HumanSignal/label-studio

5.7

Adjusted Score

5.7

Raw Score

100%

Time Factor

2026-08-28

Last Push

28.2K

Stars

TypeScript

Language

709.5K

Lines of Code

4.0K

Files

2.6K

Pattern Hits

2026-08-29

Scan Date

0.06

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 26HIGH 225MEDIUM 127LOW 2183

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 2561 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 Identifiers1476 hits · 1473 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	18	def _workforce_closure_blocked(user):	CODE
LOW	label_studio/organizations/models.py	190	def projects_sorted_by_created_at(self):	CODE
LOW	label_studio/organizations/models.py	201	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_models.py	13	def test_soft_delete_preserves_avatar_and_other_org_task_locks(self):	CODE
LOW	label_studio/organizations/tests/test_models.py	39	def test_soft_delete_clears_avatar_and_org_task_locks_for_last_membership(self):	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	27	def bulk_create_annotations_with_side_effects(	CODE
LOW	label_studio/tasks/functions.py	135	def redis_job_for_calculation(org_id, from_scratch, migration_name='0018_manual_migrate_counters'):	CODE
LOW	label_studio/tasks/functions.py	223	def _fill_annotations_project(project_id):	CODE
LOW	label_studio/tasks/functions.py	237	def _fill_predictions_project(migration_name='0043_auto_20230825'):	CODE
LOW	label_studio/tasks/functions.py	324	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	543	def increase_project_summary_counters(self):	CODE
LOW⚡	label_studio/tasks/models.py	548	def decrease_project_summary_counters(self):	CODE
LOW⚡	label_studio/tasks/models.py	553	def ensure_unique_groundtruth(self, annotation_id):	CODE
LOW	label_studio/tasks/models.py	225	def get_predictions_for_prelabeling(self):	CODE
LOW	label_studio/tasks/models.py	340	def overlap_with_agreement_threshold(self, num, num_locks):	CODE
LOW	label_studio/tasks/models.py	571	def delete_tasks_without_signals(queryset):	CODE
LOW	label_studio/tasks/models.py	594	def delete_tasks_without_signals_from_task_ids(task_ids):	CODE
LOW	label_studio/tasks/models.py	807	def increase_project_summary_counters(self):	CODE
LOW	label_studio/tasks/models.py	813	def decrease_project_summary_counters(self):	CODE
LOW	label_studio/tasks/models.py	864	def _update_task_state_after_deletion(self, task, project):	CODE
LOW	label_studio/tasks/models.py	870	def on_delete_update_counters(self):	CODE
LOW	label_studio/tasks/models.py	1115	def prepare_prediction_result(cls, result, project):	CODE
LOW	label_studio/tasks/models.py	1386	def update_all_task_states_after_deleting_task(sender, instance, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1410	def _task_data_is_not_updated(update_fields):	CODE
LOW	label_studio/tasks/models.py	1416	def delete_project_summary_data_columns_before_updating_task(sender, instance, update_fields, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1430	def update_project_summary_data_columns(sender, instance, created, update_fields, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1439	def delete_project_summary_annotations_before_updating_annotation(sender, instance, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1467	def update_project_summary_annotations_and_is_labeled(sender, instance, created, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1483	def update_task_counters_after_annotation_delete(sender, instance, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1522	def remove_predictions_from_project(sender, instance, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1530	def save_predictions_to_project(sender, instance, **kwargs):	CODE
LOW	label_studio/tasks/models.py	1589	def deprecated_bulk_update_stats_project_tasks(tasks, project=None):	CODE
LOW	label_studio/tasks/models.py	1639	def bulk_update_stats_project_tasks(tasks, project=None):	CODE
LOW	label_studio/tasks/serializers.py	43	def sanitize_prediction_import_payload(prediction):	CODE
LOW	label_studio/tasks/serializers.py	208	def _resolve_project_for_validation(self, data):	CODE
LOW	label_studio/tasks/serializers.py	563	def _insert_valid_completed_by(annotations, members_email_to_id, members_ids, default_user, ff_user=None):	CODE
LOW	label_studio/tasks/serializers.py	622	def _insert_valid_user_reviews(dicts, members_email_to_id, default_user):	CODE
LOW	label_studio/tasks/serializers.py	646	def _insert_valid_user_drafts(dicts, members_email_to_id, default_user):	CODE
LOW	label_studio/tasks/serializers.py	1025	def post_process_custom_callback(project_id, user):	CODE
LOW	label_studio/tasks/api.py	348	def get_retrieve_serializer_context(self, request):	STRING
LOW	label_studio/tasks/api.py	374	def maybe_evaluate_predictions(self, project, request):	STRING
LOW	label_studio/tasks/api.py	427	def get_excluded_fields_for_evaluation(self):	STRING
LOW	label_studio/tasks/api.py	566	def merge_result_into_distributions(result):	STRING
LOW	label_studio/tasks/api.py	757	def merge_result_into_distributions(result):	CODE
LOW	label_studio/tasks/api.py	1417	def process_intermediate_state(self, annotation, draft):	STRING
LOW	label_studio/tasks/ordering.py	25	def parse_annotations_ordering_request(request):	CODE
1416 more matches not shown…

Cross-File Repetition170 hits · 850 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/job_deduplication.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
110 more matches not shown…

Hallucination Indicators26 hits · 275 pts

Severity	File	Line	Snippet	Context
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	…ibs/ui/src/lib/multi-tree-select/tree-context.test.tsx	135	const label1 = result.current.providerProps.dataRef.current.find((w) => w.id === "1");	CODE
CRITICAL	…editor/tests/integration/e2e/video/vector_points.cy.ts	120	const video = win.Htx.annotationStore.selected.names.get("video");	CODE
CRITICAL	…itor/tests/integration/e2e/control_tags/textarea.cy.ts	373	const model = win.Htx.annotationStore.selected.names.get("desc");	CODE
CRITICAL	…itor/tests/integration/e2e/control_tags/textarea.cy.ts	386	const model = win.Htx.annotationStore.selected.names.get("desc");	CODE
CRITICAL	…itor/tests/integration/e2e/control_tags/textarea.cy.ts	399	const model = win.Htx.annotationStore.selected.names.get("desc");	CODE
CRITICAL	…itor/tests/integration/e2e/control_tags/textarea.cy.ts	416	const model = win.Htx.annotationStore.selected.names.get("desc");	CODE
CRITICAL	…itor/tests/integration/e2e/control_tags/textarea.cy.ts	434	const model = win.Htx.annotationStore.selected.names.get("desc");	CODE
CRITICAL	…itor/tests/integration/e2e/control_tags/textarea.cy.ts	457	const model = win.Htx.annotationStore.selected.names.get("desc");	CODE
CRITICAL	web/libs/editor/src/tags/object/Video/Video.js	160	return self.annotation.regionStore.selection.list.filter((reg) => reg.type === "timelineregion");	CODE
CRITICAL	…/src/components/ImageView/__tests__/ImageView.test.jsx	763	const onMouseEnter = item.stageRef.on.mock.calls.find((c) => c[0] === "mouseenter")?.[1];	CODE
CRITICAL	…/src/components/ImageView/__tests__/ImageView.test.jsx	764	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 Wrapping181 hits · 191 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/server.py	329	except Exception as e:	CODE
LOW	label_studio/tasks/models.py	487	except Exception as exc:	CODE
LOW	label_studio/tasks/models.py	509	except Exception as exc:	CODE
LOW	label_studio/tasks/models.py	1232	except Exception as exc:	CODE
LOW	label_studio/tasks/models.py	1366	except Exception as exc:	CODE
LOW	label_studio/tasks/models.py	1397	except Exception as exc:	CODE
LOW	label_studio/tasks/serializers.py	792	except Exception as e:	CODE
LOW	label_studio/tasks/serializers.py	821	except Exception as e:	CODE
LOW	label_studio/core/label_config.py	233	except Exception as exc:	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/job_deduplication.py	131	except Exception:	CODE
LOW	label_studio/core/job_deduplication.py	181	except Exception:	CODE
LOW	label_studio/core/job_deduplication.py	195	except Exception:	CODE
LOW⚡	label_studio/core/job_deduplication.py	249	except Exception:	CODE
LOW⚡	label_studio/core/job_deduplication.py	258	except Exception:	CODE
LOW⚡	label_studio/core/job_deduplication.py	267	except Exception:	CODE
LOW	label_studio/core/job_deduplication.py	325	except Exception:	CODE
LOW	label_studio/core/migration_helpers.py	44	except Exception as rq_err:	CODE
LOW	label_studio/core/migration_helpers.py	102	except Exception as e:	CODE
LOW	label_studio/core/migration_helpers.py	118	except Exception as e:	CODE
LOW	label_studio/core/views.py	164	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	208	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	387	except Exception:	CODE
LOW	label_studio/core/utils/common.py	491	except Exception:	CODE
LOW	label_studio/core/utils/common.py	499	except Exception:	CODE
MEDIUM	label_studio/core/utils/common.py	233	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	213	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	62	except Exception as exc:	CODE
LOW	label_studio/io_storages/proxy_api.py	68	except Exception as exc:	CODE
LOW	label_studio/io_storages/proxy_api.py	155	except Exception as exc:	CODE
LOW	label_studio/io_storages/proxy_api.py	201	except Exception as e:	CODE
LOW	label_studio/io_storages/proxy_api.py	207	except Exception as e:	CODE
LOW	label_studio/io_storages/proxy_api.py	361	except Exception as e:	CODE
LOW	label_studio/io_storages/base_models.py	237	except Exception:	CODE
LOW	label_studio/io_storages/base_models.py	427	except Exception:	CODE
LOW	label_studio/io_storages/base_models.py	475	except Exception:	CODE
LOW	label_studio/io_storages/base_models.py	817	except Exception:	CODE
LOW	label_studio/io_storages/base_models.py	969	except Exception:	CODE
LOW	label_studio/io_storages/base_models.py	1029	except Exception:	CODE
LOW	label_studio/io_storages/base_models.py	1111	except Exception as exc:	CODE
LOW	label_studio/io_storages/api.py	106	except Exception as exc:	CODE
LOW⚡	label_studio/io_storages/api.py	229	except Exception as exc:	CODE
LOW	label_studio/io_storages/utils.py	61	except Exception as exc:	CODE
LOW	label_studio/io_storages/utils.py	94	except Exception as exc:	CODE
121 more matches not shown…

Decorative Section Separators55 hits · 189 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/tasks/tests/test_result_utils.py	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	label_studio/tasks/tests/test_result_utils.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	label_studio/core/job_deduplication.py	32	# ----------------------	COMMENT
MEDIUM	label_studio/core/job_deduplication.py	56	# -------------	COMMENT
MEDIUM	label_studio/core/utils/db.py	193	# =====================	COMMENT
MEDIUM	label_studio/core/utils/db.py	195	# =====================	COMMENT
MEDIUM	label_studio/projects/models.py	964	# ============================================================================	COMMENT
MEDIUM	label_studio/projects/models.py	966	# ============================================================================	COMMENT
MEDIUM⚡	label_studio/tests/test_job_deduplication.py	112	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	label_studio/tests/test_job_deduplication.py	114	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	label_studio/tests/test_job_deduplication.py	215	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	label_studio/tests/test_job_deduplication.py	217	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	label_studio/tests/test_job_deduplication.py	361	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	label_studio/tests/test_job_deduplication.py	363	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	label_studio/tests/test_job_deduplication.py	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	label_studio/tests/test_job_deduplication.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	label_studio/tests/test_job_deduplication.py	85	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	label_studio/tests/test_job_deduplication.py	87	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	label_studio/tests/test_import_completed_by.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	label_studio/tests/test_import_completed_by.py	125	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	label_studio/tests/test_import_completed_by.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	label_studio/tests/test_import_completed_by.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	label_studio/tests/test_import_completed_by.py	307	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	label_studio/tests/test_import_completed_by.py	309	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…el_studio/tests/test_storage_create_list_edge_cases.py	57	# ── Happy path ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…el_studio/tests/test_storage_create_list_edge_cases.py	87	# ── Production scenario (TRIAG-2148 exact reproduction) ─────────────	COMMENT
MEDIUM	…el_studio/tests/test_storage_create_list_edge_cases.py	268	# ── Defensive edge cases (meta corruption) ─────────────────────────	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	web/libs/core/src/lib/topbar/AnnotationsListFilter.tsx	100	// ─── Filter tooltip helpers ────────────────────────────────────────────────	COMMENT
MEDIUM	web/libs/core/src/lib/topbar/AnnotationsListFilter.tsx	201	// ──────────────────────────────────────────────────────────────────────────	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	298	// ── Unified component ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/editor/src/ml-interactive/primitives/MaskConverter.ts	208	// ─── Contour tracing (marching squares) ─────────────────────────────────────	COMMENT
MEDIUM	…/editor/src/ml-interactive/primitives/MaskConverter.ts	324	// ─── Douglas-Peucker simplification ─────────────────────────────────────────	COMMENT
MEDIUM	…/editor/src/ml-interactive/primitives/MaskConverter.ts	360	// ─── Zhang-Suen thinning (skeleton extraction) ─────────────────────────────	COMMENT
MEDIUM	…/editor/src/ml-interactive/primitives/MaskConverter.ts	426	// ─── Skeleton path tracing ──────────────────────────────────────────────────	COMMENT
MEDIUM	…itor/src/ml-interactive/primitives/useInputHandlers.ts	34	// ─── Click capture on the stage / overlay ──────────────────────────────	COMMENT
MEDIUM	…itor/src/ml-interactive/primitives/useInputHandlers.ts	231	// ─── Cursor baseline for video ─────────────────────────────────────────	COMMENT

Magic Placeholder Names31 hits · 162 pts

Severity	File	Line	Snippet	Context
HIGH	…tings/PredictionsSettings/ImportPredictionsExample.jsx	226	api_key="YOUR_API_KEY",	CODE
HIGH	…tings/PredictionsSettings/ImportPredictionsExample.jsx	251	project's {usesCustomInterface ? "interface schema" : "labeling config"} — replace <code>YOUR_API_KEY</code>	CODE
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	431	# Step 1: Create project	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	438	# Step 2: Create 2 tasks	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	448	# Step 3: Submit annotation on task1	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	458	# Step 4: Submit annotation on task2	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	468	# Step 5: Delete annotation from task1	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	473	# Step 6: Re-submit annotation on task1	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	526	# Step 1: Create task directly without FSM state	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	533	# Step 2: Create annotation directly	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	543	# Step 3: Delete annotation via SDK (this triggers FSM logic)	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	546	# Step 4: Verify task state was initialized and updated	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	571	# Step 1: Create task without FSM state	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	581	# Step 2: Submit annotation via SDK	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	588	# Step 3: Verify states initialized	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	630	# Step 2: Submit annotation on first task only via SDK	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	637	# Step 3: Verify both tasks now have states	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	650	# Step 4: Verify project state is correct (IN_PROGRESS - some tasks completed)	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	681	# Step 1: Create 3 tasks without FSM states	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	689	# Step 2: Submit annotations on all tasks via SDK	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	699	# Step 3: Verify all tasks have correct states	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	704	# Step 4: Verify project is COMPLETED (all tasks completed)	COMMENT
LOW	label_studio/tests/test_fsm_lso_workflows.py	619	# 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	717	# Step 4: Test that the PATCHed view filters tasks correctly	STRING
LOW⚡	label_studio/tests/data_manager/test_views_api.py	726	# Step 5: PATCH again to modify the child filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	601	# Step 1: Create a view with a non-nested filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	660	# Step 2: PATCH the view to add a child filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	691	# Step 3: Verify the PATCHed view has the child filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	757	# 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	637	// Step 1: Scale	COMMENT
LOW⚡	…libs/editor/src/components/KonvaVector/KonvaVector.tsx	641	// Step 2: Rotate	COMMENT
LOW⚡	…libs/editor/src/components/KonvaVector/KonvaVector.tsx	645	// 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 Comments46 hits · 130 pts

Severity	File	Line	Snippet	Context
MEDIUM	label_studio/tasks/models.py	638	# Create a dynamic class that mixes FSM support into the queryset	COMMENT
MEDIUM	label_studio/tasks/tests/test_lazy_load_annotations.py	467	# Create a normal annotation	COMMENT
MEDIUM	label_studio/tasks/tests/test_lazy_load_annotations.py	480	# 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	160	# Create a database cursor that yields primary keys without loading all into memory	COMMENT
MEDIUM	label_studio/core/utils/iterators.py	45	# 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	549	# Create an instance of the concrete class	COMMENT
MEDIUM	label_studio/io_storages/tests/test_get_bytes_stream.py	595	# Create a proper AuthorizedSession patcher that returns our mock session	COMMENT
MEDIUM	label_studio/io_storages/tests/test_base_models.py	170	# Create the annotation before any storage exists so creation does not trigger an export.	COMMENT
MEDIUM⚡	label_studio/io_storages/tests/test_proxy_api.py	308	# Create a mock stream with iter_chunks method	COMMENT
MEDIUM⚡	label_studio/io_storages/tests/test_proxy_api.py	591	# Create the necessary objects for testing without database	COMMENT
MEDIUM	label_studio/io_storages/tests/test_proxy_api.py	331	# Create a mock stream with iter_chunks method	COMMENT
MEDIUM	label_studio/io_storages/tests/test_proxy_api.py	354	# Create a mock stream with iter_chunks method that raises an exception	COMMENT
MEDIUM	label_studio/io_storages/tests/test_proxy_api.py	648	# Create the necessary objects for testing without database	COMMENT
MEDIUM⚡	label_studio/tests/test_fsm_lso_workflows.py	673	# Create a new project with FSM	COMMENT
MEDIUM	label_studio/tests/conftest.py	831	# 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	1059	# 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	359	# Create a project with specific label config for testing	COMMENT
MEDIUM	label_studio/tests/data_manager/test_views_api.py	1023	# Create a gap: two views remain but max order is 5 (count would be 2).	COMMENT
MEDIUM	label_studio/tests/data_manager/test_views_api.py	413	# Create a view with nested filters	STRING
MEDIUM	label_studio/tests/data_manager/test_views_api.py	547	# 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	243	# Define the schemas for filters and selectedItems	COMMENT
MEDIUM	label_studio/data_manager/prepare_params.py	395	# Define the main schema for the data payload	COMMENT
MEDIUM	label_studio/data_manager/tests/test_managers.py	165	# Create a simple mock queryset	COMMENT
MEDIUM	label_studio/data_export/api.py	187	# Create a prefetch for annotations with FSM state	STRING
MEDIUM	label_studio/users/tests/test_hotkeys_api.py	21	# Create a test user	COMMENT
MEDIUM	label_studio/jwt_auth/views.py	263	# Create a new token for the user	COMMENT

Modern Structural Boilerplate103 hits · 105 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	24	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	47	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/tasks/serializers.py	40	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/tasks/apps.py	7	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/tasks/api.py	53	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/tasks/validation.py	42	logger = logging.getLogger(__name__)	CODE
LOW	…tasks/management/commands/recalculate_task_counters.py	28	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/job_deduplication.py	71	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/core/middleware.py	22	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	15	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/proxy_api.py	23	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/base_models.py	48	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	20	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	19	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/react_code_proxy.py	22	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/s3/models.py	39	logger = logging.getLogger(__name__)	CODE
LOW	label_studio/io_storages/s3/serializers.py	15	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	69	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
43 more matches not shown…

Deep Nesting114 hits · 100 pts

Severity	File	Line	Context
LOW	label_studio/server.py	276	CODE
LOW	label_studio/tasks/models.py	225	CODE
LOW	label_studio/tasks/models.py	1115	CODE
LOW	label_studio/tasks/serializers.py	563	CODE
LOW	label_studio/tasks/serializers.py	669	CODE
LOW	label_studio/tasks/serializers.py	754	CODE
LOW	label_studio/tasks/serializers.py	1175	CODE
LOW	label_studio/tasks/api.py	547	CODE
LOW	label_studio/tasks/api.py	725	CODE
LOW	label_studio/tasks/api.py	566	CODE
LOW	label_studio/tasks/api.py	757	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	273	CODE
LOW	label_studio/core/migration_helpers.py	79	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	637	CODE
LOW	label_studio/core/utils/contextlog.py	208	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	213	CODE
LOW	label_studio/io_storages/base_models.py	168	CODE
LOW	label_studio/io_storages/base_models.py	390	CODE
LOW	label_studio/io_storages/base_models.py	492	CODE
LOW	label_studio/io_storages/base_models.py	660	CODE
LOW	label_studio/io_storages/base_models.py	928	CODE
LOW	label_studio/io_storages/utils.py	182	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	652	CODE
LOW	label_studio/projects/models.py	884	CODE
LOW	label_studio/projects/models.py	1105	CODE
LOW	label_studio/projects/models.py	1191	CODE
LOW	label_studio/projects/models.py	1589	CODE
LOW	label_studio/projects/models.py	1746	CODE
LOW	label_studio/projects/models.py	1847	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	407	CODE
LOW	label_studio/projects/functions/next_task.py	437	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
54 more matches not shown…

Verbosity Indicators45 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	431	# Step 1: Create project	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	438	# Step 2: Create 2 tasks	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	448	# Step 3: Submit annotation on task1	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	458	# Step 4: Submit annotation on task2	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	468	# Step 5: Delete annotation from task1	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	473	# Step 6: Re-submit annotation on task1	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	526	# Step 1: Create task directly without FSM state	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	533	# Step 2: Create annotation directly	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	543	# Step 3: Delete annotation via SDK (this triggers FSM logic)	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	546	# Step 4: Verify task state was initialized and updated	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	571	# Step 1: Create task without FSM state	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	581	# Step 2: Submit annotation via SDK	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	588	# Step 3: Verify states initialized	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	630	# Step 2: Submit annotation on first task only via SDK	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	637	# Step 3: Verify both tasks now have states	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	650	# Step 4: Verify project state is correct (IN_PROGRESS - some tasks completed)	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	681	# Step 1: Create 3 tasks without FSM states	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	689	# Step 2: Submit annotations on all tasks via SDK	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	699	# Step 3: Verify all tasks have correct states	COMMENT
LOW⚡	label_studio/tests/test_fsm_lso_workflows.py	704	# Step 4: Verify project is COMPLETED (all tasks completed)	COMMENT
LOW	label_studio/tests/test_fsm_lso_workflows.py	619	# 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	717	# Step 4: Test that the PATCHed view filters tasks correctly	STRING
LOW⚡	label_studio/tests/data_manager/test_views_api.py	726	# Step 5: PATCH again to modify the child filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	601	# Step 1: Create a view with a non-nested filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	660	# Step 2: PATCH the view to add a child filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	691	# Step 3: Verify the PATCHed view has the child filter	STRING
LOW	label_studio/tests/data_manager/test_views_api.py	757	# 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	637	// Step 1: Scale	COMMENT
LOW⚡	…libs/editor/src/components/KonvaVector/KonvaVector.tsx	641	// Step 2: Rotate	COMMENT
LOW⚡	…libs/editor/src/components/KonvaVector/KonvaVector.tsx	645	// 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	19	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	140	Handle user account view and profile updates. This view displays the user's profile information and allows the	STRING

Fake / Example Data56 hits · 60 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/tasks/api.py	688	'email': 'user@example.com',	CODE
LOW	…io/tasks/tests/test_deleted_user_task_serialization.py	62	assert 'John Doe' in active_data['created_username']	CODE
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	94	(['label-studio', 'user', '--username', 'test@test.com', '--password', '12345678'], None),	CODE
LOW	…studio/tests/data_manager/actions/test_experimental.py	257	'placeholder': 'Search or add a column',	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	191	'placeholder': 'All',	CODE
LOW	label_studio/data_manager/actions/data_columns.py	355	'placeholder': 'Search or add a column',	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	web/libs/ui/src/lib/code-editor/cm5-compat-shim.ts	236	if (key === "placeholder") {	CODE
LOW	…/lib/ai-chat/ai-chat-prompt-bar/ai-chat-prompt-bar.tsx	52	"value" \| "defaultValue" \| "onChange" \| "disabled" \| "placeholder"	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	134	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	438	{ 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	2467	"placeholder": {	CODE
LOW	web/libs/core/src/lib/utils/schema/tags.json	2468	"name": "placeholder",	CODE
LOW	web/libs/core/src/lib/utils/schema/tags.json	3136	"placeholder": {	CODE
LOW	web/libs/core/src/lib/utils/schema/tags.json	3137	"name": "placeholder",	CODE
LOW	…sts/integration/e2e/labels/multiple-label-blocks.cy.ts	238	Paragraphs.selectText("Lorem ipsum dolor sit amet");	CODE
LOW	…sts/integration/e2e/labels/multiple-label-blocks.cy.ts	238	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

Over-Commented Block50 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/tasks/tests/test_serializers.py	21	# returns that int (when every task already has a matching prediction),	COMMENT
LOW	label_studio/tasks/tests/test_serializers.py	41	assert isinstance(predictions, list)	COMMENT
LOW	label_studio/core/job_deduplication.py	1	"""This file and its contents are licensed under the Apache License 2.0. Please see the included NOTICE for copyright in	COMMENT
LOW	label_studio/core/job_deduplication.py	21	# * running_key — set atomically via SET NX when a job is enqueued. Released	COMMENT
LOW	label_studio/core/job_deduplication.py	41	#	COMMENT
LOW	label_studio/core/utils/db.py	161	# The iterator position is maintained between calls to islice	COMMENT
LOW	label_studio/core/static/js/sw.js	41	// For now just catch presign requests and cache them	COMMENT
LOW	label_studio/io_storages/proxy_api.py	81	# Not all storages support presigned URLs	COMMENT
LOW	label_studio/projects/api.py	441	# name='get',	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/netlify.toml	1	# Read by the Netlify sites whose base directory is `web`:	COMMENT
LOW	web/libs/ui/src/lib/multi-tree-select/tree-context.tsx	261	// ``selected=[]`` as the "All" semantic (no ``customPlaceholder``, no ``isRadio``).	COMMENT
LOW	web/libs/core/src/lib/utils/analytics.ts	41		COMMENT
LOW	web/libs/core/src/lib/Tour/Tour.tsx	21	console.error("Tour context not found");	COMMENT
LOW	web/libs/datamanager/src/sdk/lsf-sdk.js	1241	// nextAnnotation = the PREVIOUSLY selected annotation (before this selection).	COMMENT
LOW	…itor/tests/integration/e2e/sync/audio_paragraphs.cy.ts	401	AudioView.isReady();	COMMENT
LOW	web/libs/editor/src/serviceWorker.js	1	// This optional code is used to register a service worker.	COMMENT
LOW	…bs/editor/src/ml-interactive/InteractiveActionsBar.tsx	121	[resolved?.control],	COMMENT
LOW	…itor/src/ml-interactive/primitives/useInputHandlers.ts	221	target.removeEventListener("click", block, useCapture);	COMMENT
LOW	…ditor/src/ml-interactive/primitives/useTrackForward.ts	321	typeof trackedRegion.setClosed === "function"	COMMENT
LOW	web/libs/editor/src/regions/Result.js	81		COMMENT
LOW	web/libs/editor/src/tools/VideoVector.js	361	// No bezier: mousemove is a no-op	COMMENT
LOW	web/libs/editor/src/stores/Annotation/Annotation.js	1241		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	61	// const initialState = {	COMMENT
LOW	web/libs/editor/src/utils/magic-wand.js	1	/* eslint-disable prefer-const */	COMMENT
LOW	web/libs/editor/src/tags/control/Choices.jsx	161	},	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/invite-check.yml	21	uses: slackapi/slack-github-action@v4.0	COMMENT
LOW	.github/workflows/invite-check.yml	41	# with:	COMMENT

Redundant / Tautological Comments32 hits · 48 pts

Severity	File	Line	Snippet	Context
LOW	label_studio/tasks/api.py	1130	# 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	304	# 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	228	# Check if we're in an async context and need to allow async-unsafe operations	COMMENT
LOW	label_studio/io_storages/proxy_api.py	87	# Check if storage should use presigned URLs;	COMMENT
LOW	label_studio/io_storages/proxy_api.py	189	# Check if we've exceeded our time limit	COMMENT
LOW	label_studio/io_storages/base_models.py	706	# Check if file should be processed as JSON based on extension	COMMENT
LOW⚡	label_studio/io_storages/api.py	218	# Check if we've reached the file limit	COMMENT
LOW⚡	label_studio/io_storages/api.py	223	# Check if we've exceeded the timeout	COMMENT
LOW	label_studio/io_storages/utils.py	231	# 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	760	# 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	103	# Check if the instance has a state annotation	COMMENT
LOW	label_studio/users/serializers.py	229	# 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	154	# 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

Unused Imports38 hits · 38 pts

Severity	File	Line	Context
LOW	label_studio/tasks/result_utils.py	10	CODE
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	786	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

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

Cross-Language Confusion5 hits · 26 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	691	# pubsub.push(topic, key)	COMMENT
HIGH⚡	…bel_studio/io_storages/tests/test_storage_unique_id.py	113	"""Export JSON may include import_id: null; export id should still map."""	STRING
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	317	# Typical secure configuration is simply set CORS_ALLOW_ALL_ORIGINS = False in the env	COMMENT
MEDIUM	label_studio/io_storages/base_models.py	818	# 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	241	# 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	149	# 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

AI Structural Patterns8 hits · 8 pts

Severity	File	Line	Context
LOW	label_studio/organizations/middleware.py	23	CODE
LOW	label_studio/tasks/functions.py	27	CODE
LOW	label_studio/core/current_request.py	150	CODE
LOW	label_studio/core/storage.py	135	CODE
LOW	label_studio/projects/serializers.py	369	CODE
LOW	…el_studio/tests/test_storage_create_list_edge_cases.py	47	CODE
LOW	label_studio/users/functions/common.py	93	CODE
LOW	…lpers/gh_changelog_generator/gh_changelog_generator.py	353	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	796	"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

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	1233	# 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	158	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