW	api/features/models.py	85	logger = logging.getLogger(__name__)	CODE
LOW	api/features/views.py	116	logger = logging.getLogger(__name__)	CODE
LOW	api/features/release_pipelines/core/models.py	269	def set_initial_split(self) -> None:	CODE
LOW	api/features/feature_external_resources/models.py	22	logger = logging.getLogger(__name__)	CODE
LOW	api/features/workflows/core/models.py	54	logger = logging.getLogger(__name__)	CODE
LOW	api/features/feature_health/services.py	95	def update_feature_unhealthy_tag(feature: "Feature") -> None:	CODE
LOW	api/features/feature_health/tasks.py	10	def update_feature_unhealthy_tag(feature_id: int) -> None:	CODE
LOW	api/features/feature_states/models.py	46	def set_value(self, value: str, type_: FeatureValueType) -> None:	CODE
LOW	api/features/versioning/tasks.py	38	logger = logging.getLogger(__name__)	CODE
LOW	api/features/versioning/versioning_service.py	327	def _update_segment_priority(feature_state: FeatureState, priority: int) -> None:	CODE
LOW	api/features/feature_segments/views.py	25	logger = logging.getLogger(__name__)	CODE
LOW⚡	api/tests/conftest.py	1298	def set_github_webhook_secret() -> None:	CODE
LOW	…/integrations/github/test_unit_github_cleanup_issue.py	30	def set_github_pat(settings: SettingsWrapper) -> None:	CODE
LOW	api/integrations/webhook/webhook.py	16	logger = logging.getLogger(__name__)	CODE
LOW	api/integrations/dynatrace/dynatrace.py	13	logger = logging.getLogger(__name__)	CODE
LOW	api/integrations/dynatrace/models.py	8	logger = logging.getLogger(__name__)	CODE
LOW	api/integrations/gitlab/views/__init__.py	9	__all__ = [	CODE
LOW	api/integrations/gitlab/client/__init__.py	22	__all__ = [	CODE
LOW	api/integrations/gitlab/services/__init__.py	31	__all__ = [	CODE
LOW	api/integrations/gitlab/services/tagging.py	23	def set_gitlab_tag(feature: Feature, new_label: GitLabTagLabel) -> None:	CODE
LOW	api/integrations/lead_tracking/hubspot/services.py	18	logger = logging.getLogger(__name__)	CODE
LOW	api/integrations/lead_tracking/hubspot/client.py	26	logger = logging.getLogger(__name__)	CODE
LOW	api/integrations/lead_tracking/hubspot/lead_tracker.py	14	logger = logging.getLogger(__name__)	CODE
41 more matches not shown…

Self-Referential Comments33 hits · 104 pts

Severity	File	Line	Snippet	Context
MEDIUM	api/app/settings/common.py	1271	# Define the cooldown duration, in seconds, for password reset emails	COMMENT
MEDIUM	api/app/settings/common.py	1273	# Define the threshold, in minutes, for updating the last login timestamp	COMMENT
MEDIUM	api/tests/unit/core/test_unit_core_migration_helpers.py	39	# Create a temporary file	COMMENT
MEDIUM	api/tests/unit/features/test_unit_features_views.py	3916	# Create a secondary feature state that will be versioned in the past.	COMMENT
MEDIUM	…mport_export/test_unit_features_import_export_views.py	230	# Create a FeatureImport that's processing already.	COMMENT
MEDIUM	…mport_export/test_unit_features_import_export_views.py	428	# Create a FeatureImport that will be filtered out.	COMMENT
MEDIUM	…mport_export/test_unit_features_import_export_views.py	435	# Create a FeatureImport that will be included	COMMENT
MEDIUM	…mport_export/test_unit_features_import_export_tasks.py	154	# Create the receiving organisation, project, etc.	COMMENT
MEDIUM	…mport_export/test_unit_features_import_export_tasks.py	301	# Create the receiving organisation, project, etc.	COMMENT
MEDIUM	…tures/feature_states/test_unit_feature_states_views.py	656	# Create the segment override manually	COMMENT
MEDIUM	…tures/feature_states/test_unit_feature_states_views.py	718	# Create the segment override manually	COMMENT
MEDIUM	…ts/unit/organisations/test_unit_organisations_views.py	2080	# Create a notification in the past which should not be shown.	COMMENT
MEDIUM	…s/unit/organisations/test_unit_organisations_models.py	619	# Create a notification which should be deleted shortly.	COMMENT
MEDIUM	…ts/unit/organisations/test_unit_organisations_tasks.py	452	# Create an OrganisationApiUsageNotification object for another organisation	COMMENT
MEDIUM	api/tests/unit/audit/test_unit_audit_signals.py	469	# Create an AuditLog as if it was created for a FeatureStateValue update	COMMENT
MEDIUM	api/tests/unit/audit/test_unit_audit_signals.py	583	# Create an audit log for a Feature (not FeatureState)	COMMENT
MEDIUM	api/tests/unit/users/test_unit_users_views.py	261	# Create a group	COMMENT
MEDIUM	api/tests/unit/api/test_unit_openapi.py	28	# Create an extension instance targeting the ResponseModel	COMMENT
MEDIUM	api/tests/unit/api/test_unit_openapi.py	33	# Create a mock AutoSchema with a registry	COMMENT
MEDIUM	api/tests/unit/segments/test_unit_segments_views.py	231	# Create the first segment (at the limit)	COMMENT
MEDIUM	api/tests/unit/segments/test_unit_segments_views.py	1705	# Create the whitelist to stop the validation.	COMMENT
MEDIUM	…ion/sentry/test_change_tracking_webhook_integration.py	188	# Create a new EFV draft	COMMENT
MEDIUM	api/integrations/lead_tracking/hubspot/lead_tracker.py	62	# Create the contact. HubSpot handles company creation and association	COMMENT
MEDIUM⚡	api/integrations/launch_darkly/services.py	325	# Create a negated child if it doesn't exist.	COMMENT
MEDIUM⚡	api/integrations/launch_darkly/services.py	333	# Create a new child rule if it doesn't exist. Each child rule is "AND"ed together because	COMMENT
MEDIUM⚡	api/integrations/launch_darkly/services.py	341	# Create a condition for each value. Each condition is "OR"ed together.	COMMENT
MEDIUM	api/integrations/launch_darkly/services.py	407	# Create a feature specific segment for the rule.	COMMENT
MEDIUM	api/integrations/launch_darkly/services.py	412	# Create a targeting rule for the new feature-specific segment.	COMMENT
MEDIUM	api/integrations/launch_darkly/services.py	457	# Create a segment override for those identities. This is a work-around to support individual	COMMENT
MEDIUM	api/integrations/launch_darkly/services.py	639	# Create the feature segment for the given rule and get the feature state objects from those	COMMENT
MEDIUM	api/integrations/launch_darkly/services.py	970	# Create a condition to match against those identities via "key" trait.	COMMENT
MEDIUM	api/integrations/launch_darkly/services.py	1027	# Create the segment rule for the segment.	COMMENT
MEDIUM	api/integrations/launch_darkly/services.py	1073	# Create an empty rule if there are no rules. This is required to create an "SegmentRule" object.	COMMENT

Cross-Language Confusion (JS/TS)9 hits · 60 pts

Severity	File	Line	Snippet	Context
HIGH	…settings/tabs/warehouse-tab/WarehouseEventCodeHelp.tsx	21	print('Hello, Flagsmith Warehouse!');`,	CODE
HIGH	…settings/tabs/warehouse-tab/WarehouseEventCodeHelp.tsx	108	print("Hello, Flagsmith Warehouse!")`,	CODE
HIGH⚡	frontend/common/code-help/init/init-ios.js	18	print(result)	CODE
HIGH⚡	frontend/common/code-help/init/init-ios.js	26	print(value ?? "nil")	CODE
HIGH⚡	frontend/common/code-help/init/init-ios.js	28	print(error)	CODE
HIGH	frontend/common/code-help/traits/traits-ios.js	5	print(error)	CODE
HIGH⚡	…ontend/common/code-help/create-user/create-user-ios.js	24	print(result)	CODE
HIGH⚡	…ontend/common/code-help/create-user/create-user-ios.js	34	print(value ?? "nil")	CODE
HIGH⚡	…ontend/common/code-help/create-user/create-user-ios.js	36	print(error)	CODE

Structural Annotation Overuse31 hits · 49 pts

Severity	File	Line	Snippet	Context
LOW	frontend/.claude/context/api-integration.md	13	### Step 1: Find Backend Endpoint	COMMENT
LOW	frontend/.claude/context/api-integration.md	19	### Step 2: Add Request Type	COMMENT
LOW	frontend/.claude/context/api-integration.md	32	### Step 3: Add RTK Query Endpoint	COMMENT
LOW	frontend/.claude/context/api-integration.md	63	### Step 4: Use in Component	COMMENT
LOW	frontend/.claude/context/api-integration.md	88	### Step 5: Run Linter	COMMENT
LOW	frontend/.claude/context/patterns/index.md	11	### Step 1: Check Backend API	COMMENT
LOW	frontend/.claude/context/patterns/index.md	20	### Step 2: Add Request Type	COMMENT
LOW	frontend/.claude/context/patterns/index.md	33	### Step 3: Extend RTK Query Service	COMMENT
LOW	frontend/.claude/context/patterns/index.md	63	### Step 4: Create Table Component	COMMENT
LOW	frontend/.claude/context/patterns/index.md	93	### Step 5: Add Tabs to Page	COMMENT
LOW	frontend/.claude/context/patterns/index.md	122	### Step 6: Run Linter	COMMENT
LOW	frontend/common/services/useFeatureVersion.ts	95	// Step 1: Create a new feature version	COMMENT
LOW	…ing-with-flagsmith/sdks/client-side-sdks/javascript.md	371	### Step 1: Initialise your Datadog RUM SDK with the feature_flags experimental feature	COMMENT
LOW	…ing-with-flagsmith/sdks/client-side-sdks/javascript.md	386	### Step 2: Initialise the Flagsmith SDK with configuring	COMMENT
LOW	…ing-with-flagsmith/sdks/client-side-sdks/javascript.md	404	### Step 3: What happens next	COMMENT
LOW	…ing-with-flagsmith/sdks/client-side-sdks/javascript.md	432	### Step 1: Pass `enableDynatrace` into `flagsmith.init()`	COMMENT
LOW	…ing-with-flagsmith/sdks/client-side-sdks/javascript.md	458	### Step 2: Add the session properties to your Dynatrace application settings	COMMENT
LOW	…egrating-with-flagsmith/sdks/client-side-sdks/react.md	43	### Step 1: Wrapping your application with Flagsmith Provider	COMMENT
LOW	…egrating-with-flagsmith/sdks/client-side-sdks/react.md	72	### Step 2: Using useFlags to access feature values and enabled state	COMMENT
LOW	…egrating-with-flagsmith/sdks/client-side-sdks/react.md	108	### Step 3: Using useFlagsmith to access the Flagsmith instance	COMMENT
LOW⚡	docs/docs/third-party-integrations/analytics/heap.md	55	### Step 1 - Create a Custom Event Definition	COMMENT
LOW⚡	docs/docs/third-party-integrations/analytics/heap.md	61	### Step 2 - Create a Segment based on this new Custom Event Property	COMMENT
LOW⚡	docs/docs/third-party-integrations/analytics/heap.md	67	### Step 3 - Create your Report	COMMENT
LOW	…ministration-and-maintenance/upgrades-and-rollbacks.md	45	### Step 1: Generate Rollback Commands	COMMENT
LOW	…ministration-and-maintenance/upgrades-and-rollbacks.md	80	### Step 2: Execute the Rollback Commands	COMMENT
LOW	docs/docs/performance/edge-api.md	64	### Step 1 - Prepare your applications	COMMENT
LOW	docs/docs/performance/edge-api.md	68	### Step 2 - Migrate your data	COMMENT
LOW	docs/docs/performance/edge-api.md	84	### Step 3 - Deploy your applications	COMMENT
LOW	docs/docs/managing-flags/release-pipeline.md	26	### Step 1: Navigate to Release Pipelines	COMMENT
LOW	docs/docs/managing-flags/release-pipeline.md	34	### Step 2: Configure Pipeline Settings	COMMENT
LOW	api/telemetry/middleware.py	31	# NOTE: The following W3C Baggage items are added by downstream processor	COMMENT

Cross-File Repetition8 hits · 40 pts

Severity	File	Snippet	Context
HIGH	api/edge_api/identities/views.py	get environment object from url parameters in request.	STRING
HIGH	api/environments/identities/views.py	get environment object from url parameters in request.	STRING
HIGH	api/features/views.py	get environment object from url parameters in request.	STRING
HIGH	…sions/permission_service/test_is_user_project_admin.py	specific test to verify that a user no longer has permission to access resources via a group, if they no longer belong t	STRING
HIGH	…on_service/test_get_permitted_environments_for_user.py	specific test to verify that a user no longer has permission to access resources via a group, if they no longer belong t	STRING
HIGH	…s/permission_service/test_is_user_environment_admin.py	specific test to verify that a user no longer has permission to access resources via a group, if they no longer belong t	STRING
HIGH	…ission_service/test_get_permitted_projects_for_user.py	specific test to verify that a user no longer has permission to access resources via a group, if they no longer belong t	STRING
HIGH	…sion_service/test_user_has_organisation_permissions.py	specific test to verify that a user no longer has permission to access resources via a group, if they no longer belong t	STRING

Fake / Example Data38 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	README.md	47	Superuser "admin@example.com" created successfully.	CODE
LOW	frontend/README.md	15	Superuser "admin@example.com" created successfully.	CODE
LOW	…documentation/pages/onboarding/InlineInput.stories.tsx	45	render: () => <Controlled label='Organisation' initial='Acme Inc' />,	CODE
LOW	…entation/pages/onboarding/OnboardingHeader.stories.tsx	9	organisationName: 'Acme Inc',	CODE
LOW	…es/onboarding/hooks/__tests__/useSmartDefaults.test.ts	7	${'alice@acme-corp.com'} \| ${'Alice'} \| ${'Acme Corp'}	CODE
LOW	frontend/common/utils/__tests__/format.test.ts	114	${{ email: 'john@email.com', firstName: 'John', lastName: 'Doe' }} \| ${'John Doe'}	CODE
LOW	…rating-with-flagsmith/sdks/client-side-sdks/android.md	129	flagsmith.setTrait(Trait(key = "set-from-client", value = "12345"), identity = "test@test.com") { result ->	CODE
LOW	…rating-with-flagsmith/sdks/client-side-sdks/android.md	147	flagsmith.getTraits(identity = "test@test.com") { result ->	CODE
LOW	…ocs/administration-and-security/access-control/scim.md	161	API supports filtering (e.g. `filter=userName eq "user@example.com"`) and pagination (`startIndex`, `count`) on list	CODE
LOW	api/app/settings/common.py	536	ADMIN_EMAIL = env("ADMIN_EMAIL", default="admin@example.com")	CODE
LOW⚡	…/features/workflows/core/test_unit_workflows_models.py	343	user = django_user_model.objects.create(email="user@example.com")	CODE
LOW⚡	…/features/workflows/core/test_unit_workflows_models.py	362	user = django_user_model.objects.create(email="user@example.com")	CODE
LOW	…ad_tracking/hubspot/test_unit_hubspot_lead_tracking.py	310	email="user@example.com",	CODE
LOW	…ad_tracking/hubspot/test_unit_hubspot_lead_tracking.py	352	email="user@example.com",	CODE
LOW	…ad_tracking/hubspot/test_unit_hubspot_lead_tracking.py	427	email="user@example.com",	CODE
LOW	…ch_darkly/example_api_responses/getFeatureFlags_2.json	36	"email": "test@test.com",	CODE
LOW	…ch_darkly/example_api_responses/getFeatureFlags_1.json	36	"email": "test@test.com",	CODE
LOW	…ch_darkly/example_api_responses/getFeatureFlags_1.json	163	"email": "test@test.com",	CODE
LOW	…ch_darkly/example_api_responses/getFeatureFlags_1.json	290	"email": "test@test.com",	CODE
LOW	…ch_darkly/example_api_responses/getFeatureFlags_1.json	421	"email": "test@test.com",	CODE
LOW	…grations/launch_darkly/client_responses/get_flags.json	21	"email": "test@test.com",	CODE
LOW	…grations/launch_darkly/client_responses/get_flags.json	149	"email": "test@test.com",	CODE
LOW	…grations/launch_darkly/client_responses/get_flags.json	277	"email": "test@test.com",	CODE
LOW	…grations/launch_darkly/client_responses/get_flags.json	409	"email": "test@test.com",	CODE
LOW	…grations/launch_darkly/client_responses/get_flags.json	548	"email": "test@test.com",	CODE
LOW	…grations/launch_darkly/client_responses/get_flags.json	679	"email": "test@test.com",	CODE
LOW	…grations/launch_darkly/client_responses/get_flags.json	1005	"email": "test@test.com",	CODE
LOW	…grations/launch_darkly/client_responses/get_flags.json	1207	"email": "test@test.com",	CODE
LOW	…grations/launch_darkly/client_responses/get_flags.json	1433	"email": "test@test.com",	CODE
LOW	…ts/unit/organisations/test_unit_organisations_views.py	829	settings.ORG_SUBSCRIPTION_CANCELLED_ALERT_RECIPIENT_LIST = ["foo@bar.com"]	CODE
LOW	…ts/unit/organisations/test_unit_organisations_views.py	867	settings.ORG_SUBSCRIPTION_CANCELLED_ALERT_RECIPIENT_LIST = ["foo@bar.com"]	CODE
LOW	…ts/unit/organisations/test_unit_organisations_views.py	906	settings.ORG_SUBSCRIPTION_CANCELLED_ALERT_RECIPIENT_LIST = ["foo@bar.com"]	CODE
LOW	…ts/unit/organisations/test_unit_organisations_tasks.py	273	recipient = "foo@bar.com"	CODE
LOW	…ts/unit/organisations/test_unit_organisations_tasks.py	502	assert email.to == ["admin@example.com"]	CODE
LOW	…ts/unit/organisations/test_unit_organisations_tasks.py	646	assert email.to == ["admin@example.com", "staff@example.com"]	CODE
LOW	…ts/unit/organisations/test_unit_organisations_tasks.py	792	assert email.to == ["admin@example.com", "staff@example.com"]	CODE
LOW	…ts/unit/organisations/test_unit_organisations_tasks.py	1787	assert email2.to == ["admin@example.com", "staff@example.com"]	CODE
LOW	…ts/unit/organisations/test_unit_organisations_tasks.py	1805	assert email3.to == ["admin@example.com", "staff@example.com"]	CODE

Magic Placeholder Names7 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	frontend/web/components/integrations/MCPIntegration.tsx	132	<InlineCode><your-api-key></InlineCode>.	CODE
HIGH	…ontend/web/components/integrations/mcp/mcpSnippets.tsx	15	export const API_KEY_PLACEHOLDER = '<your-api-key>'	CODE
HIGH	…nd-security/governance-and-compliance/custom-fields.md	76	-H "Authorization: Api-Key YOUR_API_KEY"	CODE
HIGH	…nd-security/governance-and-compliance/custom-fields.md	105	-H "Authorization: Api-Key YOUR_API_KEY"	CODE
HIGH	docs/docs/deployment-self-hosting/mcp-server.md	76	FLAGSMITH_API_TOKEN=<your-api-key> \	CODE
HIGH	docs/docs/deployment-self-hosting/mcp-server.md	94	"FLAGSMITH_API_TOKEN": "<your-api-key>"	CODE
HIGH	docs/docs/deployment-self-hosting/mcp-server.md	144	Authorization: Api-Key <your-api-key>	CODE

Decorative Section Separators6 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	api/tests/conftest.py	1440	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	api/tests/conftest.py	1442	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	api/tests/conftest.py	136	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	api/tests/conftest.py	138	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	api/tests/conftest.py	165	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	api/tests/conftest.py	167	# ---------------------------------------------------------------------------	COMMENT

Excessive Try-Catch Wrapping18 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	mcp/src/flagsmith_mcp/metrics.py	43	except Exception:	CODE
LOW	mcp/src/flagsmith_mcp/events.py	49	except Exception:	CODE
LOW	api/edge_api/management/commands/migrate_to_edge_v2.py	23	except Exception: # pragma: no cover	CODE
LOW	…mport_export/json_serializers_with_metadata_support.py	35	except Exception as exc:	CODE
LOW	api/core/redis_cluster.py	134	except Exception as e:	CODE
LOW	api/experimentation/services.py	764	except Exception:	CODE
LOW	api/experimentation/tasks.py	98	except Exception as exc:	CODE
LOW	api/experimentation/tasks.py	133	except Exception as exc:	CODE
LOW⚡	api/features/import_export/tasks.py	127	except Exception:	CODE
LOW⚡	api/features/import_export/tasks.py	139	except Exception:	CODE
LOW	api/segment_membership/tasks.py	113	except Exception:	CODE
LOW	api/segment_membership/tasks.py	237	except Exception:	CODE
LOW	api/integrations/launch_darkly/services.py	90	except Exception as exc:	CODE
LOW	api/integrations/launch_darkly/tasks.py	32	except Exception:	CODE
LOW	api/organisations/tasks.py	151	except Exception:	CODE
LOW	api/organisations/tasks.py	277	except Exception:	CODE
LOW	api/organisations/usage_reporting/services.py	74	except Exception:	CODE
LOW	api/telemetry/apps.py	17	except Exception as e:	CODE

Cross-Language Confusion3 hits · 18 pts

Severity	File	Line	Snippet	Context
HIGH	api/environments/identities/serializers.py	89	help_text="One of: null, 'SEGMENT', 'IDENTITY'."	CODE
HIGH	api/features/models.py	550	# identity is the highest priority so we can always return true	COMMENT
HIGH	…unit/environments/dynamodb/test_unit_dynamodb_utils.py	58	'{"outer":{"inner":"value","list":[1,2]},"flag":true,"empty":null}'.encode()	CODE

Deep Nesting20 hits · 16 pts

Severity	File	Line	Context
LOW	api/edge_api/identities/export.py	19	CODE
LOW	api/app_analytics/mappers.py	65	CODE
LOW	api/features/models.py	532	CODE
LOW	api/features/permissions.py	89	CODE
LOW	api/features/features_service.py	47	CODE
LOW	api/features/feature_health/services.py	59	CODE
LOW	api/features/versioning/models.py	327	CODE
LOW	api/segment_membership/tasks.py	58	CODE
LOW	api/integrations/gitlab/mappers.py	93	CODE
LOW	api/integrations/launch_darkly/services.py	293	CODE
LOW	api/integrations/launch_darkly/services.py	437	CODE
LOW	api/integrations/launch_darkly/services.py	545	CODE
LOW	api/integrations/launch_darkly/services.py	699	CODE
LOW	api/integrations/launch_darkly/services.py	762	CODE
LOW	api/integrations/launch_darkly/services.py	1106	CODE
LOW	api/organisations/views.py	77	CODE
LOW	api/api/openapi.py	289	CODE
LOW	api/webhooks/permissions.py	8	CODE
LOW	api/metadata/serializers.py	130	CODE
LOW	api/metadata/permissions.py	11	CODE

AI Slop Vocabulary7 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/web/components/modals/CreateSegment.tsx	536	// Need to fix this to be more robust and handle post save	COMMENT
LOW	api/edge_api/identities/export.py	72	# dynamo object, we just create a default object with a value of null.	COMMENT
LOW	api/core/models.py	91	# and fall back to just return an empty list.	COMMENT
LOW	api/app_analytics/influxdb_wrapper.py	134	# Influx throws an error for an empty range, so just return a list.	COMMENT
LOW	api/features/models.py	834	# the identity, then we just return the default feature state value (or None	COMMENT
MEDIUM	api/audit/tasks.py	66	# NOTE: This NEEDS to leverage btree indexes on AuditLog	COMMENT
LOW	api/users/serializers.py	151	# TODO: remove users from here and just add a summary of number of users	COMMENT

AI Structural Patterns11 hits · 11 pts

Severity	File	Line	Context
LOW	api/core/middleware/axes.py	15	CODE
LOW	api/app_analytics/middleware.py	24	CODE
LOW	api/app_analytics/middleware.py	45	CODE
LOW	api/features/views.py	423	CODE
LOW	api/features/views.py	441	CODE
LOW	…sts/unit/integrations/github/test_unit_github_views.py	488	CODE
LOW	…sts/unit/integrations/github/test_unit_github_views.py	496	CODE
LOW	api/tests/unit/telemetry/helpers.py	1	CODE
LOW	api/tests/integration/helpers.py	83	CODE
LOW	api/integrations/webhook/webhook.py	54	CODE
LOW	api/webhooks/webhooks.py	336	CODE

Over-Commented Block9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yml	21		COMMENT
LOW	frontend/web/styles/_primitives.scss	1	// =============================================================================	COMMENT
LOW	frontend/web/styles/3rdParty/_bootstrap.scss	81		COMMENT
LOW	…-settings/tabs/warehouse-tab/sendWarehouseTestEvent.ts	1	import { createFlagsmithInstance } from '@flagsmith/flagsmith/isomorphic'	COMMENT
LOW	…ts/pages/onboarding/OnboardingFlow/OnboardingFlow.scss	1	// Reading-column width for the onboarding flow - a focused, single-task flow	COMMENT
LOW	…pages/onboarding/OnboardingConnectPanel/sdkSnippets.ts	1	// Snippets for every SDK we support, sourced from the maintained	COMMENT
LOW	frontend/common/services/useMultivariateOption.ts	21	// No invalidatesTags: every save chain already ends with a broad	COMMENT
LOW	api/tests/unit/util/test_util.py	141	# Given an iterable whose length isn't a multiple of the batch size	COMMENT
LOW	…sions/permission_service/test_is_user_project_admin.py	141	# Should take only 4 queries:	COMMENT

Redundant / Tautological Comments5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	api/sse/sse_service.py	70	# Check if timeout has been reached before processing each file	COMMENT
LOW	api/app/settings/common.py	1047	# Set this to enable create organisation for only superusers	COMMENT
LOW	api/app/settings/common.py	1352	# Set this to add newly created users to an organisation	COMMENT
LOW	api/environments/identities/traits/views.py	155	# Check if trait value was provided with request data. If so, we need to figure out value_type from	COMMENT
LOW	api/features/views.py	755	# Check if feature state value was provided with request data. If so, create / update	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	frontend/common/services/useFeatureVersion.ts	95	// Step 1: Create a new feature version	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	api/app_analytics/constants.py	18	# We make sure to only track known SDK versions	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings