HumanSignal/label-studio

5.3

Adjusted Score

5.3

Raw Score

100%

Time Factor

2026-07-14

Last Push

27.8K

Stars

TypeScript

Language

624.5K

Lines of Code

3.6K

Files

1.9K

Pattern Hits

2026-07-14

Scan Date

0.07

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 25HIGH 220MEDIUM 95LOW 1550

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 1890 distinct pattern matches across 24 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 Identifiers900 hits · 896 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/conftest.py	15	def clear_current_context_after_test():	CODE
LOW	label_studio/server.py	58	def _apply_database_migrations():	CODE
LOW	label_studio/organizations/models.py	165	def projects_sorted_by_created_at(self):	CODE
LOW	label_studio/organizations/models.py	176	def per_project_invited_users(self):	CODE
LOW	label_studio/organizations/serializers.py	58	def get_contributed_to_projects(self, user) -> list[ProjectInfo] \| None:	CODE
LOW	label_studio/organizations/serializers.py	83	def get_contributed_to_projects(self, member) -> list[ProjectInfo] \| None:	CODE
LOW	label_studio/organizations/serializers.py	100	def get_contributed_projects_count(self, member) -> int:	CODE
LOW	label_studio/organizations/serializers.py	118	def get_contributed_to_projects(self, member) -> list[ProjectInfo] \| None:	CODE
LOW	label_studio/organizations/api.py	138	def _get_created_projects_map(self):	STRING
LOW	label_studio/organizations/api.py	156	def _get_contributed_to_projects_map(self):	STRING
LOW	label_studio/organizations/tests/factories.py	19	def created_by_active_organization(self, create, extracted, **kwargs):	CODE
LOW	label_studio/organizations/tests/test_api.py	22	def test_list_organization_members(self):	CODE
LOW	label_studio/organizations/tests/test_api.py	47	def test_list_with_contributed_to_projects(self):	CODE
LOW	…bel_studio/session_policy/tests/test_session_policy.py	9	def test_session_timeout_policy():	CODE
LOW	label_studio/tasks/functions.py	49	def redis_job_for_calculation(org_id, from_scratch, migration_name='0018_manual_migrate_counters'):	CODE
LOW	label_studio/tasks/functions.py	137	def _fill_annotations_project(project_id):	CODE
LOW	label_studio/tasks/functions.py	151	def _fill_predictions_project(migration_name='0043_auto_20230825'):	CODE
LOW	label_studio/tasks/functions.py	238	def bulk_update_is_labeled_by_overlap(tasks_ids, project):	CODE
LOW⚡	label_studio/tasks/mixins.py	14	def post_process_bulk_update_stats(cls, tasks) -> None:	CODE
LOW⚡	label_studio/tasks/mixins.py	24	def after_bulk_delete_actions(tasks_ids, project):	CODE
LOW⚡	label_studio/tasks/models.py	573	def increase_project_summary_counters(self):	CODE
LOW⚡	label_studio/tasks/models.py	578	def decrease_project_summary_counters(self):	CODE
LOW⚡	label_studio/tasks/models.py	583	def ensure_unique_groundtruth(self, annotation_id):	CODE
LOW	label_studio/tasks/models.py	224	def get_predictions_for_prelabeling(self):	CODE
LOW	label_studio/tasks/models.py	331	def overlap_with_agreement_threshold(self, num, num_locks):	CODE
LOW	label_studio/tasks/models.py	601	def delete_tasks_without_signals(queryset):	CODE
LOW	label_studio/tasks/models.py	614	def delete_tasks_without_signals_from_task_ids(task_ids):	CODE
LOW	label_studio/tasks/models.py	818	def increase_project_summary_counters(self):	CODE
LOW	label_studio/tasks/models.py	824	def decrease_project_summary_counters(self):	CODE
LOW	label_studio/tasks/models.py	867	def _update_task_state_after_deletion(self, task, project):	CODE
LOW	label_studio/tasks/models.py	873	def on_delete_update_counters(self):	CODE
LOW	label_studio/tasks/models.py	1106	def prepare_prediction_result(cls, result, project):	CODE
LOW	label_studio/tasks/models.py	1377	def update_all_task_states_after_deleting_task(sender, instance, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1401	def _task_data_is_not_updated(update_fields):	CODE
LOW	label_studio/tasks/models.py	1407	def delete_project_summary_data_columns_before_updating_task(sender, instance, update_fields, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1421	def update_project_summary_data_columns(sender, instance, created, update_fields, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1430	def delete_project_summary_annotations_before_updating_annotation(sender, instance, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1458	def update_project_summary_annotations_and_is_labeled(sender, instance, created, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1474	def remove_predictions_from_project(sender, instance, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1482	def save_predictions_to_project(sender, instance, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1541	def deprecated_bulk_update_stats_project_tasks(tasks, project=None):	CODE
LOW	label_studio/tasks/models.py	1591	def bulk_update_stats_project_tasks(tasks, project=None):	CODE
LOW	label_studio/tasks/serializers.py	36	def sanitize_prediction_import_payload(prediction):	CODE
LOW	label_studio/tasks/serializers.py	406	def _insert_valid_completed_by(annotations, members_email_to_id, members_ids, default_user):	CODE
LOW	label_studio/tasks/serializers.py	443	def _insert_valid_user_reviews(dicts, members_email_to_id, default_user):	CODE
LOW	label_studio/tasks/serializers.py	467	def _insert_valid_user_drafts(dicts, members_email_to_id, default_user):	CODE
LOW	label_studio/tasks/serializers.py	820	def post_process_custom_callback(project_id, user):	CODE
LOW	label_studio/tasks/api.py	306	def get_retrieve_serializer_context(self, request):	STRING
LOW	label_studio/tasks/api.py	351	def get_excluded_fields_for_evaluation(self):	STRING
LOW	label_studio/tasks/api.py	484	def merge_result_into_distributions(result):	STRING
LOW	label_studio/tasks/api.py	1078	def process_intermediate_state(self, annotation, draft):	STRING
LOW⚡	label_studio/tasks/tests/test_lazy_load_annotations.py	41	def test_stub_serializer_excludes_result(self):	CODE
LOW⚡	label_studio/tasks/tests/test_lazy_load_annotations.py	49	def test_stub_serializer_includes_is_stub_flag(self):	CODE
LOW⚡	label_studio/tasks/tests/test_lazy_load_annotations.py	57	def test_stub_serializer_includes_metadata(self):	CODE
LOW	label_studio/tasks/tests/test_lazy_load_annotations.py	83	def test_full_serializer_includes_result(self):	CODE
LOW	label_studio/tasks/tests/test_lazy_load_annotations.py	93	def test_full_serializer_does_not_have_is_stub(self):	CODE
LOW	label_studio/tasks/tests/test_lazy_load_annotations.py	125	def test_task_api_with_annotations_stub_enabled(self):	CODE
LOW	label_studio/tasks/tests/test_lazy_load_annotations.py	142	def test_task_api_without_annotations_stub(self):	CODE
LOW	label_studio/tasks/tests/test_lazy_load_annotations.py	159	def test_task_api_with_feature_flag_disabled(self):	CODE
LOW	label_studio/tasks/tests/test_lazy_load_annotations.py	199	def test_get_single_annotation(self):	CODE
840 more matches not shown…

Cross-File Repetition168 hits · 840 pts

Severity	File	Line	Snippet	Context
HIGH	label_studio/server.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/__init__.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/manage.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/organizations/models.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/organizations/serializers.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/organizations/__init__.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/organizations/apps.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/organizations/forms.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/organizations/api.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/organizations/admin.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/organizations/urls.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/organizations/middleware.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/organizations/views.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/tasks/models.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/tasks/serializers.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/tasks/__init__.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/tasks/api.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/tasks/urls.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/tasks/validation.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/mixins.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/label_config.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/version.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/__init__.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/context_processors.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/redis.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/storage.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/permissions.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/argparser.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/bulk_update_utils.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/middleware.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/views.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/wsgi.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/templatetags/filters.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/settings/label_studio.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/settings/__init__.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/settings/base.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/utils/io.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/utils/__init__.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/utils/common.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/utils/exceptions.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/core/utils/contextlog.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/models.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/base_models.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/filesystem.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/serializers.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/__init__.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/api.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/utils.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/all_api.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/urls.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/s3/models.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/s3/serializers.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/s3/__init__.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/s3/api.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/s3/utils.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/redis/models.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/redis/serializers.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/redis/__init__.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/redis/api.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
HIGH	label_studio/io_storages/tests/test_localfiles_view.py	0	this file and its contents are licensed under the apache license 2.0. please see the included notice for copyright infor	STRING
108 more matches not shown…

Hallucination Indicators25 hits · 265 pts

Severity	File	Line	Snippet	Context
CRITICAL	label_studio/core/utils/common.py	28	from django.core.exceptions import ValidationError	CODE
CRITICAL	label_studio/core/static/js/jquery.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE
CRITICAL⚡	…tudio/io_storages/tests/test_localfiles_serializers.py	6	from django.core.exceptions import ValidationError as DjangoValidationError # type: ignore[import]	CODE
CRITICAL	…studio/io_storages/tests/test_localfiles_validation.py	4	from django.core.exceptions import ValidationError # type: ignore[import]	CODE
CRITICAL	label_studio/io_storages/localfiles/models.py	12	from django.core.exceptions import ValidationError	CODE
CRITICAL	label_studio/io_storages/localfiles/serializers.py	6	from django.core.exceptions import ValidationError as DjangoValidationError # type: ignore[import]	CODE
CRITICAL	label_studio/io_storages/azure_blob/models.py	10	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	label_studio/users/validators.py	2	from django.core.exceptions import ValidationError	CODE
CRITICAL	label_studio/users/forms.py	9	from django.core.exceptions import ValidationError as DjangoValidationError	CODE
CRITICAL	label_studio/webhooks/models.py	4	from django.core.exceptions import ValidationError	CODE
CRITICAL	…itor/tests/integration/e2e/control_tags/textarea.cy.ts	427	const model = win.Htx.annotationStore.selected.names.get("desc");	CODE
CRITICAL	…itor/tests/integration/e2e/control_tags/textarea.cy.ts	440	const model = win.Htx.annotationStore.selected.names.get("desc");	CODE
CRITICAL	…itor/tests/integration/e2e/control_tags/textarea.cy.ts	453	const model = win.Htx.annotationStore.selected.names.get("desc");	CODE
CRITICAL	…itor/tests/integration/e2e/control_tags/textarea.cy.ts	470	const model = win.Htx.annotationStore.selected.names.get("desc");	CODE
CRITICAL	…itor/tests/integration/e2e/control_tags/textarea.cy.ts	488	const model = win.Htx.annotationStore.selected.names.get("desc");	CODE
CRITICAL	…itor/tests/integration/e2e/control_tags/textarea.cy.ts	511	const model = win.Htx.annotationStore.selected.names.get("desc");	CODE
CRITICAL	web/libs/editor/src/tags/object/Video/Video.js	158	return self.annotation.regionStore.selection.list.filter((reg) => reg.type === "timelineregion");	CODE
CRITICAL	…/src/components/ImageView/__tests__/ImageView.test.jsx	691	const onMouseEnter = item.stageRef.on.mock.calls.find((c) => c[0] === "mouseenter")?.[1];	CODE
CRITICAL	…/src/components/ImageView/__tests__/ImageView.test.jsx	692	const onMouseMove = item.stageRef.on.mock.calls.find((c) => c[0] === "mousemove")?.[1];	CODE
CRITICAL	web/libs/editor/src/components/TextHighlight/Node.jsx	27	store.annotationStore.selected.regionStore.regions.forEach((i) => {	CODE
CRITICAL	web/libs/frontend-test/src/helpers/LSF/LabelStudio.ts	269	const isReady = win.Htx.annotationStore.selected.objects.every((object) => object.isReady);	CODE
CRITICAL⚡	docs/themes/v2/source/js/playground/jquery-ui.min.js	6	(function(t){"function"==typeof define&&define.amd?define(["jquery"],t):t(jQuery)})(function(t){function e(t){for(var e=	CODE
CRITICAL⚡	docs/themes/v2/source/js/playground/jquery-ui.min.js	9	}},_updateDatepicker:function(e){this.maxRows=4,m=e,e.dpDiv.empty().append(this._generateHTML(e)),this._attachHandlers(e	CODE
CRITICAL	docs/themes/v2/source/js/playground/codemirror.js	12084	return this.cm.display.wrapper.ownerDocument.getSelection();	CODE
CRITICAL	docs/themes/v2/source/js/playground/jquery.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE

Excessive Try-Catch Wrapping163 hits · 172 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/server.py	329	except Exception as e:	CODE
LOW	label_studio/tasks/models.py	485	except Exception as exc:	CODE
LOW	label_studio/tasks/models.py	527	except Exception as exc:	CODE
LOW	label_studio/tasks/models.py	539	except Exception as exc:	CODE
LOW	label_studio/tasks/models.py	1223	except Exception as exc:	CODE
LOW	label_studio/tasks/models.py	1357	except Exception as exc:	CODE
LOW	label_studio/tasks/models.py	1388	except Exception as exc:	CODE
LOW	label_studio/tasks/serializers.py	604	except Exception as e:	CODE
LOW	label_studio/tasks/serializers.py	633	except Exception as e:	CODE
LOW	label_studio/core/label_config.py	233	except Exception:	CODE
LOW	label_studio/core/version.py	119	except Exception as e:	CODE
LOW	label_studio/core/current_request.py	102	except Exception:	CODE
LOW	label_studio/core/redis.py	49	except Exception:	CODE
LOW	label_studio/core/redis.py	196	except Exception:	CODE
LOW	label_studio/core/redis.py	202	except Exception:	CODE
LOW	label_studio/core/redis.py	223	except Exception:	CODE
LOW	label_studio/core/redis.py	285	except Exception as e:	CODE
MEDIUM	label_studio/core/redis.py	21	def _truncate_args_for_logging(args, kwargs, max_length=30):	CODE
LOW	label_studio/core/migration_helpers.py	35	except Exception as e:	CODE
LOW	label_studio/core/migration_helpers.py	51	except Exception as e:	CODE
LOW	label_studio/core/views.py	167	except Exception:	CODE
LOW	label_studio/core/tests/test_redis.py	60	except Exception as exc: # pragma: no cover - used for regression verification	CODE
MEDIUM	label_studio/core/tests/test_redis.py	57	def runner():	CODE
LOW	label_studio/core/utils/db.py	141	except Exception as e:	CODE
LOW	label_studio/core/utils/params.py	32	except Exception as e:	CODE
LOW	label_studio/core/utils/params.py	52	except Exception as e:	CODE
LOW	label_studio/core/utils/secret_key.py	40	except Exception as e:	CODE
LOW⚡	label_studio/core/utils/common.py	380	except Exception:	CODE
LOW	label_studio/core/utils/common.py	484	except Exception:	CODE
LOW	label_studio/core/utils/common.py	492	except Exception:	CODE
MEDIUM	label_studio/core/utils/common.py	226	def string_is_url(url):	CODE
LOW	label_studio/core/utils/manifest_assets.py	16	except Exception:	CODE
LOW	label_studio/core/utils/contextlog.py	28	except Exception as exc:	CODE
LOW	label_studio/core/utils/contextlog.py	210	except Exception as exc:	CODE
MEDIUM	label_studio/core/utils/contextlog.py	23	def _load_log_payloads():	CODE
MEDIUM	label_studio/core/utils/contextlog.py	72	def _get_response_content(self, response):	CODE
LOW	label_studio/io_storages/functions.py	60	except Exception as exc:	CODE
LOW	label_studio/io_storages/proxy_api.py	36	except Exception as exc:	CODE
LOW	label_studio/io_storages/proxy_api.py	70	except Exception as exc:	CODE
LOW	label_studio/io_storages/proxy_api.py	116	except Exception as e:	CODE
LOW	label_studio/io_storages/proxy_api.py	122	except Exception as e:	CODE
LOW	label_studio/io_storages/proxy_api.py	276	except Exception as e:	CODE
LOW	label_studio/io_storages/base_models.py	412	except Exception:	CODE
LOW	label_studio/io_storages/base_models.py	460	except Exception:	CODE
LOW	label_studio/io_storages/base_models.py	720	except Exception:	CODE
LOW	label_studio/io_storages/base_models.py	905	except Exception:	CODE
LOW	label_studio/io_storages/api.py	91	except Exception as exc:	CODE
LOW⚡	label_studio/io_storages/api.py	209	except Exception as exc:	CODE
LOW	label_studio/io_storages/utils.py	48	except Exception as exc:	CODE
LOW	label_studio/io_storages/utils.py	81	except Exception as exc:	CODE
LOW	label_studio/io_storages/utils.py	222	except Exception as e:	CODE
LOW	label_studio/io_storages/utils.py	247	except Exception as e:	CODE
LOW	label_studio/io_storages/all_api.py	139	except Exception:	CODE
LOW	label_studio/io_storages/all_api.py	176	except Exception:	CODE
MEDIUM	label_studio/io_storages/all_api.py	131	def _get_response(self, api, request, args, *kwargs):	CODE
MEDIUM	label_studio/io_storages/all_api.py	168	def _get_response(self, api, request, args, *kwargs):	CODE
LOW	label_studio/io_storages/s3/models.py	171	except Exception as e:	CODE
LOW	label_studio/io_storages/s3/utils.py	168	except Exception as e:	CODE
MEDIUM	label_studio/io_storages/s3/utils.py	165	def wrapper(self, args, *kwargs):	CODE
LOW	label_studio/io_storages/tests/test_multitask_import.py	53	except Exception as e:	CODE
103 more matches not shown…

Magic Placeholder Names29 hits · 152 pts

Severity	File	Line	Snippet	Context
HIGH	docs/source/guide/api.md	68	LABEL_STUDIO_API_KEY = 'YOUR_API_KEY'	CODE
HIGH	docs/source/guide/sdk.md	42	LABEL_STUDIO_API_KEY = 'YOUR_API_KEY'	CODE
HIGH	docs/source/guide/ml_tutorials/yolo.md	319	- LABEL_STUDIO_API_KEY=your_api_key	CODE
HIGH	docs/source/guide/ml_tutorials/yolo.md	953	python cli.py --ls-url http://localhost:8080 --ls-api-key your_api_key --project 1 --tasks tasks.json	CODE
HIGH	docs/source/guide/ml_tutorials/yolo.md	959	python cli.py --ls-url http://localhost:8080 --ls-api-key YOUR_API_KEY --project 1 --tasks 1,2,3	CODE
HIGH	docs/source/guide/ml_tutorials/yolo.md	988	LOG_LEVEL=DEBUG python cli.py --ls-url http://localhost:8080 --ls-api-key YOUR_API_KEY --project 2 --tasks 1,2,3	CODE
HIGH	docs/source/guide/ml_tutorials/grounding_sam.md	50	- `LABEL_STUDIO_ACCESS_TOKEN=your-api-key`	CODE
HIGH	docs/source/guide/ml_tutorials/grounding_dino.md	47	- `LABEL_STUDIO_ACCESS_TOKEN=your-api-key`	CODE
HIGH	docs/source/templates/generative-supervised-llm.md	93	ls = label_studio_sdk.Client('YOUR_LABEL_STUDIO_URL', 'YOUR_API_KEY')	CODE
HIGH	docs/source/templates/generative-supervised-llm.md	105	ls = Client(url='<YOUR-LABEL-STUDIO-URL>', api_key='<YOUR-API_KEY>')	CODE
HIGH	docs/source/templates/generative-supervised-llm.md	105	ls = Client(url='<YOUR-LABEL-STUDIO-URL>', api_key='<YOUR-API_KEY>')	CODE
HIGH	docs/source/templates/generative-llm-ranker.md	141	ls = label_studio_sdk.Client('YOUR_LABEL_STUDIO_URL', 'YOUR_API_KEY')	CODE
HIGH	docs/source/templates/generative-llm-ranker.md	156	ls = Client(url='<YOUR-LABEL-STUDIO-URL>', api_key='<YOUR-API_KEY>')	CODE
HIGH	docs/source/templates/generative-llm-ranker.md	156	ls = Client(url='<YOUR-LABEL-STUDIO-URL>', api_key='<YOUR-API_KEY>')	CODE
HIGH	docs/source/templates/react_claims.md	259	apiKey: 'YOUR-API-KEY',	CODE
HIGH	docs/source/templates/video_object_detector.md	208	-H 'Authorization: Token YOUR_API_KEY' \	CODE
HIGH	docs/source/templates/video_object_detector.md	230	-H 'Authorization: Token YOUR_API_KEY' \	CODE
HIGH	docs/source/templates/video_object_detector.md	244	ls = Client(url='http://localhost:8080', api_key='YOUR_API_KEY')	CODE
HIGH⚡	docs/source/templates/video_object_detector.md	273	- Replace `YOUR_API_KEY` with your actual API key.	CODE
HIGH⚡	docs/source/templates/video_object_detector.md	283	label-studio export --host http://localhost:8080 --api-key YOUR_API_KEY PROJECT_ID JSON --interpolate-key-frames	CODE
HIGH⚡	docs/source/templates/video_object_detector.md	287	- Replace `YOUR_API_KEY` and `PROJECT_ID` with your API key and project ID, respectively.	CODE
HIGH	docs/source/templates/video_object_detector.md	301	-H 'Authorization: Token YOUR_API_KEY' \	CODE
HIGH	docs/source/templates/generative-visual-ranker.md	72	ls = label_studio_sdk.Client('YOUR_LABEL_STUDIO_URL', 'YOUR_API_KEY')	CODE
HIGH	docs/source/templates/generative-visual-ranker.md	86	ls = Client(url='<YOUR-LABEL-STUDIO-URL>', api_key='<YOUR-API_KEY>')	CODE
HIGH	docs/source/templates/generative-visual-ranker.md	86	ls = Client(url='<YOUR-LABEL-STUDIO-URL>', api_key='<YOUR-API_KEY>')	CODE
HIGH	…urce/templates/generative-pairwise-human-preference.md	64	ls = Client(url='<YOUR-LABEL-STUDIO-URL>', api_key='<YOUR-API_KEY>')	CODE
HIGH	…urce/templates/generative-pairwise-human-preference.md	64	ls = Client(url='<YOUR-LABEL-STUDIO-URL>', api_key='<YOUR-API_KEY>')	CODE
HIGH	…s/how_to_connect_Hugging_Face_with_Label_Studio_SDK.md	122	export LABEL_STUDIO_API_KEY="your-api-key-here"	CODE
HIGH	…ulti_turn_chat_evals_with_chainlit_and_label_studio.md	89	export LABEL_STUDIO_API_KEY="your-api-key-here"	CODE

Structural Annotation Overuse90 hits · 137 pts

Severity	File	Line	Snippet	Context
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	422	# Step 1: Create project	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	429	# Step 2: Create 2 tasks	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	439	# Step 3: Submit annotation on task1	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	449	# Step 4: Submit annotation on task2	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	459	# Step 5: Delete annotation from task1	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	464	# Step 6: Re-submit annotation on task1	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	517	# Step 1: Create task directly without FSM state	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	524	# Step 2: Create annotation directly	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	534	# Step 3: Delete annotation via SDK (this triggers FSM logic)	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	537	# Step 4: Verify task state was initialized and updated	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	562	# Step 1: Create task without FSM state	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	572	# Step 2: Submit annotation via SDK	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	579	# Step 3: Verify states initialized	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	621	# Step 2: Submit annotation on first task only via SDK	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	628	# Step 3: Verify both tasks now have states	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	641	# Step 4: Verify project state is correct (IN_PROGRESS - some tasks completed)	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	672	# Step 1: Create 3 tasks without FSM states	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	680	# Step 2: Submit annotations on all tasks via SDK	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	690	# Step 3: Verify all tasks have correct states	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	695	# Step 4: Verify project is COMPLETED (all tasks completed)	COMMENT
LOW	label_studio/tests/test_fsm_lso_workflows.py	610	# Step 1: Create two tasks without FSM states	COMMENT
LOW	label_studio/tests/data_manager/test_undefined.py	60	# Step 1: Import task 1: {"$undefined$": "photo1.jpg"}	COMMENT
LOW⚡	label_studio/tests/data_manager/test_undefined.py	83	# Step 4: Set labeling config <View> <Image value="$image" name="img"/> </View>	COMMENT
LOW⚡	label_studio/tests/data_manager/test_undefined.py	93	# Step 7: Add task 2: {"$undefined$": "photo2.jpg", "extra": "123"}	COMMENT
LOW⚡	label_studio/tests/data_manager/test_undefined.py	111	# Step 12: Update task 1 with {"extra": "456"}	COMMENT
LOW⚡	label_studio/tests/data_manager/test_undefined.py	119	# Step 13: Check project.summary.common_data_columns, there should be ["$undefined$", "extra"]	COMMENT
LOW⚡	label_studio/tests/data_manager/test_undefined.py	127	# Step 14: Filter by "image" with "photo" should return task 1 and task 2	COMMENT
LOW	label_studio/tests/data_manager/test_views_api.py	442	# Step 1: Create a view with a non-nested filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	501	# Step 2: PATCH the view to add a child filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	532	# Step 3: Verify the PATCHed view has the child filter	STRING
LOW⚡	label_studio/tests/data_manager/test_views_api.py	557	# Step 4: Test that the PATCHed view filters tasks correctly	STRING
LOW⚡	label_studio/tests/data_manager/test_views_api.py	566	# Step 5: PATCH again to modify the child filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	597	# Step 6: Verify the child filter was updated	STRING
LOW	…bel_studio/fsm/tests/test_integration_django_models.py	210	# Step 1: Create task	COMMENT
LOW	…bel_studio/fsm/tests/test_integration_django_models.py	232	# Step 2: Assign and start task	COMMENT
LOW	…bel_studio/fsm/tests/test_integration_django_models.py	258	# Step 3: Complete task	COMMENT
LOW⚡	label_studio/fsm/tests/test_api_example.py	127	# Step 1: Create transition from API data	COMMENT
LOW⚡	label_studio/fsm/tests/test_api_example.py	130	# Step 2: Execute transition	COMMENT
LOW	label_studio/fsm/tests/test_api_example.py	145	# Step 3: Format API response	COMMENT
LOW⚡	…libs/editor/src/components/KonvaVector/KonvaVector.tsx	612	// Step 1: Scale	COMMENT
LOW⚡	…libs/editor/src/components/KonvaVector/KonvaVector.tsx	616	// Step 2: Rotate	COMMENT
LOW⚡	…libs/editor/src/components/KonvaVector/KonvaVector.tsx	620	// Step 3: Translate and clamp to image bounds	COMMENT
LOW	docs/source/guide/storage_gcp.md	881	#### Step 1: Create a service account in your target Google Cloud project	COMMENT
LOW	docs/source/guide/storage_gcp.md	893	#### Step 2: Grant the target service account access to your bucket	COMMENT
LOW	docs/source/guide/storage_gcp.md	932	#### Step 3: Allow impersonation from the Label Studio base service account	COMMENT
LOW	docs/source/guide/storage_gcp.md	961	#### Step 4: Configure CORS on the bucket (required for pre-signed URLs)	COMMENT
LOW	docs/source/guide/ts+video.md	21	## Step 1: Media hosting	COMMENT
LOW	docs/source/guide/ts+video.md	34	## Step 2: Labeling config with example task data	COMMENT
LOW	docs/source/guide/ts+video.md	58	## Step 3: Prepare and import tasks	COMMENT
LOW	docs/source/guide/ts+video.md	73	## Step 4: Explore imported task	COMMENT
LOW⚡	docs/source/guide/troubleshooting.md	438	#### Step 1: Adjust Git Configuration	COMMENT
LOW⚡	docs/source/guide/troubleshooting.md	448	#### Step 2: Clone the Repository Again	COMMENT
LOW⚡	docs/source/guide/troubleshooting.md	456	#### Step 3: Build and Run the Docker Containers	COMMENT
LOW	docs/source/guide/custom_metric.md	142	### Step 1: Create an AWS IAM role for logging	COMMENT
LOW	docs/source/guide/custom_metric.md	233	### Step 2: Configure permissions between Label Studio Enterprise and AWS Lambda	COMMENT
LOW	docs/source/guide/custom_metric.md	303	### Step 1: Enable the required GCP APIs	COMMENT
LOW	docs/source/guide/custom_metric.md	326	### Step 2: Create a runtime service account for Cloud Functions	COMMENT
LOW	docs/source/guide/custom_metric.md	346	### Step 3: Grant permissions to the Label Studio Enterprise identity	COMMENT
LOW	docs/source/guide/agreement_metrics.md	218	#### Step 1: Check that labels match	COMMENT
LOW	docs/source/guide/agreement_metrics.md	224	#### Step 2: Calculate IoU (Intersection over Union)	COMMENT
30 more matches not shown…

Self-Referential Comments44 hits · 122 pts

Severity	File	Line	Snippet	Context
MEDIUM	label_studio/tasks/models.py	649	# Create a dynamic class that mixes FSM support into the queryset	COMMENT
MEDIUM	label_studio/tasks/tests/test_lazy_load_annotations.py	408	# Create a normal annotation	COMMENT
MEDIUM	label_studio/tasks/tests/test_lazy_load_annotations.py	421	# Create a cancelled annotation	COMMENT
MEDIUM	label_studio/core/version.py	39	'info = %s\n' % info_str + '\n# This file is automatically generated by version.py'	CODE
MEDIUM	label_studio/core/feature_flags/tests/test_base.py	6	# Create a minimal organization-like object	COMMENT
MEDIUM	label_studio/core/management/commands/locked_migrate.py	32	# Create a separate database connection to hold the lock	COMMENT
MEDIUM	label_studio/core/utils/db.py	93	# Create a database cursor that yields primary keys without loading all into memory	COMMENT
MEDIUM	label_studio/core/utils/iterators.py	28	# Create a new queryset based on the original, preserving all optimizations:	COMMENT
MEDIUM	label_studio/io_storages/tests/test_get_bytes_stream.py	61	# Create an instance of the concrete class	COMMENT
MEDIUM	label_studio/io_storages/tests/test_get_bytes_stream.py	77	# Create a mock response for get_object	COMMENT
MEDIUM	label_studio/io_storages/tests/test_get_bytes_stream.py	103	# Create a mock response for get_object with range header	COMMENT
MEDIUM	label_studio/io_storages/tests/test_get_bytes_stream.py	140	# Create a mock response for get_object with range header	COMMENT
MEDIUM	label_studio/io_storages/tests/test_get_bytes_stream.py	197	# Create an instance of the concrete class	COMMENT
MEDIUM	label_studio/io_storages/tests/test_get_bytes_stream.py	509	# Create an instance of the concrete class	COMMENT
MEDIUM	label_studio/io_storages/tests/test_get_bytes_stream.py	555	# Create a proper AuthorizedSession patcher that returns our mock session	COMMENT
MEDIUM⚡	label_studio/io_storages/tests/test_proxy_api.py	307	# Create a mock stream with iter_chunks method	COMMENT
MEDIUM	label_studio/io_storages/tests/test_proxy_api.py	330	# Create a mock stream with iter_chunks method	COMMENT
MEDIUM	label_studio/io_storages/tests/test_proxy_api.py	353	# Create a mock stream with iter_chunks method that raises an exception	COMMENT
MEDIUM	label_studio/io_storages/tests/test_proxy_api.py	501	# Create the necessary objects for testing without database	COMMENT
MEDIUM	label_studio/io_storages/tests/test_proxy_api.py	558	# Create the necessary objects for testing without database	COMMENT
MEDIUM⚡	label_studio/tests/test_fsm_lso_workflows.py	664	# Create a new project with FSM	COMMENT
MEDIUM	label_studio/tests/conftest.py	844	# This function is called by pytest after the collection of tests has been completed to modify their order	COMMENT
MEDIUM	label_studio/tests/config_validation.tavern.yml	77	- # Create a project with a specific labeling configuration	CODE
MEDIUM	label_studio/tests/config_validation.tavern.yml	180	- # Create a project with a specific labeling configuration	CODE
MEDIUM	label_studio/tests/config_validation.tavern.yml	1380	- # Create a project with Table labeling configuration	CODE
MEDIUM	label_studio/tests/test_prediction_validation.py	46	# Create a project with a comprehensive label configuration	COMMENT
MEDIUM	label_studio/tests/test_prediction_validation.py	1025	# Create a project with Taxonomy tag and labels covering both paths	COMMENT
MEDIUM	label_studio/tests/test_prediction_validation.py	64	# Create a task	STRING
MEDIUM	label_studio/tests/data_manager/test_views_api.py	201	# Create a project with specific label config for testing	COMMENT
MEDIUM	label_studio/tests/data_manager/test_views_api.py	255	# Create a view with nested filters	STRING
MEDIUM	label_studio/tests/data_manager/test_views_api.py	388	# Create a project with specific label config for testing	STRING
MEDIUM	…studio/tests/data_manager/actions/test_cache_labels.py	30	# Create a few tasks	COMMENT
MEDIUM	label_studio/tests/sdk/test_prediction_validation.py	24	# Create a project with a comprehensive label configuration	COMMENT
MEDIUM	label_studio/tests/sdk/test_prediction_validation.py	54	# Create a task	STRING
MEDIUM	label_studio/fsm/models.py	238	# Create a temporary transition instance with full context	COMMENT
MEDIUM⚡	label_studio/fsm/tests/test_lso_integration.py	147	# Create a project but delete its state records	COMMENT
MEDIUM	label_studio/fsm/tests/test_lso_integration.py	195	# Create a mock entity that doesn't have a state model	COMMENT
MEDIUM	label_studio/fsm/tests/test_fsm_integration.py	369	# Create a state transition	COMMENT
MEDIUM	label_studio/data_manager/prepare_params.py	200	# Define the schemas for filters and selectedItems	COMMENT
MEDIUM	label_studio/data_manager/prepare_params.py	336	# Define the main schema for the data payload	COMMENT
MEDIUM	label_studio/data_manager/tests/test_managers.py	157	# Create a simple mock queryset	COMMENT
MEDIUM	label_studio/data_export/api.py	188	# Create a prefetch for annotations with FSM state	STRING
MEDIUM	label_studio/users/tests/test_hotkeys_api.py	17	# Create a test user	COMMENT
MEDIUM	label_studio/jwt_auth/views.py	256	# Create a new token for the user	COMMENT

Modern Structural Boilerplate100 hits · 102 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/server.py	26	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/organizations/models.py	13	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/organizations/api.py	39	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/organizations/middleware.py	7	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/tasks/functions.py	21	logger = logging.getLogger(__name__)	CODE
LOW⚡	label_studio/tasks/mixins.py	10	def update_is_labeled(self, args, *kwargs) -> None:	CODE
LOW	label_studio/tasks/models.py	46	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/tasks/serializers.py	33	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/tasks/apps.py	7	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/tasks/api.py	51	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/tasks/validation.py	42	logger = logging.getLogger(__name__)	CODE
LOW	…el_studio/tasks/management/commands/calculate_stats.py	8	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/mixins.py	9	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/label_config.py	23	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/models.py	9	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/redis.py	18	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/storage.py	15	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/permissions.py	10	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/middleware.py	21	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/migration_helpers.py	9	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/views.py	25	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/settings/base.py	89	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/feature_flags/base.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…udio/core/management/commands/show_async_migrations.py	6	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/management/commands/locked_migrate.py	8	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/utils/db.py	12	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/utils/secret_key.py	8	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/utils/common.py	72	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/utils/contextlog.py	20	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/functions.py	13	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/proxy_api.py	22	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/base_models.py	43	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/filesystem.py	12	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/api.py	19	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/utils.py	14	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/all_api.py	18	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/s3/models.py	34	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/s3/serializers.py	13	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/s3/utils.py	16	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/redis/models.py	21	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/localfiles/models.py	28	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/localfiles/views.py	22	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/azure_blob/models.py	36	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/azure_blob/utils.py	11	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/gcs/models.py	33	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/gcs/utils.py	20	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/projects/models.py	66	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/projects/apps.py	7	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/projects/api.py	68	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/projects/views.py	8	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/projects/functions/next_task.py	16	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/tests/test_config_validation.py	18	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/tests/utils.py	33	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/ml_model_providers/models.py	11	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/fsm/functions.py	15	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/fsm/state_manager.py	21	logger = logging.getLogger(__name__)	CODE
LOW⚡	label_studio/fsm/models.py	14	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/fsm/registry.py	18	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/fsm/transition_executor.py	17	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/fsm/apps.py	7	logger = logging.getLogger(__name__)	CODE
40 more matches not shown…

Deep Nesting101 hits · 93 pts

Severity	File	Line	Context
LOW	label_studio/server.py	276	CODE
LOW	label_studio/tasks/models.py	443	CODE
LOW	label_studio/tasks/models.py	492	CODE
LOW	label_studio/tasks/models.py	1106	CODE
LOW	label_studio/tasks/serializers.py	406	CODE
LOW	label_studio/tasks/serializers.py	490	CODE
LOW	label_studio/tasks/serializers.py	566	CODE
LOW	label_studio/tasks/serializers.py	948	CODE
LOW	label_studio/tasks/api.py	461	CODE
LOW	label_studio/tasks/api.py	484	CODE
LOW	label_studio/tasks/validation.py	133	CODE
LOW	label_studio/core/label_config.py	57	CODE
LOW	label_studio/core/label_config.py	146	CODE
LOW	label_studio/core/label_config.py	245	CODE
LOW	label_studio/core/label_config.py	262	CODE
LOW	label_studio/core/old_ls_migration.py	39	CODE
LOW	label_studio/core/old_ls_migration.py	82	CODE
LOW	label_studio/core/old_ls_migration.py	127	CODE
LOW	label_studio/core/middleware.py	200	CODE
LOW	label_studio/core/migration_helpers.py	12	CODE
LOW	label_studio/core/utils/db.py	40	CODE
LOW	label_studio/core/utils/io.py	32	CODE
LOW	label_studio/core/utils/serializer_to_openapi_params.py	85	CODE
LOW	label_studio/core/utils/serializer_to_openapi_params.py	150	CODE
LOW	label_studio/core/utils/common.py	616	CODE
LOW	label_studio/core/utils/contextlog.py	205	CODE
LOW	label_studio/core/utils/filterset_to_openapi_params.py	109	CODE
LOW	label_studio/core/utils/filterset_to_openapi_params.py	174	CODE
LOW	label_studio/io_storages/proxy_api.py	128	CODE
LOW	label_studio/io_storages/base_models.py	163	CODE
LOW	label_studio/io_storages/base_models.py	375	CODE
LOW	label_studio/io_storages/base_models.py	563	CODE
LOW	label_studio/io_storages/utils.py	169	CODE
LOW	label_studio/io_storages/azure_blob/models.py	163	CODE
LOW	label_studio/io_storages/gcs/utils.py	52	CODE
LOW	label_studio/projects/models.py	498	CODE
LOW	label_studio/projects/models.py	646	CODE
LOW	label_studio/projects/models.py	856	CODE
LOW	label_studio/projects/models.py	1077	CODE
LOW	label_studio/projects/models.py	1163	CODE
LOW	label_studio/projects/models.py	1467	CODE
LOW	label_studio/projects/models.py	1556	CODE
LOW	label_studio/projects/models.py	1619	CODE
LOW	label_studio/projects/serializers.py	165	CODE
LOW	label_studio/projects/functions/stream_history.py	10	CODE
LOW	label_studio/projects/functions/utils.py	56	CODE
LOW	label_studio/projects/functions/next_task.py	381	CODE
LOW	label_studio/projects/functions/next_task.py	411	CODE
LOW	label_studio/tests/test_endpoints.py	294	CODE
LOW	label_studio/tests/utils.py	87	CODE
LOW	label_studio/tests/utils.py	168	CODE
LOW	label_studio/tests/utils.py	211	CODE
LOW	label_studio/tests/test_tasks_upload.py	15	CODE
LOW	…studio/tests/data_manager/actions/test_cache_labels.py	24	CODE
LOW	label_studio/fsm/functions.py	74	CODE
LOW	label_studio/fsm/state_manager.py	215	CODE
LOW	label_studio/fsm/models.py	144	CODE
LOW	label_studio/fsm/models.py	356	CODE
LOW	label_studio/fsm/project_transitions.py	137	CODE
LOW	label_studio/fsm/utils.py	422	CODE
41 more matches not shown…

Decorative Section Separators26 hits · 87 pts

Severity	File	Line	Snippet	Context
MEDIUM	label_studio/organizations/serializers.py	26	# =========================================	COMMENT
MEDIUM	label_studio/organizations/serializers.py	29	# =========================================	COMMENT
MEDIUM	label_studio/organizations/serializers.py	149	# =========================================	COMMENT
MEDIUM	label_studio/core/utils/db.py	126	# =====================	COMMENT
MEDIUM	label_studio/core/utils/db.py	128	# =====================	COMMENT
MEDIUM	label_studio/projects/models.py	936	# ============================================================================	COMMENT
MEDIUM	label_studio/projects/models.py	938	# ============================================================================	COMMENT
MEDIUM⚡	label_studio/fsm/models.py	17	# =============================================================================	COMMENT
MEDIUM⚡	label_studio/fsm/models.py	19	# =============================================================================	COMMENT
MEDIUM⚡	label_studio/fsm/utils.py	25	# =============================================================================	COMMENT
MEDIUM⚡	label_studio/fsm/utils.py	27	# =============================================================================	COMMENT
MEDIUM	label_studio/fsm/utils.py	206	# =============================================================================	COMMENT
MEDIUM	label_studio/fsm/utils.py	208	# =============================================================================	COMMENT
MEDIUM	label_studio/fsm/state_models.py	218	# =============================================================================	COMMENT
MEDIUM	label_studio/fsm/state_models.py	220	# =============================================================================	COMMENT
MEDIUM⚡	label_studio/fsm/tests/helpers.py	27	# ============================================================================	COMMENT
MEDIUM⚡	label_studio/fsm/tests/helpers.py	29	# ============================================================================	COMMENT
MEDIUM	label_studio/fsm/tests/helpers.py	66	# ============================================================================	COMMENT
MEDIUM	label_studio/fsm/tests/helpers.py	68	# ============================================================================	COMMENT
MEDIUM	label_studio/fsm/tests/helpers.py	266	# ============================================================================	COMMENT
MEDIUM	label_studio/fsm/tests/helpers.py	268	# ============================================================================	COMMENT
MEDIUM	…amanager/src/components/Filters/filter-helpers.test.ts	3	// ─── filterFieldSearchHandler ─────────────────────────────────────────────────	COMMENT
MEDIUM	…amanager/src/components/Filters/filter-helpers.test.ts	54	// ─── findSelectedOption ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…ibs/datamanager/src/components/Common/ColumnPicker.jsx	5	// ── Adapters ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ibs/datamanager/src/components/Common/ColumnPicker.jsx	258	// ── Option renderer ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ibs/datamanager/src/components/Common/ColumnPicker.jsx	296	// ── Unified component ─────────────────────────────────────────────────────────	COMMENT

Verbosity Indicators45 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	422	# Step 1: Create project	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	429	# Step 2: Create 2 tasks	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	439	# Step 3: Submit annotation on task1	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	449	# Step 4: Submit annotation on task2	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	459	# Step 5: Delete annotation from task1	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	464	# Step 6: Re-submit annotation on task1	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	517	# Step 1: Create task directly without FSM state	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	524	# Step 2: Create annotation directly	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	534	# Step 3: Delete annotation via SDK (this triggers FSM logic)	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	537	# Step 4: Verify task state was initialized and updated	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	562	# Step 1: Create task without FSM state	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	572	# Step 2: Submit annotation via SDK	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	579	# Step 3: Verify states initialized	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	621	# Step 2: Submit annotation on first task only via SDK	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	628	# Step 3: Verify both tasks now have states	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	641	# Step 4: Verify project state is correct (IN_PROGRESS - some tasks completed)	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	672	# Step 1: Create 3 tasks without FSM states	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	680	# Step 2: Submit annotations on all tasks via SDK	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	690	# Step 3: Verify all tasks have correct states	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	695	# Step 4: Verify project is COMPLETED (all tasks completed)	COMMENT
LOW	label_studio/tests/test_fsm_lso_workflows.py	610	# Step 1: Create two tasks without FSM states	COMMENT
LOW	label_studio/tests/data_manager/test_undefined.py	60	# Step 1: Import task 1: {"$undefined$": "photo1.jpg"}	COMMENT
LOW⚡	label_studio/tests/data_manager/test_undefined.py	83	# Step 4: Set labeling config <View> <Image value="$image" name="img"/> </View>	COMMENT
LOW⚡	label_studio/tests/data_manager/test_undefined.py	93	# Step 7: Add task 2: {"$undefined$": "photo2.jpg", "extra": "123"}	COMMENT
LOW⚡	label_studio/tests/data_manager/test_undefined.py	111	# Step 12: Update task 1 with {"extra": "456"}	COMMENT
LOW⚡	label_studio/tests/data_manager/test_undefined.py	119	# Step 13: Check project.summary.common_data_columns, there should be ["$undefined$", "extra"]	COMMENT
LOW⚡	label_studio/tests/data_manager/test_undefined.py	127	# Step 14: Filter by "image" with "photo" should return task 1 and task 2	COMMENT
LOW	label_studio/tests/data_manager/test_views_api.py	442	# Step 1: Create a view with a non-nested filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	501	# Step 2: PATCH the view to add a child filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	532	# Step 3: Verify the PATCHed view has the child filter	STRING
LOW⚡	label_studio/tests/data_manager/test_views_api.py	557	# Step 4: Test that the PATCHed view filters tasks correctly	STRING
LOW⚡	label_studio/tests/data_manager/test_views_api.py	566	# Step 5: PATCH again to modify the child filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	597	# Step 6: Verify the child filter was updated	STRING
LOW	…bel_studio/fsm/tests/test_integration_django_models.py	210	# Step 1: Create task	COMMENT
LOW	…bel_studio/fsm/tests/test_integration_django_models.py	232	# Step 2: Assign and start task	COMMENT
LOW	…bel_studio/fsm/tests/test_integration_django_models.py	258	# Step 3: Complete task	COMMENT
LOW⚡	label_studio/fsm/tests/test_api_example.py	127	# Step 1: Create transition from API data	COMMENT
LOW⚡	label_studio/fsm/tests/test_api_example.py	130	# Step 2: Execute transition	COMMENT
LOW	label_studio/fsm/tests/test_api_example.py	145	# Step 3: Format API response	COMMENT
LOW	web/libs/editor/src/regions/Result.js	263	// We need to check if there is any node up in the tree with visibility restrictions so we can determine	COMMENT
LOW	web/libs/editor/src/tags/object/Paragraphs/model.js	382	* so we need to check if we already reached the end of current region	COMMENT
LOW⚡	…libs/editor/src/components/KonvaVector/KonvaVector.tsx	612	// Step 1: Scale	COMMENT
LOW⚡	…libs/editor/src/components/KonvaVector/KonvaVector.tsx	616	// Step 2: Rotate	COMMENT
LOW⚡	…libs/editor/src/components/KonvaVector/KonvaVector.tsx	620	// Step 3: Translate and clamp to image bounds	COMMENT
LOW	web/apps/playground/src/utils/query.ts	19	// We need to check if the content is XML-like, but not XML	COMMENT

Docstring Block Structure14 hits · 70 pts

Severity	File	Line	Snippet	Context
HIGH	label_studio/io_storages/functions.py	17	Preload and prepare a storage instance from request data. This function handles the common logic for loading e	STRING
HIGH	label_studio/fsm/state_manager.py	116	Get current state with basic caching. Args: entity: The entity to get current state for	STRING
HIGH	label_studio/fsm/state_manager.py	194	Get current state object with full audit information. Args: entity: The entity to get curr	STRING
HIGH	label_studio/fsm/state_manager.py	226	Perform state transition with audit trail. Uses INSERT-only approach for maximum performance:	STRING
HIGH	label_studio/fsm/state_manager.py	520	Execute a registered transition by name. This is the main entry point for all state transitions using	STRING
HIGH	label_studio/fsm/transition_executor.py	28	Execute a registered transition using StateManager methods passed as parameters. This function is called by St	STRING
HIGH	label_studio/fsm/transitions.py	194	Validate whether this specific transition instance can be performed. This method validates both the tr	STRING
HIGH	label_studio/fsm/transitions.py	230	Execute the transition and return context data for the state record. This is the core method that impl	STRING
HIGH	label_studio/fsm/transitions.py	282	Prepare and validate the transition, returning the transition data. This method handles the preparatio	STRING
HIGH	label_studio/fsm/transitions.py	418	Validate whether this transition should execute. Extends parent validation with should_execute() check	STRING
HIGH	label_studio/fsm/utils.py	315	Get current state, or initialize it if it doesn't exist. This function handles "cold start" scenarios where pr	STRING
HIGH	label_studio/fsm/transition_utils.py	108	Create a transition instance from a dictionary of data. This handles Pydantic validation and provides clear er	STRING
HIGH	label_studio/fsm/state_inference.py	11	Infer what the FSM state should be based on entity's current data. This is used for "cold start" scenarios whe	STRING
HIGH	label_studio/users/views.py	146	Handle user account view and profile updates. This view displays the user's profile information and allows the	STRING

Fake / Example Data50 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/core/static/js/vue.js	6	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?module.exports=t():"function"==typeof define&&define	CODE
LOW	label_studio/tests/test_core.py	93	(['label-studio', 'user', '--username', 'test@test.com', '--password', '12345678'], None),	CODE
LOW	label_studio/fsm/tests/test_storage_sync_workflows.py	277	'value': {'start': 0, 'end': 8, 'text': 'John Doe', 'labels': ['Person']},	CODE
LOW	label_studio/fsm/tests/test_storage_sync_workflows.py	289	'value': {'start': 0, 'end': 8, 'text': 'John Doe', 'labels': ['Person']},	CODE
LOW	label_studio/fsm/tests/test_storage_sync_workflows.py	295	'value': {'start': 18, 'end': 27, 'text': 'Acme Corp', 'labels': ['Organization']},	CODE
LOW	label_studio/fsm/tests/test_transitions.py	684	required_field='test', email_field='user@example.com', number_field=75	CODE
LOW	label_studio/data_manager/actions/basic.py	139	'placeholder': 'All',	CODE
LOW	…level-sentiment-analysis-of-x-twitter-posts/config.xml	35	<Header name="username" value="John Doe" />	CODE
LOW	…level-sentiment-analysis-of-x-twitter-posts/config.yml	42	<Header name="username" value="John Doe" />	CODE
LOW	…rc/lib/collapsible-panel/collapsible-panel.stories.tsx	259	{["John Doe", "Jane Smith", "Bob Johnson", "Alice Brown", "Charlie Wilson"].map((name) => (	CODE
LOW	web/libs/ui/src/lib/typography/typography.stories.tsx	337	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magna a	CODE
LOW	web/libs/ui/src/lib/typography/typography.stories.tsx	337	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magna a	CODE
LOW	web/libs/ui/src/lib/badge-group/badge-group.stories.tsx	160	name: "John Doe",	CODE
LOW	web/libs/ui/src/lib/select/types.ts	110	Omit<React.SelectHTMLAttributes<HTMLSelectElement>, "value" \| "placeholder">;	CODE
LOW	web/libs/ui/src/lib/json-viewer/json-viewer.stories.tsx	13	author: "John Doe",	CODE
LOW	web/libs/ui/src/lib/json-viewer/json-viewer.stories.tsx	65	name: "John Doe",	CODE
LOW	web/libs/ui/src/lib/json-viewer/json-viewer.stories.tsx	274	"This is a very long string that will be truncated. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed	CODE
LOW	web/libs/ui/src/lib/json-viewer/json-viewer.stories.tsx	274	"This is a very long string that will be truncated. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed	CODE
LOW	web/libs/ui/src/lib/badge/badge.stories.tsx	381	{ name: "John Doe", email: "john@example.com", role: "Admin", status: "Annotating", verified: true },	CODE
LOW	web/libs/ui/src/lib/data-table/data-table.stories.tsx	37	name: "John Doe",	CODE
LOW	web/libs/core/src/lib/utils/schema/tags.json	2460	"placeholder": {	CODE
LOW	web/libs/core/src/lib/utils/schema/tags.json	2461	"name": "placeholder",	CODE
LOW	web/libs/core/src/lib/utils/schema/tags.json	3129	"placeholder": {	CODE
LOW	web/libs/core/src/lib/utils/schema/tags.json	3130	"name": "placeholder",	CODE
LOW	…sts/integration/e2e/labels/multiple-label-blocks.cy.ts	239	Paragraphs.selectText("Lorem ipsum dolor sit amet");	CODE
LOW	…sts/integration/e2e/labels/multiple-label-blocks.cy.ts	239	Paragraphs.selectText("Lorem ipsum dolor sit amet");	CODE
LOW	…tests/integration/data/labels/multiple-label-blocks.ts	159	text: "Lorem ipsum dolor sit amet, consectetur adipiscing elit.",	CODE
LOW	…tests/integration/data/labels/multiple-label-blocks.ts	159	text: "Lorem ipsum dolor sit amet, consectetur adipiscing elit.",	CODE
LOW	web/libs/editor/src/stores/__tests__/UserStore.test.js	28	expect(store.displayName).toBe("Jane Doe");	CODE
LOW	web/libs/editor/src/stores/__tests__/UserStore.test.js	53	expect(user.displayName).toBe("Jane Doe");	CODE
LOW	…/components/TaskSummary/__tests__/TaskSummary.test.tsx	96	displayName: "John Doe",	CODE
LOW	…/components/TaskSummary/__tests__/TaskSummary.test.tsx	113	createdBy: "John Doe",	CODE
LOW	docs/source/guide/embed.md	68	"user_email": "user@example.com",	CODE
LOW	docs/source/guide/embed.md	93	user_email: "user@example.com",	CODE
LOW⚡	docs/source/guide/agreement_metrics.md	554	\| Annotator A \| "John Smith" \| "123 Main St" \| "New York" \|	CODE
LOW⚡	docs/source/guide/agreement_metrics.md	555	\| Annotator B \| "John Smith" \| "123 Main Street" \| "New York" \|	CODE
LOW⚡	docs/source/guide/agreement_metrics.md	558	- Line 2: "123 Main St" vs "123 Main Street" → ~0.81	CODE
LOW	docs/source/plugins/llm_backend.md	88	to_name: "placeholder",	CODE
LOW	docs/source/plugins/llm_backend.md	100	to_name: "placeholder",	CODE
LOW	docs/source/plugins/llm_backend.md	112	to_name: "placeholder",	CODE
LOW⚡	docs/source/plugins/llm_backend.md	168	<View className="placeholder">	CODE
LOW⚡	docs/source/plugins/llm_backend.md	169	<Text name="placeholder" value="placeholder" />	CODE
LOW⚡	docs/source/plugins/llm_backend.md	175	toName="placeholder"	CODE
LOW	docs/source/plugins/llm_backend.md	189	toName="placeholder"	CODE
LOW	docs/source/plugins/llm_backend.md	201	<Choices name="category" toName="placeholder" choice="single" showInLine="true">	CODE
LOW	docs/source/plugins/llm_backend.md	211	toName="placeholder"	CODE
LOW	docs/source/tags/reactcode.md	709	{ text: "John Doe", label: "PERSON", start: 0, end: 8 },	CODE
LOW	docs/source/tags/reactcode.md	727	"text": "John Doe",	CODE
LOW	…tes/two_level_sentiment_analysis_of_x_twitter_posts.md	58	<Header name="username" value="John Doe" />	CODE
LOW⚡	docs/themes/v2/source/js/playground/jquery-ui.min.js	6	(function(t){"function"==typeof define&&define.amd?define(["jquery"],t):t(jQuery)})(function(t){function e(t){for(var e=	CODE

Redundant / Tautological Comments32 hits · 48 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/tasks/api.py	791	# Check if task is being skipped and if it's allowed	STRING
LOW	label_studio/core/label_config.py	282	is_value_list = 'valueList' in p.attrib # Check if the attribute is 'valueList'	CODE
LOW	label_studio/core/label_config.py	423	# Check if formatted string is monotonic (to handle cycling due to format truncation)	COMMENT
LOW	label_studio/core/middleware.py	231	# Check if this request is too far from when the login happened	COMMENT
LOW	label_studio/core/management/commands/locked_migrate.py	62	# Check if the maximum wait time has been reached	COMMENT
LOW	label_studio/core/utils/db.py	161	# Check if we're in an async context and need to allow async-unsafe operations	COMMENT
LOW	label_studio/io_storages/proxy_api.py	55	# Check if storage should use presigned URLs;	COMMENT
LOW	label_studio/io_storages/proxy_api.py	104	# Check if we've exceeded our time limit	COMMENT
LOW	label_studio/io_storages/base_models.py	609	# Check if file should be processed as JSON based on extension	COMMENT
LOW⚡	label_studio/io_storages/api.py	198	# Check if we've reached the file limit	COMMENT
LOW⚡	label_studio/io_storages/api.py	203	# Check if we've exceeded the timeout	COMMENT
LOW	label_studio/io_storages/utils.py	218	# Check if we got any items - if not, it's an empty array which is valid	COMMENT
LOW	label_studio/io_storages/localfiles/views.py	60	# Check if the client's cached representation matches the current file	COMMENT
LOW	label_studio/projects/models.py	728	# Check if labels created in annotations, and their control tag has been removed	COMMENT
LOW	label_studio/projects/functions/utils.py	29	# Check if it's a list of IDs (integers)	COMMENT
LOW	label_studio/projects/functions/utils.py	40	# Check if it's a set of IDs (integers)	COMMENT
LOW	label_studio/projects/functions/next_task.py	72	# Check if user is in onboarding window - return early if not	COMMENT
LOW	label_studio/ml_model_providers/models.py	134	# Check if user is Admin or Owner	COMMENT
LOW	label_studio/fsm/state_manager.py	568	# Check if enterprise has configured a custom state manager	COMMENT
LOW	label_studio/fsm/models.py	208	# Check if this transition should execute based on trigger metadata	COMMENT
LOW	label_studio/fsm/models.py	225	# Check if any trigger fields changed	COMMENT
LOW	label_studio/fsm/models.py	247	# Check if should_execute is overridden (not using the base implementation)	COMMENT
LOW	label_studio/fsm/models.py	380	# Check if this is a creation vs update	COMMENT
LOW	label_studio/fsm/transition_executor.py	140	# Check if this transition forces state record creation (for audit trails)	COMMENT
LOW	label_studio/fsm/serializer_fields.py	100	# Check if the instance has a state annotation	COMMENT
LOW	label_studio/users/serializers.py	163	# Check if the action key follows the section:action format	COMMENT
LOW	label_studio/users/functions/last_activity.py	70	# Increment counter	COMMENT
LOW	label_studio/users/functions/last_activity.py	125	# Set expiration to match other keys	COMMENT
LOW	label_studio/webhooks/utils.py	120	# Check if batching is needed	COMMENT
LOW	…ocker-entrypoint.d/common/05-check-data-permissions.sh	7	# Check if data directory is writable	COMMENT
LOW	…r-entrypoint.d/app-docker/05-check-data-permissions.sh	7	# Check if data directory is writable	COMMENT
LOW	docs/_config.yml	92	## Set per_page to 0 to disable pagination	COMMENT

AI Response Leakage5 hits · 38 pts

Severity	File	Line	Snippet	Context
HIGH	docs/source/templates/chat_rlhf.md	190	* `value`: This is required, and should use a variable referencing your [input data](#Input-data). In this example, we u	COMMENT
HIGH	docs/source/templates/chat_llm_eval.md	164	* `value`: This is required, and should use a variable referencing your [input data](#Input-data). In this example, we u	COMMENT
HIGH	docs/source/templates/chatbot.md	190	* `value`: This is required, and should use a variable referencing your [input data](#Input-data). In this example, we u	COMMENT
HIGH	docs/source/templates/chat_red_team.md	176	* `value`: This is required, and should use a variable referencing your [input data](#Input-data). In this example, we u	COMMENT
HIGH	docs/source/templates/chat_eval.md	82	* `value`: This is required, and should use a variable referencing your [input data](#Input-data). In this example, we u	COMMENT

Unused Imports37 hits · 37 pts

Severity	File	Line	Context
LOW	label_studio/core/version.py	1	CODE
LOW	label_studio/core/settings/label_studio.py	5	CODE
LOW	label_studio/core/feature_flags/__init__.py	1	CODE
LOW	label_studio/core/feature_flags/__init__.py	1	CODE
LOW	label_studio/core/feature_flags/__init__.py	1	CODE
LOW	label_studio/core/utils/common.py	3	CODE
LOW	label_studio/core/utils/common.py	765	CODE
LOW	label_studio/io_storages/models.py	5	CODE
LOW	label_studio/io_storages/models.py	5	CODE
LOW	label_studio/io_storages/models.py	5	CODE
LOW	label_studio/io_storages/models.py	5	CODE
LOW	label_studio/io_storages/models.py	11	CODE
LOW	label_studio/io_storages/models.py	11	CODE
LOW	label_studio/io_storages/models.py	11	CODE
LOW	label_studio/io_storages/models.py	11	CODE
LOW	label_studio/io_storages/models.py	17	CODE
LOW	label_studio/io_storages/models.py	17	CODE
LOW	label_studio/io_storages/models.py	17	CODE
LOW	label_studio/io_storages/models.py	17	CODE
LOW	label_studio/io_storages/models.py	23	CODE
LOW	label_studio/io_storages/models.py	23	CODE
LOW	label_studio/io_storages/models.py	23	CODE
LOW	label_studio/io_storages/models.py	23	CODE
LOW	…o_storages/tests/test_storage_prediction_validation.py	9	CODE
LOW	label_studio/projects/functions/utils.py	11	CODE
LOW	label_studio/projects/functions/utils.py	11	CODE
LOW	label_studio/tests/conftest.py	35	CODE
LOW	label_studio/tests/conftest.py	30	CODE
LOW	label_studio/fsm/registry.py	15	CODE
LOW	label_studio/fsm/registry.py	16	CODE
LOW	label_studio/fsm/apps.py	30	CODE
LOW	label_studio/fsm/apps.py	30	CODE
LOW	label_studio/fsm/apps.py	38	CODE
LOW	label_studio/fsm/apps.py	50	CODE
LOW	label_studio/fsm/apps.py	50	CODE
LOW	label_studio/fsm/apps.py	50	CODE
LOW	label_studio/users/functions/__init__.py	1	CODE

Over-Commented Block34 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/core/static/js/sw.js	41	// For now just catch presign requests and cache them	COMMENT
LOW	label_studio/projects/api.py	421	return super(ProjectAPI, self).put(request, args, *kwargs)	COMMENT
LOW	label_studio/tests/shared_stages.yml	181	# headers:	COMMENT
LOW	label_studio/tests/test_docs.py	1	# ---	COMMENT
LOW	label_studio/tests/test_annotations.py	261	# if apps.is_installed('businesses'):	COMMENT
LOW	label_studio/tests/test_annotations.py	281	# task = Task.objects.get(id=task_id)	COMMENT
LOW	label_studio/tests/test_data/full_steps.yml	61	- neg	COMMENT
LOW	label_studio/tests/test_data/full_steps.yml	81	#	COMMENT
LOW	label_studio/tests/test_data/full_steps.yml	101	# choices:	COMMENT
LOW	web/libs/core/src/lib/utils/analytics.ts	41		COMMENT
LOW	web/libs/datamanager/src/sdk/lsf-sdk.js	1161	_debouncedFirstOldSelection = undefined;	COMMENT
LOW	web/libs/editor/src/serviceWorker.js	1	// This optional code is used to register a service worker.	COMMENT
LOW	web/libs/editor/src/regions/Result.js	81		COMMENT
LOW	web/libs/editor/src/stores/Annotation/HistoryItem.js	1	import { types } from "mobx-state-tree";	COMMENT
LOW	web/libs/editor/src/stores/__tests__/TaskStore.test.js	21	// };	COMMENT
LOW	web/libs/editor/src/utils/magic-wand.js	1	/* eslint-disable prefer-const */	COMMENT
LOW	…ibs/editor/src/components/KonvaVector/eventHandlers.ts	1	// This file has been refactored into smaller, more manageable chunks.	COMMENT
LOW	web/apps/labelstudio/tsconfig.json	1	{	COMMENT
LOW	web/apps/labelstudio/tsconfig.json	21	// "noEmit": true, /* Do not emit outputs. */	COMMENT
LOW	web/apps/labelstudio/tsconfig.json	41	/* Module Resolution Options */	COMMENT
LOW	web/apps/labelstudio-e2e/src/support/e2e.ts	1	// ***********************************************************	COMMENT
LOW	docs/source/guide/install_enterprise_docker.md	101	# Optional: PostgreSQL SSL mode	COMMENT
LOW	docs/source/guide/install_enterprise_docker.md	121	# Optional: Redis socket timeout	COMMENT
LOW	docs/source/templates/react_claims.md	81	// - Hierarchical tree view of agent steps (thoughts, tool calls, sub-agents, outputs)	COMMENT
LOW	docs/source/templates/interfaces-agent-eval.md	181	// Emits up to five independent results, all with to_name: "run":	COMMENT
LOW	docs/themes/v2/source/js/playground/codemirror.js	1281	// One-char codes used for character types:	COMMENT
LOW	docs/themes/v2/source/js/playground/codemirror.js	3641	}	COMMENT
LOW	docs/themes/v2/source/js/playground/codemirror.js	7321	}	COMMENT
LOW	.devcontainer/docker-compose.yml	1	version: "3.3"	COMMENT
LOW	.devcontainer/docker-compose.yml	21	# dockerfile: .devcontainer/Dockerfile	COMMENT
LOW	.devcontainer/devcontainer.json	41	"ms-azuretools.vscode-docker",	COMMENT
LOW	.github/workflows/stale.yml	1	# This workflow warns and then closes issues and PRs that have had no activity for a specified amount of time.	COMMENT
LOW	.github/workflows/invite-check.yml	21	uses: slackapi/slack-github-action@v3.0	COMMENT
LOW	.github/workflows/invite-check.yml	41	# with:	COMMENT

Cross-Language Confusion4 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	label_studio/core/argparser.py	160	default_params = '{"annotations__completed_by": {"only_id": null}, "interpolate_key_frames": true}'	CODE
HIGH	label_studio/io_storages/base_models.py	594	# pubsub.push(topic, key)	COMMENT
HIGH	…el_studio/tests/test_data/gen_tasks_and_annotations.py	21	tc_template = """{"id": %s,"review_result":null,"ground_truth":false,"result":[{"id":"MGK92Ogo4t","type":"choices","valu	CODE
HIGH	…bel_studio/tests/data_manager/test_ordering_filters.py	47	def test_views_ordering(ordering, element_index, undefined, business_client, project_id):	CODE

AI Slop Vocabulary9 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/core/settings/base.py	291	# Typical secure configuration is simply set CORS_ALLOW_ALL_ORIGINS = False in the env	COMMENT
MEDIUM	label_studio/io_storages/base_models.py	721	# needed to facilitate debugging storage-related testcases, since otherwise no exception is logged	COMMENT
MEDIUM	label_studio/tests/test_prediction_validation.py	46	# Create a project with a comprehensive label configuration	COMMENT
MEDIUM	label_studio/tests/sdk/test_prediction_validation.py	24	# Create a project with a comprehensive label configuration	COMMENT
MEDIUM	label_studio/fsm/tests/test_api_example.py	66	"""Task assignment via API with comprehensive validation"""	STRING
MEDIUM	label_studio/data_manager/serializers.py	88	# Allow underscores if the filter is based on the `task.data` JSONField, because these don't leverage foreig	COMMENT
LOW	label_studio/jwt_auth/views.py	148	# Would be ideal to just add a "blacklisted" attr to our own subclass of	COMMENT
MEDIUM	web/libs/editor/examples/sentiment_analysis/tasks.json	907	"reviewText": "This is good cable. Excellent 1/4" plugs. The lugs and solder joints are covered with hea	CODE
MEDIUM	…libs/editor/src/examples/sentiment_analysis/tasks.json	737	"reviewText": "This is good cable. Excellent 1/4" plugs. The lugs and solder joints are covered with heat shri	CODE

Slop Phrases3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	…l_studio/users/product_tours/configs/create_prompt.yml	10	content: '<div style="width: 100%;">We’ve gone ahead and generated a prompt for you based on your project’s labeling c	CODE
MEDIUM	web/libs/core/src/lib/utils/schema/tags.json	789	"description": "Video tag plays a simple video file. Use for video annotation tasks such as classification and trans	CODE
MEDIUM	.devcontainer/docker-compose.yml	5	# If you want add a non-root user to your Dockerfile, you can use the "remoteUser"	COMMENT

AI Structural Patterns7 hits · 6 pts

Severity	File	Line	Context
LOW	label_studio/organizations/middleware.py	23	CODE
LOW	label_studio/tasks/models.py	622	CODE
LOW	label_studio/core/current_request.py	150	CODE
LOW	label_studio/core/storage.py	135	CODE
LOW	label_studio/projects/serializers.py	371	CODE
LOW	label_studio/users/functions/common.py	93	CODE
LOW	…lpers/gh_changelog_generator/gh_changelog_generator.py	353	CODE

Modern AI Meta-Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/labelstudio/src/components/HeidiTips/liveContent.json	244	"url": "https://humansignal.com/blog/introducing-human-in-the-loop-evaluation-for-agentic-ai-observability/",	CODE
MEDIUM	docs/source/guide/enterprise_features.md	248	### Low-trust annotator guardrails	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/tasks/models.py	1224	# TODO: handle exceptions better	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/data_manager/actions/__init__.py	133	def perform_action(action_id, project, queryset, user, **kwargs):	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings