7.6

Adjusted Signal

7.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

11.3K

Stars

TypeScript

Language

1.2M

Lines of Code

5.5K

Files

7.4K

Pattern Hits

2026-10-31

Scan Date

0.10

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 21.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 5491 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.6/100 · LOW

Are imports declared and package/API names verified? 990 finding(s).

Agent Over-Engineering Ratio 24.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5512 finding(s).

PR Review Velocity Impact 35.4/100 · MEDIUM

Which changes need focused human review? 7427 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 3HIGH 536MEDIUM 276LOW 6612

Directory Score Breakdown

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

Pattern Findings

The scanner identified 7427 distinct pattern matches across 24 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers4368 hits · 4138 pts

Severity	File	Line	Snippet	Context
LOW	…/packages/embeddings/src/sortStringsAlphabetically.tsx	3	export function sortStringsAlphabetically(a, b) {	CODE
LOW	…packages/embeddings/src/ComputeVisualizationButton.tsx	5	export default function ComputeVisualizationButton({	CODE
LOW	app/packages/looker/src/util.ts	161	export function computeBBoxForTextOverlay(	CODE
LOW	app/packages/looker/src/overlays/util.ts	461	export function resolveLabelSelectionVisuals(	CODE
LOW	app/packages/core/src/plugins/SchemaIO/utils/layout.ts	195	export function getAdjustedLayoutDimension(value?: number, gap?: number) {	CODE
LOW	app/packages/core/src/plugins/SchemaIO/utils/layout.ts	202	export function getAdjustedLayoutDimensions({	CODE
LOW	…src/plugins/SchemaIO/components/DashboardPNGExport.tsx	199	function sortPropertiesByCustomLayout(properties, customLayout) {	CODE
LOW	…ges/core/src/plugins/SchemaIO/components/DynamicIO.tsx	119	function schemaWithInheritedDefault(	CODE
LOW	…ges/core/src/plugins/SchemaIO/components/DynamicIO.tsx	130	function schemaWithInheritedVariant(	CODE
LOW	…core/src/plugins/SchemaIO/components/DashboardView.tsx	79	function calculateLayoutDimensions(	CODE
LOW	…core/src/plugins/SchemaIO/components/DashboardView.tsx	1676	function sortPropertiesByCustomLayout(properties, customLayout) {	CODE
LOW	…e/src/plugins/SchemaIO/components/AutocompleteView.tsx	113	function getValuesOnlySettingFromSchema(schema) {	CODE
LOW	…ns/SchemaIO/components/OperatorExecutionButtonView.tsx	16	export default function OperatorExecutionButtonView(props: ViewPropsType) {	CODE
LOW	…chemaIO/components/NativeModelEvaluationView/index.tsx	13	export default function NativeModelEvaluationView(props) {	CODE
LOW	…SchemaIO/components/NativeModelEvaluationView/utils.ts	228	export function getConfusionMatrixPlotlyData(	CODE
LOW	…ativeModelEvaluationView/evaluation/scenario/index.tsx	6	export default function EvaluationScenarioAnalysis(props) {	CODE
LOW	…eModelEvaluationView/evaluation/scenario/Scenarios.tsx	578	function PredictionStatisticsTable(props) {	CODE
LOW	…eModelEvaluationView/evaluation/scenario/Scenarios.tsx	781	function ModelPerformanceMetricsTable(props) {	CODE
LOW	…eModelEvaluationView/evaluation/scenario/Scenarios.tsx	882	function ConfidenceDistributionTable(props) {	CODE
LOW	…eModelEvaluationView/evaluation/scenario/Scenarios.tsx	1069	function PredictionStatisticsChart(props) {	CODE
LOW	…eModelEvaluationView/evaluation/scenario/Scenarios.tsx	1275	function ScenarioModelPerformanceChart(props) {	CODE
LOW	…eModelEvaluationView/evaluation/scenario/Scenarios.tsx	1506	function ConfidenceDistributionChart(props) {	CODE
LOW	…valuationView/evaluation/overview/ClassPerformance.tsx	353	function formatPerClassPerformance(perClassPerformance, barConfig) {	CODE
LOW	…rc/components/Filters/use-query-performance-timeout.ts	7	export default function useQueryPerformanceTimeout(	CODE
LOW	…core/src/components/Filters/StringFilter/Container.tsx	11	export default function CategoricalFilterContainer({	CODE
LOW	…core/src/components/Modal/ModalSampleRenderer.test.tsx	299	function usePersistentRegistration(	CODE
LOW	…ponents/Modal/use-modal-sample-renderer-persistence.ts	19	export function useModalSampleRendererPersistenceKey(): string \| null {	CODE
LOW	…l/Sidebar/Annotate/useGroupAnnotationModeController.ts	79	export function useGroupAnnotationModeController() {	CODE
LOW	…rc/components/Modal/Sidebar/Annotate/useCanAnnotate.ts	21	function useHasAnnotationSupportedSlices(): boolean {	CODE
LOW	…/Sidebar/Annotate/useApplyAnnotationSliceVisibility.ts	7	export function useApplyAnnotationSliceVisibility() {	CODE
LOW	…Annotate/Confirmation/useConfirmDisconnectOntology.tsx	20	function DisconnectOntologyModalComponent({	CODE
LOW	…omponents/Modal/Sidebar/Annotate/Edit/serialization.ts	8	export function serializeDatabaseDateValue(	CODE
LOW	…components/Modal/Sidebar/Annotate/Edit/evaluateWhen.ts	198	export function applyConditionalOwnerChange(	CODE
LOW	…ts/Modal/Sidebar/Annotate/Edit/coordinateConversion.ts	33	export function imagePixelsToCanvasPixels(	CODE
LOW	…/core/src/components/Grid/useGridCustomRendererItem.ts	26	export function useGridCustomRendererItem(	CODE
LOW	…/packages/core/src/components/Grid/GroupMatchPills.tsx	116	export function useGroupMatchTileDecorator() {	CODE
LOW	…ore/src/components/Grid/Selection/SimilarityAction.tsx	34	function AvailableSimilaritySelection({	CODE
LOW	…ore/src/components/Grid/Selection/SimilarityAction.tsx	68	export function SelectionSimilaritySettings({	CODE
LOW	…ore/src/components/Grid/Selection/SimilarityAction.tsx	79	function AvailableSimilaritySettings({ onClose }: { onClose: () => void }) {	CODE
LOW	…ponents/Grid/Selection/subsetConfirmationPreference.ts	19	export function rememberSubsetConfirmation(action: SubsetAction) {	CODE
LOW	…mponents/Grid/Selection/useRegisterSelectionActions.ts	13	export function useRegisterSelectionActions() {	CODE
LOW	…omponents/Grid/Selection/savedSegmentTileDecorator.tsx	52	export function useSavedSegmentTileDecorator(enabled: boolean) {	CODE
LOW	…ackages/video-annotation/src/tracks/trackExtentEdit.ts	187	export function resolveTemporalDetectionSupport(	CODE
LOW	…video-annotation/src/tracks/temporalDetectionTracks.ts	100	export function buildTemporalDetectionTracks({	CODE
LOW	…ages/video-annotation/src/utils/repropagateSegments.ts	13	export function resolveSegmentsToRepropagate(	CODE
LOW	…ckages/video-annotation/src/components/FrameLabels.tsx	437	function useTemporalDetectionTracks(	CODE
LOW	…ckages/video-annotation/src/components/FrameLabels.tsx	1084	function decorateTemporalDetectionTrack({	CODE
LOW	…ckages/video-annotation/src/components/FrameLabels.tsx	1209	function applyTemporalDetectionEdit({	CODE
LOW	…packages/video-annotation/src/hooks/sceneSetupHooks.ts	24	export function useAttachedSingletonCanvas(	CODE
LOW	app/packages/app/vite.config.ts	198	function foxgloveWasmOptimizeAsUrl(): Plugin {	CODE
LOW	app/packages/app/src/useSetters/selectionIdentity.ts	10	export function changesHistorySampleIdentity(	CODE
LOW	app/packages/operators/src/state.ts	164	export function useGlobalExecutionContext(): ExecutionContext {	CODE
LOW	app/packages/operators/src/state.ts	1372	export function useInvocationRequestQueue() {	CODE
LOW	app/packages/operators/src/state.ts	1408	export function useInvocationRequestExecutor({	CODE
LOW	app/packages/operators/src/utils.test.ts	272	function createOperatorPromptOptions(	CODE
LOW	app/packages/operators/src/loader.tsx	24	async function fetchAndRegisterOperators(datasetName: string) {	CODE
LOW	app/packages/operators/src/operators.ts	516	export function listLocalAndRemoteOperators() {	CODE
LOW	app/packages/operators/src/operators.ts	612	async function executeOperatorAsGenerator(	CODE
LOW	app/packages/operators/src/operators.ts	687	function resolveOperatorURIWithMethod(operatorURI, params) {	CODE
LOW	app/packages/operators/src/operators.ts	748	export async function executeOperatorWithContext(	CODE
4308 more matches not shown…

Docstring Block Structure209 hits · 808 pts

Severity	File	Line	Snippet	Context
HIGH	STYLE_GUIDE.md	129	An example docstring that uses Sphinx constructs. Docs sections can be referenced via :ref:`custom text here <ancho	STRING
HIGH	STYLE_GUIDE.md	195	Returns a :class:`fiftyone.core.labels.Polyline` representation of the :class:`fiftyone.core.labels.Detection`.	STRING
HIGH	fiftyone/core/service.py	137	Waits for any child process of this service to bind to a TCP port. Args: port (None): if specified,	STRING
HIGH	fiftyone/core/labels.py	81	Gets the value of the attribute with the given name. Args: name: the attribute name def	STRING
HIGH	fiftyone/core/labels.py	240	Gets the value of the attribute with the given name. The specified attribute may either exist in the :attr:`att	STRING
HIGH	fiftyone/core/labels.py	630	Creates a :class:`Detection` instance with its ``mask`` attribute populated from the given full image mask.	STRING
HIGH	fiftyone/core/labels.py	894	Creates a :class:`Polyline` instance with polygons describing the non-zero region(s) of the given full image mas	STRING
HIGH	fiftyone/core/labels.py	921	Constructs a cuboid from its 8 vertices in the format below:: 7--------6 /\| /\|	STRING
HIGH	fiftyone/core/labels.py	960	Constructs a rotated bounding box from its center, dimensions, and rotation. If a ``frame_size`` is pro	STRING
HIGH	fiftyone/core/fields.py	37	Validates the given field constraints. Args: ftype (None): an optional field type or iterable of types to e	STRING
HIGH	fiftyone/core/expressions.py	334	Retrieves the specified field or embedded field of this expression, which must resolve to a document. E	STRING
HIGH	fiftyone/core/expressions.py	362	Determines whether this expression is equal to the given value or expression, ``self == other``. Exampl	STRING
HIGH	fiftyone/core/expressions.py	391	Determines whether this expression is not equal to the given value or expression, ``self != other``. Ex	STRING
HIGH	fiftyone/core/expressions.py	420	Determines whether this expression is greater than or equal to the given value or expression, ``self >= other``.	STRING
HIGH	fiftyone/core/expressions.py	444	Determines whether this expression is greater than the given value or expression, ``self >= other``. Ex	STRING
HIGH	fiftyone/core/expressions.py	468	Determines whether this expression is less than or equal to the given value or expression, ``self <= other``.	STRING
HIGH	fiftyone/core/expressions.py	496	Determines whether this expression is less than the given value or expression, ``self <= other``. Examp	STRING
HIGH	fiftyone/core/expressions.py	520	Determines whether this expression, which must resolve to a field, exists and is not None. Examples::	STRING
HIGH	fiftyone/core/expressions.py	586	Computes the logical AND of this expression and the given value or expression, ``self & other``. Exampl	STRING
HIGH	fiftyone/core/expressions.py	617	Computes the logical OR of this expression and the given value or expression, ``self \| other``. Example	STRING
HIGH	fiftyone/core/expressions.py	671	Adds the given value to this expression, which must resolve to a numeric value, ``self + other``. Examp	STRING
HIGH	fiftyone/core/expressions.py	746	Rounds this expression, which must resolve to a numeric value, at the given decimal place. Positive val	STRING
HIGH	fiftyone/core/expressions.py	780	Computes the modulus of this expression, which must resolve to a numeric value, ``self % other``. Examp	STRING
HIGH	fiftyone/core/expressions.py	807	Computes the product of the given value and this expression, which must resolve to a numeric value, ``self * oth	STRING
HIGH	fiftyone/core/expressions.py	833	Raises this expression, which must resolve to a numeric value, to the given power, ``self ** power``. E	STRING
HIGH	fiftyone/core/expressions.py	885	Subtracts the given value from this expression, which must resolve to a numeric value, ``self - other``.	STRING
HIGH	fiftyone/core/expressions.py	922	Divides this expression, which must resolve to a numeric value, by the given value, ``self / other``. E	STRING
HIGH	fiftyone/core/expressions.py	1021	Rounds this expression, which must resolve to a numeric value, at the given decimal place. Positive val	STRING
HIGH	fiftyone/core/expressions.py	1056	Truncates this expression, which must resolve to a numeric value, at the specified decimal place. Posit	STRING
HIGH	fiftyone/core/expressions.py	1123	Computes the logarithm base ``base`` of this expression, which must resolve to a numeric value. Example	STRING
HIGH	fiftyone/core/expressions.py	1172	Raises this expression, which must resolve to a numeric value, to the given power, ``self ** power``. E	STRING
HIGH	fiftyone/core/expressions.py	1664	Creates an expression that returns a boolean indicating whether ``self in values``. Examples::	STRING
HIGH	fiftyone/core/expressions.py	1858	Applies the given expression to this expression. Examples:: import fiftyone as fo impo	STRING
HIGH	fiftyone/core/expressions.py	1885	Returns either ``true_expr`` or ``false_expr`` depending on the value of this expression, which must resolve to	STRING
HIGH	fiftyone/core/expressions.py	1916	Returns either this expression or ``false_expr`` if this expression is null. This is a shortcut for ``self.is_nu	STRING
HIGH	fiftyone/core/expressions.py	1944	Applies a case statement to this expression, which effectively computes the following pseudocode::	STRING
HIGH	fiftyone/core/expressions.py	1989	Applies a switch statement to this expression, which effectively computes the given pseudocode:: fo	STRING
HIGH	fiftyone/core/expressions.py	2043	Replaces this expression with the corresponding value in the provided mapping dict, if it is present as a key.	STRING
HIGH	fiftyone/core/expressions.py	2114	Sets the specified field or embedded field of this expression, which must resolve to a document, to the given va	STRING
HIGH	fiftyone/core/expressions.py	2178	Returns an equivalent expression where this expression is defined as a variable that is used wherever necessary	STRING
HIGH	fiftyone/core/expressions.py	2229	Returns the minimum value of either this expression, which must resolve to an array, or the minimum of this expr	STRING
HIGH	fiftyone/core/expressions.py	2267	Returns the maximum value of either this expression, which must resolve to an array, or the maximum of this expr	STRING
HIGH	fiftyone/core/expressions.py	2307	Returns the element or slice of this expression, which must resolve to an array. All of the typical sli	STRING
HIGH	fiftyone/core/expressions.py	2420	Checks whether this expression, which must resolve to an array, contains any of the given values. Pass	STRING
HIGH	fiftyone/core/expressions.py	2485	Checks whether this expression's contents, which must resolve to an array, are a subset of the given array or ar	STRING
HIGH	fiftyone/core/expressions.py	2524	Checks whether this expression, which must resolve to an array, contains the same distinct values as each of the	STRING
HIGH	fiftyone/core/expressions.py	2586	Computes the set union of this expression, which must resolve to an array, and the given array(s) or array expre	STRING
HIGH	fiftyone/core/expressions.py	2620	Computes the set intersection of this expression, which must resolve to an array, and the given array(s) or arra	STRING
HIGH	fiftyone/core/expressions.py	2654	Computes the set difference of this expression, which must resolve to an array, and the given array or array exp	STRING
HIGH	fiftyone/core/expressions.py	2722	Sorts this expression, which must resolve to an array. If no ``key`` is provided, this array must contain eleme	STRING
HIGH	fiftyone/core/expressions.py	2809	Applies the given filter to the elements of this expression, which must resolve to an array. The output	STRING
HIGH	fiftyone/core/expressions.py	2843	Applies the given expression to the elements of this expression, which must resolve to an array. The ou	STRING
HIGH	fiftyone/core/expressions.py	2879	Applies the given reduction to this expression, which must resolve to an array, and returns the single value com	STRING
HIGH	fiftyone/core/expressions.py	2944	Prepends the given value to this expression, which must resolve to an array. Examples:: im	STRING
HIGH	fiftyone/core/expressions.py	2974	Appends the given value to this expression, which must resolve to an array. Examples:: imp	STRING
HIGH	fiftyone/core/expressions.py	3004	Inserts the value before the given index in this expression, which must resolve to an array. If ``index	STRING
HIGH	fiftyone/core/expressions.py	3039	Concatenates the given array(s) or array expression(s) to this expression, which must resolve to an array.	STRING
HIGH	fiftyone/core/expressions.py	3126	Returns the standard deviation of the values in this expression, which must resolve to a numeric array.	STRING
HIGH	fiftyone/core/expressions.py	3168	Joins the elements of this expression, which must resolve to a string array, by the given delimiter. Ex	STRING
HIGH	fiftyone/core/expressions.py	3200	Extracts the specified substring from this expression, which must resolve to a string. Examples::	STRING
149 more matches not shown…

Empty Error Handlers158 hits · 775 pts

Severity	File	Line	Snippet	Context
HIGH	tools/pgrep.py	28	except psutil.Error:	CODE
HIGH	plugins/operators/model_evaluation/__init__.py	553	except Exception:	CODE
HIGH	tests/conftest.py	82	except ImportError:	CODE
HIGH	tests/unittests/operators/notification_service_tests.py	252	except asyncio.CancelledError:	CODE
HIGH	tests/unittests/operators/notification_service_tests.py	284	except asyncio.CancelledError:	CODE
HIGH	tests/unittests/map/test_implementations.py	140	except KeyError:	CODE
HIGH	tests/utils/command_wrapper.py	21	except psutil.Error:	CODE
HIGH	tests/utils/pytest_wrapper.py	21	except psutil.Error:	CODE
HIGH	tests/intensive/video_tests.py	452	except ValueError:	CODE
HIGH	tests/intensive/sam_parity_tests.py	732	except Exception:	CODE
HIGH	fiftyone/core/service.py	129	except TypeError:	CODE
HIGH	fiftyone/core/service.py	165	except psutil.Error:	CODE
HIGH	fiftyone/core/labels.py	97	except AttributeError:	CODE
HIGH	fiftyone/core/labels.py	259	except AttributeError:	CODE
HIGH	fiftyone/core/labels.py	265	except KeyError:	CODE
HIGH	fiftyone/core/config.py	1030	except:	CODE
HIGH	fiftyone/core/config.py	1035	except:	CODE
HIGH	fiftyone/core/config.py	339	except:	CODE
HIGH	fiftyone/core/label_schema_docs.py	350	except Exception: # pylint: disable=broad-except	CODE
HIGH	fiftyone/core/label_schema_docs.py	361	except Exception: # pylint: disable=broad-except	CODE
HIGH	fiftyone/core/stages.py	8424	except:	CODE
HIGH	fiftyone/core/stages.py	8432	except:	CODE
HIGH	fiftyone/core/stages.py	9591	except:	CODE
HIGH	fiftyone/core/stages.py	435	except Exception:	CODE
HIGH	fiftyone/core/dataset.py	10461	except:	CODE
HIGH	fiftyone/core/dataset.py	2310	except StopIteration:	CODE
HIGH	fiftyone/core/context.py	16	except:	CODE
HIGH	fiftyone/core/context.py	99	except ImportError:	CODE
HIGH	fiftyone/core/context.py	115	except ImportError:	CODE
HIGH	fiftyone/core/context.py	128	except ImportError:	CODE
HIGH	fiftyone/core/cli.py	1242	except KeyboardInterrupt:	CODE
HIGH	fiftyone/core/cli.py	1252	except KeyboardInterrupt:	CODE
HIGH	fiftyone/core/cli.py	3337	except KeyboardInterrupt:	CODE
HIGH	fiftyone/core/cli.py	5401	except:	CODE
HIGH	fiftyone/core/cli.py	5406	except:	CODE
HIGH	fiftyone/core/collections.py	13828	except:	CODE
HIGH	fiftyone/core/collections.py	13833	except:	CODE
HIGH	fiftyone/core/collections.py	13838	except:	CODE
HIGH	fiftyone/core/collections.py	13843	except:	CODE
HIGH	fiftyone/core/collections.py	1183	except StopIteration:	CODE
HIGH	fiftyone/core/collections.py	11239	except:	CODE
HIGH	fiftyone/core/utils.py	68	except:	CODE
HIGH	fiftyone/core/utils.py	243	except (KeyboardInterrupt, OSError):	CODE
HIGH	fiftyone/core/utils.py	1245	except StopIteration:	CODE
HIGH	fiftyone/core/utils.py	2849	except:	CODE
HIGH	fiftyone/core/utils.py	3138	except Exception:	CODE
HIGH	fiftyone/core/utils.py	3146	except Exception:	CODE
HIGH	fiftyone/core/utils.py	3191	except Exception:	CODE
HIGH	fiftyone/core/utils.py	3083	except Exception:	CODE
HIGH	fiftyone/core/utils.py	3207	except Exception:	CODE
HIGH	fiftyone/core/utils.py	3369	except Exception:	CODE
HIGH	fiftyone/core/utils.py	3099	except Exception:	CODE
HIGH	fiftyone/core/utils.py	3120	except Exception:	CODE
HIGH	fiftyone/core/utils.py	3219	except Exception:	CODE
HIGH	fiftyone/core/utils.py	3112	except Exception:	CODE
HIGH	fiftyone/core/storage.py	519	except ValueError:	CODE
HIGH	fiftyone/core/storage.py	568	except ValueError:	CODE
HIGH	fiftyone/core/subsets.py	1718	except DuplicateKeyError:	CODE
HIGH	fiftyone/core/subsets.py	881	except fod.DatasetNotFoundError:	CODE
HIGH	fiftyone/core/subsets.py	639	except fod.DatasetNotFoundError:	CODE
98 more matches not shown…

Cross-File Repetition139 hits · 695 pts

Severity	File	Line	Snippet	Context
HIGH	plugins/__init__.py	0	fiftyone plugins. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	plugins/utils/__init__.py	0	fiftyone plugins. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	plugins/utils/model_evaluation/__init__.py	0	fiftyone plugins. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/plugins/__init__.py	0	fiftyone plugins. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	plugins/operators/__init__.py	0	builtin operators. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	plugins/operators/dataset.py	0	builtin operators. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	plugins/operators/undeclared_fields.py	0	builtin operators. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/cityscapes_tests.py	0	fiftyone 3d transformation unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/utils_tests.py	0	fiftyone 3d transformation unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/utils3d_tests.py	0	fiftyone 3d transformation unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/transforms_tests.py	0	fiftyone 3d transformation unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/threed/transformation_tests.py	0	fiftyone 3d transformation unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/execution_store_unit_tests.py	0	fiftyone execution store related unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`	STRING
HIGH	tests/unittests/execution_store_repo_tests.py	0	fiftyone execution store related unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`	STRING
HIGH	tests/unittests/execution_store_service_tests.py	0	fiftyone execution store related unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`	STRING
HIGH	tests/unittests/server_decorators_tests.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/interfaces.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/aggregate.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/aggregations.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/color.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/query.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/mutation.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/constants.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/__init__.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/extensions.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/paginator.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/view.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/context.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/indexes.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/app.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/dataloader.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/workspace.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/main.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/data.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/decorators.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/utils/__init__.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/events/__init__.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/routes/__init__.py	0	fiftyone server routes \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	…s/unittests/annotation/validate_label_schemas_tests.py	0	fiftyone annotation unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	…ts/unittests/annotation/dataset_label_schemas_tests.py	0	fiftyone annotation unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	…ts/unittests/annotation/hydrate_label_schemas_tests.py	0	fiftyone annotation unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	…s/unittests/annotation/generate_label_schemas_tests.py	0	fiftyone annotation unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	…ttests/server/utils/jsonpatch/test_json_patch_patch.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	…tests/server/utils/jsonpatch/test_jsonpatch_methods.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	…sts/unittests/server/utils/jsonpatch/test_jsonpatch.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/map/conftest.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/map/test_id_batch.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/map/test_threading.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/map/test_implementations.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/map/test_slice_batch.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/map/test_factory.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/map/test_process.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/map/test_mapper.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/core/__init__.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/core/threed/utils.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/utils/json/__init__.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/server/utils/json/encoder.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/utils/__init__.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/core/aggregations.py	0	aggregations. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/server/routes/test_camera.py	0	fiftyone server groups route unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
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Unused Imports715 hits · 538 pts

Severity	File	Line	Context
LOW	plugins/label_schemas/permissions.py	22	CODE
LOW	plugins/label_schemas/operators.py	17	CODE
LOW	tests/unittests/execution_store_unit_tests.py	12	CODE
LOW	tests/unittests/label_schema_memory.py	16	CODE
LOW	tests/unittests/group_tests.py	12	CODE
LOW	tests/unittests/group_tests.py	15	CODE
LOW	tests/unittests/torch_dataset_tests.py	9	CODE
LOW	tests/unittests/label_schema_docs_tests.py	13	CODE
LOW	…unittests/filepath_media_reference_regression_tests.py	22	CODE
LOW	…unittests/filepath_media_reference_regression_tests.py	23	CODE
LOW	tests/unittests/import_export_tests.py	2588	CODE
LOW	…/unittests/execution_cache/execution_cache_io_tests.py	14	CODE
LOW	…/unittests/execution_cache/execution_cache_io_tests.py	15	CODE
LOW	tests/unittests/execution_cache/decorator_tests.py	18	CODE
LOW	tests/unittests/execution_cache/serialization_tests.py	15	CODE
LOW	tests/unittests/execution_cache/cache_util_tests.py	10	CODE
LOW	tests/unittests/execution_cache/cache_util_tests.py	13	CODE
LOW	tests/unittests/execution_cache/decorators.py	10	CODE
LOW	tests/unittests/execution_cache/decorators.py	11	CODE
LOW	tests/unittests/operators/types_tests.py	12	CODE
LOW	tests/unittests/operators/types_tests.py	14	CODE
LOW	tests/unittests/operators/types_tests.py	15	CODE
LOW	tests/unittests/server/routes/test_dynamic_group.py	20	CODE
LOW	tests/unittests/server/routes/test_dynamic_group.py	20	CODE
LOW	tests/unittests/server/routes/test_dynamic_group.py	20	CODE
LOW	tests/unittests/server/routes/test_dynamic_group.py	20	CODE
LOW	tests/unittests/server/routes/test_dynamic_group.py	20	CODE
LOW	tests/unittests/server/routes/test_dynamic_group.py	20	CODE
LOW	tests/unittests/server/routes/test_dynamic_group.py	20	CODE
LOW	…ts/unittests/server/routes/test_dynamic_group_token.py	19	CODE
LOW	…ts/unittests/server/routes/test_dynamic_group_token.py	19	CODE
LOW	…ts/unittests/server/routes/test_dynamic_group_token.py	19	CODE
LOW	…ts/unittests/server/routes/test_dynamic_group_token.py	19	CODE
LOW	…ts/unittests/server/routes/test_dynamic_group_token.py	19	CODE
LOW	…ts/unittests/server/routes/test_dynamic_group_token.py	19	CODE
LOW	…ts/unittests/server/routes/test_dynamic_group_token.py	19	CODE
LOW	tests/unittests/utils/test_radio.py	12	CODE
LOW	tests/unittests/utils/test_radio.py	15	CODE
LOW	tests/unittests/utils/test_huggingface.py	9	CODE
LOW	tests/unittests/utils/test_huggingface.py	12	CODE
LOW	tests/unittests/utils/test_mapanything.py	10	CODE
LOW	tests/unittests/multimodal/media_reference_tests.py	9	CODE
LOW	tests/unittests/multimodal/media_reference_tests.py	10	CODE
LOW	tests/unittests/multimodal/media_reference_tests.py	23	CODE
LOW	tests/intensive/cvat_tests.py	14	CODE
LOW	tests/intensive/cvat_tests.py	16	CODE
LOW	tests/benchmarking/cifar10_benchmark.py	12	CODE
LOW	tests/isolated/import_time_test.py	18	CODE
LOW	tests/isolated/import_deps_test.py	64	CODE
LOW	docs/source/recipes/torch-dataset-examples/utils.py	1	CODE
LOW	schemas/multimodal/build.py	9	CODE
LOW	fiftyone/__init__.py	12	CODE
LOW	fiftyone/__init__.py	14	CODE
LOW	fiftyone/__init__.py	30	CODE
LOW	fiftyone/__init__.py	39	CODE
LOW	fiftyone/__public__.py	19	CODE
LOW	fiftyone/__public__.py	19	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
655 more matches not shown…

Decorative Section Separators155 hits · 534 pts

Severity	File	Line	Snippet	Context
MEDIUM	…s/Modal/Sidebar/Annotate/Edit/useDetectionMode.test.ts	48	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…odal/Sidebar/Annotate/Edit/useAIAnnotationMode.test.ts	8	// ── Mocks ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…odal/Sidebar/Annotate/Edit/useAIAnnotationMode.test.ts	75	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…odal/Sidebar/Annotate/Edit/useAIAnnotationMode.test.ts	103	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nents/Modal/Sidebar/Annotate/Edit/useMergeTool.test.ts	10	// ── Mocks ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nents/Modal/Sidebar/Annotate/Edit/useMergeTool.test.ts	83	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nents/Modal/Sidebar/Annotate/Edit/evaluateWhen.test.ts	887	// ── Branch 1: owner changed ──────────────────────────────────────────────	COMMENT
MEDIUM	…nents/Modal/Sidebar/Annotate/Edit/evaluateWhen.test.ts	954	// ── Branch 2: became visible with no value ───────────────────────────────	COMMENT
MEDIUM	…nents/Modal/Sidebar/Annotate/Edit/evaluateWhen.test.ts	1067	// ── No-op cases ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ponents/Modal/Sidebar/Annotate/Edit/usePenTool.test.ts	8	// ── Mocks ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ponents/Modal/Sidebar/Annotate/Edit/usePenTool.test.ts	42	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ponents/Modal/Sidebar/Annotate/Edit/usePenTool.test.ts	59	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…Edit/useAnnotationContext/useAnnotationContext.test.ts	71	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…Edit/useAnnotationContext/useAnnotationContext.test.ts	127	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/Edit/useAnnotationContext/useAnnotationFields.test.ts	54	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/Edit/useAnnotationContext/useAnnotationFields.test.ts	80	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nnotation/src/agents/hooks/resolvePointVariant.test.ts	7	// ── Mocks ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nnotation/src/agents/hooks/resolvePointVariant.test.ts	39	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nnotation/src/agents/hooks/resolvePointVariant.test.ts	55	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ation/src/agents/hooks/useApplyInferenceResult.test.ts	9	// ── Mocks ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ation/src/agents/hooks/useApplyInferenceResult.test.ts	43	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ation/src/agents/hooks/useApplyInferenceResult.test.ts	94	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…s/hooks/useRegisterPointSelectionEventHandlers.test.ts	8	// ── Mocks ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…s/hooks/useRegisterPointSelectionEventHandlers.test.ts	75	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…s/hooks/useRegisterPointSelectionEventHandlers.test.ts	87	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/annotation/src/agents/hooks/usePointSelection.test.ts	8	// ── Mocks ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/annotation/src/agents/hooks/usePointSelection.test.ts	111	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/annotation/src/agents/hooks/usePointSelection.test.ts	133	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nnotation/src/persistence/buildAnnotationLabel.test.ts	7	// ── Mocks ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nnotation/src/persistence/buildAnnotationLabel.test.ts	112	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nnotation/src/persistence/buildAnnotationLabel.test.ts	123	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…p/packages/similarity-search/src/components/styled.tsx	14	// ─── Helpers ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…p/packages/similarity-search/src/components/styled.tsx	27	// ─── Shared / Reusable ──────────────────────────────────────────────	COMMENT
MEDIUM	…p/packages/similarity-search/src/components/styled.tsx	44	// ─── RunList ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…p/packages/similarity-search/src/components/styled.tsx	58	// ─── Thumbnail Images ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…p/packages/similarity-search/src/components/styled.tsx	75	// ─── NewSearch ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…p/packages/similarity-search/src/components/styled.tsx	108	// ─── FilterBar ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…p/packages/similarity-search/src/components/styled.tsx	120	// ─── BulkActionBar ──────────────────────────────────────────────────	COMMENT
MEDIUM	…p/packages/similarity-search/src/components/styled.tsx	134	// ─── Tooltip ────────────────────────────────────────────────────────	COMMENT
MEDIUM	app/packages/similarity-search/src/hooks/useRuns.ts	51	// ── Coalescing refresh mechanism ───────────────────────────────	COMMENT
MEDIUM	…ckages/similarity-search/src/hooks/useNewSearchForm.ts	63	// ─── Form fields ────────────────────────────────────────────────	COMMENT
MEDIUM	…ckages/similarity-search/src/hooks/useNewSearchForm.ts	77	// ─── Derived config ─────────────────────────────────────────────	COMMENT
MEDIUM	…ckages/similarity-search/src/hooks/useNewSearchForm.ts	106	// ─── Auto-correct effects ───────────────────────────────────────	COMMENT
MEDIUM	…ckages/similarity-search/src/hooks/useNewSearchForm.ts	145	// ─── Submission ─────────────────────────────────────────────────	COMMENT
MEDIUM	…ages/similarity-search/src/hooks/useSimilarityPanel.ts	19	// ─── Derived State ──────────────────────────────────────────────────	COMMENT
MEDIUM	…ages/similarity-search/src/hooks/useSimilarityPanel.ts	142	// ─── Actions ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ages/similarity-search/src/hooks/useSimilarityPanel.ts	303	// ─── Orchestrator ───────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unittests/label_schema_docs_tests.py	84	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unittests/label_schema_docs_tests.py	86	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unittests/label_schema_docs_tests.py	15	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unittests/label_schema_docs_tests.py	17	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unittests/label_schema_docs_tests.py	181	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unittests/label_schema_docs_tests.py	183	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unittests/session_events_tests.py	67	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unittests/session_events_tests.py	69	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unittests/session_events_tests.py	152	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unittests/session_events_tests.py	154	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unittests/session_events_tests.py	188	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unittests/session_events_tests.py	190	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unittests/session_events_tests.py	220	# -------------------------------------------------------------------	COMMENT
95 more matches not shown…

Deep Nesting476 hits · 392 pts

Severity	File	Line	Context
LOW	plugins/operators/annotation.py	235	CODE
LOW	plugins/operators/group_by.py	63	CODE
LOW	plugins/operators/group_by.py	184	CODE
LOW	plugins/operators/__init__.py	206	CODE
LOW	plugins/operators/__init__.py	969	CODE
LOW	plugins/operators/undeclared_fields.py	101	CODE
LOW	plugins/operators/model_evaluation/__init__.py	1317	CODE
LOW	plugins/operators/model_evaluation/__init__.py	963	CODE
LOW	plugins/panels/model_evaluation/__init__.py	611	CODE
LOW	plugins/panels/model_evaluation/__init__.py	893	CODE
LOW	plugins/panels/model_evaluation/__init__.py	1013	CODE
LOW	plugins/panels/model_evaluation/__init__.py	1081	CODE
LOW	tests/unittests/selection_routes_tests.py	278	CODE
LOW	tests/unittests/selection_routes_tests.py	583	CODE
LOW	tests/unittests/selection_navigation_tests.py	126	CODE
LOW	tests/unittests/sync_voodoo_palette_tests.py	204	CODE
LOW	tests/unittests/view_tests.py	3904	CODE
LOW	tests/unittests/view_tests.py	3934	CODE
LOW	tests/unittests/label_tests.py	988	CODE
LOW	tests/unittests/label_tests.py	1038	CODE
LOW	tests/unittests/video_tests.py	1290	CODE
LOW	tests/unittests/torch_dataset_tests.py	165	CODE
LOW	…unittests/filepath_media_reference_regression_tests.py	292	CODE
LOW	tests/unittests/subsets_tests.py	108	CODE
LOW	tests/unittests/server_view_tests.py	1526	CODE
LOW	tests/unittests/subset_sdk_tests.py	53	CODE
LOW	tests/unittests/subset_sdk_tests.py	147	CODE
LOW	tests/unittests/subset_sdk_tests.py	359	CODE
LOW	tests/unittests/subset_sdk_tests.py	473	CODE
LOW	tests/unittests/import_export_tests.py	5603	CODE
LOW	tests/unittests/operators/delegated_tests.py	1493	CODE
LOW	tests/unittests/operators/decorators_tests.py	60	CODE
LOW	tests/unittests/operators/decorators_tests.py	92	CODE
LOW	tests/unittests/utils/test_unique_filename_maker.py	131	CODE
LOW	tests/unittests/utils/test_unique_filename_maker.py	200	CODE
LOW	tests/unittests/multimodal/lerobot_tests.py	573	CODE
LOW	tests/intensive/model_zoo_tests.py	321	CODE
LOW	tests/intensive/evaluation_tests.py	416	CODE
LOW	tests/intensive/evaluation_tests.py	426	CODE
LOW	tests/intensive/labelstudio_tests.py	652	CODE
LOW	tests/intensive/labelstudio_tests.py	684	CODE
LOW	tests/intensive/labelstudio_tests.py	716	CODE
LOW	tests/intensive/labelstudio_tests.py	766	CODE
LOW	tests/intensive/cvat_tests.py	173	CODE
LOW	tests/intensive/cvat_tests.py	476	CODE
LOW	tests/intensive/sam_parity_tests.py	311	CODE
LOW	tests/intensive/sam_parity_tests.py	580	CODE
LOW	tests/intensive/sam_parity_tests.py	860	CODE
LOW	tests/intensive/sam_parity_tests.py	946	CODE
LOW	tests/intensive/sam_parity_tests.py	1260	CODE
LOW	tests/intensive/sam_parity_tests.py	1711	CODE
LOW	tests/intensive/sam_parity_tests.py	1843	CODE
LOW	tests/intensive/sam_parity_tests.py	2211	CODE
LOW	tests/intensive/sam_image_model_tests.py	59	CODE
LOW	tests/intensive/sam_image_model_tests.py	608	CODE
LOW	docs/source/redirects.py	236	CODE
LOW	docs/extensions/llms_txt.py	50	CODE
LOW	docs/scripts/make_model_zoo_docs.py	378	CODE
LOW	docs/scripts/generate_plugin_docs.py	618	CODE
LOW	docs/scripts/generate_plugin_docs.py	817	CODE
416 more matches not shown…

Excessive Try-Catch Wrapping315 hits · 328 pts

Severity	File	Line	Snippet	Context
LOW	plugins/operators/annotation.py	210	except Exception as e:	CODE
LOW	plugins/operators/annotation.py	310	except Exception as e:	CODE
LOW	plugins/operators/__init__.py	2982	except Exception as e:	STRING
LOW	plugins/operators/__init__.py	3216	except Exception as e:	STRING
LOW	plugins/operators/undeclared_fields.py	171	except Exception as e:	CODE
LOW	plugins/operators/undeclared_fields.py	378	except Exception:	CODE
MEDIUM	plugins/operators/undeclared_fields.py	375	def _last_scan(ctx):	CODE
MEDIUM	plugins/operators/model_evaluation/__init__.py	1189	def get_sample_distribution(self, ctx, subset_expressions):	CODE
LOW	plugins/operators/model_evaluation/__init__.py	553	except Exception:	CODE
LOW	plugins/operators/model_evaluation/__init__.py	1240	except Exception as e:	CODE
MEDIUM	plugins/panels/model_evaluation/__init__.py	71	def get_evaluation_id(self, dataset, eval_key):	CODE
MEDIUM	plugins/panels/model_evaluation/__init__.py	217	def get_map(self, results):	CODE
MEDIUM	plugins/panels/model_evaluation/__init__.py	223	def get_mar(self, results):	CODE
MEDIUM	plugins/panels/model_evaluation/__init__.py	229	def get_custom_metrics(self, results):	CODE
MEDIUM	plugins/panels/model_evaluation/__init__.py	531	def has_evaluation_results(self, dataset, eval_key):	CODE
LOW⚡	plugins/panels/model_evaluation/__init__.py	220	except Exception as e:	CODE
LOW⚡	plugins/panels/model_evaluation/__init__.py	226	except Exception as e:	CODE
LOW⚡	plugins/panels/model_evaluation/__init__.py	232	except Exception:	CODE
LOW	plugins/panels/model_evaluation/__init__.py	74	except Exception as e:	CODE
LOW	plugins/panels/model_evaluation/__init__.py	295	except Exception as e:	CODE
LOW	plugins/panels/model_evaluation/__init__.py	322	except Exception as e:	CODE
LOW	plugins/panels/model_evaluation/__init__.py	534	except Exception:	CODE
LOW	plugins/panels/model_evaluation/__init__.py	1137	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/__init__.py	64	except Exception:	CODE
LOW	plugins/panels/similarity_search/__init__.py	206	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/__init__.py	306	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/__init__.py	343	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/__init__.py	365	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/__init__.py	378	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/__init__.py	395	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/__init__.py	411	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/__init__.py	432	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/operators.py	244	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/operators.py	355	except Exception:	CODE
LOW	plugins/panels/similarity_search/operators.py	369	except Exception:	CODE
LOW	plugins/utils/model_evaluation/__init__.py	23	except Exception as e:	CODE
MEDIUM	plugins/utils/model_evaluation/__init__.py	15	def get_subsets_from_custom_code(ctx, custom_code):	CODE
LOW	tests/ipc_tests.py	139	except Exception as e:	CODE
LOW	tests/unittests/decorators.py	43	except Exception as exc:	CODE
LOW	tests/unittests/execution_cache/decorators.py	39	except Exception as exc:	CODE
LOW	tests/unittests/plugins/secrets_tests.py	90	except Exception:	CODE
LOW	tests/unittests/multimodal/lerobot_tests.py	65	except Exception as error:	CODE
LOW	tests/intensive/sam_parity_tests.py	732	except Exception:	CODE
LOW	docs/process_css.py	30	except Exception as e:	CODE
MEDIUM	docs/process_css.py	31	print(f"Error: {e}")	CODE
LOW	docs/extensions/llms_txt.py	20	except Exception:	CODE
LOW	docs/extensions/llms_txt.py	55	except Exception:	CODE
LOW	docs/extensions/llms_txt.py	179	except Exception as e:	CODE
LOW	docs/extensions/llms_txt.py	250	except Exception as e:	CODE
MEDIUM	docs/extensions/llms_txt.py	17	def get_meta_description(env, docname):	CODE
MEDIUM	docs/extensions/llms_txt.py	50	def scan_document_structure(	CODE
LOW	docs/scripts/generate_plugin_docs.py	373	except Exception as e:	CODE
LOW	docs/scripts/generate_plugin_docs.py	632	except Exception as e:	CODE
LOW	docs/scripts/generate_plugin_docs.py	669	except Exception:	CODE
LOW	docs/scripts/generate_plugin_docs.py	680	except Exception as e:	CODE
LOW	docs/scripts/generate_plugin_docs.py	693	except Exception as e:	CODE
LOW	docs/scripts/generate_plugin_docs.py	979	except Exception as e:	STRING
LOW	docs/scripts/generate_plugin_docs.py	1114	except Exception as e:	CODE
LOW	docs/scripts/generate_plugin_docs.py	1129	except Exception as e:	CODE
LOW	docs/scripts/make_hf_dataset_docs.py	74	except Exception as e:	CODE
255 more matches not shown…

Fake / Example Data242 hits · 216 pts

Severity	File	Line	Snippet	Context
LOW	…re/src/plugins/SchemaIO/components/LoaderView.test.tsx	28	<div data-testid="dynamic-io">{schema?.view?.label \|\| "placeholder"}</div>	CODE
LOW	…emaIO/__tests__/SchemaIOComponent.integration.test.tsx	350	person: { name: "John Doe", age: 30 },	CODE
LOW	…emaIO/__tests__/SchemaIOComponent.integration.test.tsx	351	address: { street: "123 Main St", city: "Anytown" },	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	20	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	28	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	37	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	66	"placeholder": "Select one or more pet",	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	75	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	85	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	95	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	195	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	203	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	212	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	221	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	251	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	259	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	268	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	426	"placeholder": null,	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	434	"placeholder": null	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	442	"placeholder": null	CODE
LOW⚡	…packages/core/src/plugins/SchemaIO/examples/input.json	450	"placeholder": null	CODE
LOW	…packages/core/src/plugins/SchemaIO/examples/input.json	52	"placeholder": null,	CODE
LOW	…packages/core/src/plugins/SchemaIO/examples/input.json	133	"placeholder": null,	CODE
LOW	…packages/core/src/plugins/SchemaIO/examples/input.json	148	"placeholder": null,	CODE
LOW	…packages/core/src/plugins/SchemaIO/examples/input.json	163	"placeholder": null,	CODE
LOW	…packages/core/src/plugins/SchemaIO/examples/input.json	181	"placeholder": null,	CODE
LOW	…packages/core/src/plugins/SchemaIO/examples/input.json	237	"placeholder": null,	CODE
LOW	…packages/core/src/plugins/SchemaIO/examples/input.json	286	"placeholder": null,	CODE
LOW	…packages/core/src/plugins/SchemaIO/examples/input.json	303	"placeholder": null,	CODE
LOW	…packages/core/src/plugins/SchemaIO/examples/input.json	466	"placeholder": null	CODE
LOW	…packages/core/src/plugins/SchemaIO/examples/input.json	478	"placeholder": null	CODE
LOW	…packages/core/src/plugins/SchemaIO/examples/input.json	490	"placeholder": null	CODE
LOW⚡	…ackages/core/src/plugins/SchemaIO/examples/output.json	366	"placeholder": null,	CODE
LOW⚡	…ackages/core/src/plugins/SchemaIO/examples/output.json	375	"placeholder": null,	CODE
LOW⚡	…ackages/core/src/plugins/SchemaIO/examples/output.json	385	"placeholder": null,	CODE
LOW⚡	…ackages/core/src/plugins/SchemaIO/examples/output.json	395	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	19	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	36	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	53	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	80	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	96	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	112	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	128	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	144	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	160	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	176	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	192	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	208	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	224	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	240	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	256	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	274	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	297	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	320	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	343	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	420	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	436	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	452	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	468	"placeholder": null,	CODE
LOW	…ackages/core/src/plugins/SchemaIO/examples/output.json	484	"placeholder": null,	CODE
182 more matches not shown…

Modern Structural Boilerplate179 hits · 178 pts

Severity	File	Line	Snippet	Context
LOW	plugins/operators/__init__.py	47	logger = logging.getLogger(__name__)	CODE
LOW	plugins/panels/similarity_search/__init__.py	24	logger = logging.getLogger(__name__)	CODE
LOW	plugins/panels/similarity_search/operators.py	22	logger = logging.getLogger(__name__)	CODE
LOW	plugins/panels/similarity_search/run_manager.py	20	logger = logging.getLogger(__name__)	CODE
LOW	tests/unittests/label_schema_memory.py	134	__all__ = [	CODE
LOW	tests/benchmarking/add_samples_benchmark.py	19	logger = logging.getLogger(__name__)	CODE
LOW	docs/source/redirects.py	22	logger = logging.getLogger(__name__)	CODE
LOW	docs/scripts/make_model_zoo_docs.py	19	logger = logging.getLogger(__name__)	CODE
LOW	docs/scripts/generate_skills_docs.py	22	logger = logging.getLogger(__name__)	CODE
LOW	docs/scripts/generate_plugin_docs.py	23	logger = logging.getLogger(__name__)	CODE
LOW	docs/scripts/make_hf_dataset_docs.py	22	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/__init__.py	16	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/types/__init__.py	14	__all__ = [	CODE
LOW	fiftyone/core/tags.py	39	__all__ = [	CODE
LOW	fiftyone/core/tags.py	1595	__all__ = [	CODE
LOW	fiftyone/core/logging.py	17	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/service.py	25	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/config.py	23	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/metadata.py	28	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/models.py	41	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/label_schema_docs.py	77	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/dataset.py	65	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/collections.py	65	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/utils.py	83	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/frame.py	23	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/storage.py	31	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/sample.py	32	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/runs.py	23	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/uid.py	15	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/video.py	33	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/state.py	34	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/aggregations.py	31	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/annotation/hydrate_label_schemas.py	19	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/annotation/utils.py	16	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/annotation/generate_label_schemas.py	23	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/odm/database.py	53	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/odm/__init__.py	116	__all__ = [	CODE
LOW	fiftyone/core/odm/dataset.py	55	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/map/mapper.py	39	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/map/__init__.py	17	__all__ = [	CODE
LOW	fiftyone/core/map/batcher/__init__.py	16	__all__ = [	CODE
LOW	fiftyone/core/threed/__init__.py	33	__all__ = [k for k, v in globals().items() if not k.startswith("_")]	CODE
LOW	fiftyone/core/plots/matplotlib.py	36	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/plots/__init__.py	33	__all__ = [	CODE
LOW	fiftyone/core/plots/plotly.py	35	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/plots/manager.py	24	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/plots/base.py	16	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/session/client.py	32	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/session/session.py	69	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/session/__init__.py	14	__all__ = [	CODE
LOW	fiftyone/operators/__init__.py	31	__all__ = [k for k, v in globals().items() if not k.startswith("_")]	CODE
LOW	fiftyone/operators/types.py	16	__all__ = [	CODE
LOW	fiftyone/operators/sse.py	16	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/operators/remote_notifier.py	22	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/operators/delegated.py	34	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/operators/executor.py	42	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/operators/cache/__init__.py	15	__all__ = [	CODE
LOW	fiftyone/operators/_types/pipeline.py	15	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/operators/store/store.py	202	def update_ttl(self, key: str, new_ttl: int) -> None:	CODE
LOW	fiftyone/operators/store/store.py	211	def update_policy(self, key: str, policy: str) -> None:	CODE
119 more matches not shown…

AI Structural Patterns198 hits · 168 pts

Severity	File	Line	Context
LOW	tests/intensive/model_zoo_tests.py	321	CODE
LOW	docs/scripts/generate_plugin_docs.py	789	CODE
LOW	fiftyone/core/tags.py	92	CODE
LOW	fiftyone/core/models.py	52	CODE
LOW	fiftyone/core/models.py	1726	CODE
LOW	fiftyone/core/fields.py	316	CODE
LOW	fiftyone/core/fields.py	426	CODE
LOW	fiftyone/core/fields.py	1939	CODE
LOW	fiftyone/core/clips.py	647	CODE
LOW	fiftyone/core/dataset.py	11342	CODE
LOW	fiftyone/core/dataset.py	11407	CODE
LOW	fiftyone/core/dataset.py	2324	CODE
LOW	fiftyone/core/dataset.py	2385	CODE
LOW	fiftyone/core/dataset.py	4666	CODE
LOW	fiftyone/core/dataset.py	4785	CODE
LOW	fiftyone/core/dataset.py	6808	CODE
LOW	fiftyone/core/dataset.py	6941	CODE
LOW	fiftyone/core/dataset.py	7158	CODE
LOW	fiftyone/core/dataset.py	7284	CODE
LOW	fiftyone/core/dataset.py	7558	CODE
LOW	fiftyone/core/dataset.py	7952	CODE
LOW	fiftyone/core/dataset.py	8329	CODE
LOW	fiftyone/core/dataset.py	8456	CODE
LOW	fiftyone/core/dataset.py	9211	CODE
LOW	fiftyone/core/dataset.py	9451	CODE
LOW	fiftyone/core/view.py	953	CODE
LOW	fiftyone/core/view.py	1021	CODE
LOW	fiftyone/core/view.py	1600	CODE
LOW	fiftyone/core/view.py	1756	CODE
LOW	fiftyone/core/collections.py	13652	CODE
LOW	fiftyone/core/collections.py	1608	CODE
LOW	fiftyone/core/collections.py	1658	CODE
LOW	fiftyone/core/collections.py	2500	CODE
LOW	fiftyone/core/collections.py	2764	CODE
LOW	fiftyone/core/collections.py	4009	CODE
LOW	fiftyone/core/collections.py	4166	CODE
LOW	fiftyone/core/collections.py	4412	CODE
LOW	fiftyone/core/collections.py	10015	CODE
LOW	fiftyone/core/collections.py	10161	CODE
LOW	fiftyone/core/collections.py	10345	CODE
LOW	fiftyone/core/collections.py	10615	CODE
LOW	fiftyone/core/collections.py	11941	CODE
LOW	fiftyone/core/collections.py	11994	CODE
LOW	fiftyone/core/utils.py	1272	CODE
LOW	fiftyone/core/utils.py	1393	CODE
LOW	fiftyone/core/utils.py	1505	CODE
LOW	fiftyone/core/utils.py	2046	CODE
LOW	fiftyone/core/frame.py	384	CODE
LOW	fiftyone/core/document.py	278	CODE
LOW	fiftyone/core/sample.py	380	CODE
LOW	fiftyone/core/video.py	509	CODE
LOW	fiftyone/core/state.py	61	CODE
LOW	fiftyone/core/aggregations.py	689	CODE
LOW	fiftyone/core/aggregations.py	2811	CODE
LOW	fiftyone/core/odm/mixins.py	250	CODE
LOW	fiftyone/core/odm/mixins.py	427	CODE
LOW	fiftyone/core/odm/utils.py	202	CODE
LOW	fiftyone/core/threed/splat.py	57	CODE
LOW	fiftyone/core/threed/shape_3d.py	51	CODE
LOW	fiftyone/core/threed/shape_3d.py	115	CODE
138 more matches not shown…

Self-Referential Comments74 hits · 136 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unittests/execution_store_repo_tests.py	161	# Create the store explicitly so that __store__ is inserted.	COMMENT
MEDIUM	tests/unittests/execution_store_repo_tests.py	171	# Create a store and two keys.	COMMENT
MEDIUM	tests/unittests/execution_store_repo_tests.py	184	# Create a store and set a key.	COMMENT
MEDIUM⚡	tests/unittests/storage_tests.py	52	# Create a zip file	COMMENT
MEDIUM⚡	tests/unittests/storage_tests.py	63	# Create a zip file	COMMENT
MEDIUM	tests/unittests/storage_tests.py	76	# Create a zip file	COMMENT
MEDIUM	tests/unittests/server/routes/test_camera.py	425	# Create a group with multiple slices	COMMENT
MEDIUM	tests/unittests/server/routes/test_groups.py	283	# Create a non-grouped dataset	COMMENT
MEDIUM	tests/intensive/import_export_tests.py	287	# Create a classification dataset	COMMENT
MEDIUM	tests/intensive/import_export_tests.py	327	# Create a detection dataset	COMMENT
MEDIUM	tests/intensive/import_export_tests.py	407	# Create an image labels dataset	COMMENT
MEDIUM	tests/intensive/import_export_tests.py	483	# Create a multilabel dataset	COMMENT
MEDIUM	tests/intensive/import_export_tests.py	515	# Create a classification dataset	COMMENT
MEDIUM	tests/intensive/import_export_tests.py	536	# Create a classification dataset	COMMENT
MEDIUM	docs/source/recipes/torch-dataset-examples/utils.py	24	# Create a field mapping where keys and values are the same	COMMENT
MEDIUM	fiftyone/core/expressions.py	4326	# Create a view that contains a different 10%% of the dataset each	COMMENT
MEDIUM	fiftyone/core/expressions.py	4374	# Create a view that contains a different 50%% of the dataset each	COMMENT
MEDIUM	fiftyone/core/expressions.py	4406	# Create a view that only contains predictions that are "cat" or	COMMENT
MEDIUM	fiftyone/core/expressions.py	4453	# Create a view that only contains predictions that are "cat" and	COMMENT
MEDIUM	fiftyone/core/expressions.py	201	# Create a view that only contains predictions whose bounding boxes	STRING
MEDIUM	fiftyone/core/expressions.py	1536	# Create a view that only contains samples with non-None uniqueness	STRING
MEDIUM	fiftyone/core/expressions.py	1680	# Create a view that only contains animal predictions	STRING
MEDIUM⚡	fiftyone/core/stages.py	8898	# Create a clips view that contains one clip for each contiguous	STRING
MEDIUM⚡	fiftyone/core/stages.py	8908	# Create a clips view that contains one clip for each contiguous	STRING
MEDIUM	fiftyone/core/stages.py	872	# Create a view excluding samples whose `int` field have the given	STRING
MEDIUM	fiftyone/core/stages.py	881	# Create a view excluding samples whose `str` field have the given	STRING
MEDIUM	fiftyone/core/stages.py	3646	# Create a view that only contains samples in Manhattan	STRING
MEDIUM	fiftyone/core/stages.py	6577	# Create a view containing the currently selected samples in the App	STRING
MEDIUM	fiftyone/core/stages.py	6692	# Create a view containing samples whose `int` field have the given	STRING
MEDIUM	fiftyone/core/stages.py	6701	# Create a view containing samples whose `str` field have the given	STRING
MEDIUM	fiftyone/core/stages.py	8560	# Create a view containing the ground truth patches	STRING
MEDIUM	fiftyone/core/stages.py	8737	# Create a patches view for the evaluation results	STRING
MEDIUM	fiftyone/core/stages.py	9101	# Create a trajectories view for the vehicles in the dataset	STRING
MEDIUM	fiftyone/core/stages.py	9323	# Create a frames view for an entire video dataset	STRING
MEDIUM	fiftyone/core/stages.py	9333	# Create a frames view that only contains frames with at least 10	STRING
MEDIUM⚡	fiftyone/core/cli.py	615	# Create a dataset from the given data on disk	STRING
MEDIUM⚡	fiftyone/core/cli.py	619	# Create a dataset from a random subset of the data on disk	STRING
MEDIUM⚡	fiftyone/core/cli.py	624	# Create a dataset from the given samples JSON file	STRING
MEDIUM	fiftyone/core/cli.py	4275	# Create a plugin from existing files	STRING
MEDIUM	fiftyone/core/collections.py	2642	# Create a new sample field	STRING
MEDIUM	fiftyone/core/collections.py	2682	# Create a new frame field	STRING
MEDIUM	fiftyone/core/collections.py	5359	# Create a view excluding samples whose `int` field have the given	STRING
MEDIUM	fiftyone/core/collections.py	5367	# Create a view excluding samples whose `str` field have the given	STRING
MEDIUM	fiftyone/core/collections.py	6443	# Create a view that only contains samples in Manhattan	STRING
MEDIUM	fiftyone/core/collections.py	7493	# Create a view containing the currently selected samples in the App	STRING
MEDIUM	fiftyone/core/collections.py	7544	# Create a view containing samples whose `int` field have the given	STRING
MEDIUM	fiftyone/core/collections.py	7552	# Create a view containing samples whose `str` field have the given	STRING
MEDIUM	fiftyone/core/collections.py	8344	# Create a view containing the ground truth patches	STRING
MEDIUM	fiftyone/core/collections.py	8421	# Create a patches view for the evaluation results	STRING
MEDIUM	fiftyone/core/collections.py	8487	# Create a clips view that contains one clip for each contiguous	STRING
MEDIUM	fiftyone/core/collections.py	8499	# Create a clips view that contains one clip for each contiguous	STRING
MEDIUM	fiftyone/core/collections.py	8577	# Create a trajectories view for the vehicles in the dataset	STRING
MEDIUM	fiftyone/core/collections.py	8699	# Create a frames view for an entire video dataset	STRING
MEDIUM	fiftyone/core/collections.py	8708	# Create a frames view that only contains frames with at least 10	STRING
MEDIUM	fiftyone/core/utils.py	2326	# Create a temporary directory in main process directory for touched	COMMENT
MEDIUM	fiftyone/core/map/threading.py	143	# Create a separate subset for this batch	COMMENT
MEDIUM	fiftyone/core/plots/manager.py	430	# Create a view that only contains the selected samples	COMMENT
MEDIUM	fiftyone/core/plots/manager.py	433	# Create a view that only contains the selected samples	COMMENT
MEDIUM⚡	fiftyone/core/plots/manager.py	455	# Create a view that only contains the selected frames	COMMENT
MEDIUM⚡	fiftyone/core/plots/manager.py	458	# Create a view that only contains the selected frames	COMMENT
14 more matches not shown…

Over-Commented Block122 hits · 114 pts

Severity	File	Line	Snippet	Context
LOW	app/packages/looker/src/pako.js	421	//	COMMENT
LOW	app/packages/looker/src/pako.js	461		COMMENT
LOW	app/packages/looker/src/pako.js	541	// Note: we can't get significant speed boost here.	COMMENT
LOW	app/packages/looker/src/pako.js	601	function (require, module, exports) {	COMMENT
LOW	app/packages/looker/src/pako.js	661	{},	COMMENT
LOW	app/packages/looker/src/pako.js	861	if (op > whave) {	COMMENT
LOW	app/packages/looker/src/pako.js	1021	},	COMMENT
LOW	app/packages/looker/src/pako.js	2501	if (copy > state.whave) {	COMMENT
LOW	app/packages/looker/src/pako.js	2801	// (C) 1995-2013 Jean-loup Gailly and Mark Adler	COMMENT
LOW	app/packages/looker/src/pako.js	3201	},	COMMENT
LOW	…es/core/src/plugins/SchemaIO/components/PlotlyView.tsx	241	// 'onAfterExport',	COMMENT
LOW	…ore/src/components/Filters/NumericFieldFilter/state.ts	41	// unfiltered, the parent aggregation (via Nonfinites ->	COMMENT
LOW	…ore/src/components/Modal/useVideoExploreKeybindings.ts	41	sequence: ["-", "_", "shift+_"],	COMMENT
LOW	app/packages/core/src/components/Modal/Modal.tsx	261	(mediaType && is3d(mediaType)) \|\|	COMMENT
LOW	…s/core/src/components/Modal/useLookerPlaybackBridge.ts	161	useEffect(() => {	COMMENT
LOW	…nents/Modal/Sidebar/Annotate/useEnsureSchemasLoaded.ts	41	// `useOperatorExecutor` returns a new object each render; read the	COMMENT
LOW	…/components/Modal/Sidebar/Annotate/Edit/Position3d.tsx	101	// depends on the engine subscription's first tick (keyed on `sample`,	COMMENT
LOW	…/components/Modal/Sidebar/Annotate/Edit/Position3d.tsx	241	// `getCuboidUpFace`, the same helper the relabel below uses, so the	COMMENT
LOW	…e/src/components/Modal/Sidebar/Annotate/Edit/Field.tsx	101	// A keypoint's field swap ERASES its geometry: a node's index is bound	COMMENT
LOW	…/src/components/Modal/Sidebar/Annotate/Edit/useExit.ts	81	// geometry are valid and must be preserved.	COMMENT
LOW	…ponents/Modal/Sidebar/Annotate/Edit/useKeypointMode.ts	721	// Only a NEW label auto-arms placement. Selecting an EXISTING keypoint	COMMENT
LOW	…components/Modal/Sidebar/Annotate/Edit/useMergeTool.ts	101	if (!schema) return true;	COMMENT
LOW	…nts/Modal/Sidebar/Annotate/Edit/useAIAnnotationMode.ts	81	useDefaultAgent();	COMMENT
LOW	…nents/Modal/Sidebar/Annotate/Edit/evaluateWhen.test.ts	841		COMMENT
LOW	…ponents/Modal/Sidebar/Annotate/Edit/usePolylineMode.ts	321	const handler = new InteractiveCreationHandler({	COMMENT
LOW	…nents/Modal/Lighter/useLighterSelectionEventHandler.ts	101	}: {	COMMENT
LOW	…nents/Modal/Lighter/useLighterSelectionEventHandler.ts	241	// Whether the scene might still hold a selected overlay the atom disagrees	COMMENT
LOW	…es/core/src/components/Grid/GridCustomRendererItem.tsx	461	this.dimensions = dimensions;	COMMENT
LOW	…video-annotation/src/streams/VideoFrameLabelsStream.ts	621	// play-through into cache hits.	COMMENT
LOW	…s/video-annotation/src/tracks/useFrameDerivedTracks.ts	101	allFields,	COMMENT
LOW	…notation/src/components/RegisterVideoExploreLabels.tsx	61	const labelTypes = useExploreFrameLabelFields();	COMMENT
LOW	…kages/video-annotation/src/components/LighterVideo.tsx	101	// start mid-session. We only want the first load per source — that's	COMMENT
LOW	…kages/video-annotation/src/components/LighterVideo.tsx	141	// Explore renders labels it cannot save — lock geometry so a stray drag	COMMENT
LOW	app/packages/app/src/components/DatasetSelector.tsx	41	// The dataset just picked, held until `datasetName` catches up. Loading a	COMMENT
LOW	app/packages/operators/src/built-in-operators.ts	721	];	COMMENT
LOW	app/packages/embeddings-v2/src/useSelectionBridge.ts	141		COMMENT
LOW	…annotation/src/agents/hooks/useApplyInferenceResult.ts	61	};	COMMENT
LOW	…notation/src/persistence/usePersistAnnotationDeltas.ts	61	options?: PersistOptions,	COMMENT
LOW	…/src/engine/surfaces/lighter/useLighterEngineBridge.ts	381	surface.selectHandle((scene as Scene2D).getOverlay(event.id), {	COMMENT
LOW	…nnotation/src/engine/surfaces/lighter/lighterBridge.ts	241	// exactly the overlays this bridge manages — surface-owned transients	COMMENT
LOW	app/packages/utilities/src/sample/sample.ts	641	// applyDeltas contract frameStore.rebaseFrame uses (see rebaseSource;	COMMENT
LOW	…ges/multimodal/src/grid-overlay/EpisodeGridOverlay.tsx	161	//	COMMENT
LOW	…ges/multimodal/src/grid-overlay/EpisodeGridOverlay.tsx	221	// open the modal.	COMMENT
LOW	app/packages/multimodal/src/audio/use-audio-playback.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	app/packages/multimodal/src/audio/ring-buffer.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	app/packages/multimodal/src/audio/incremental-peaks.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	…p/packages/multimodal/src/audio/audio-stream-engine.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	…p/packages/multimodal/src/audio/audio-stream-engine.ts	101	\| ((options: AudioStreamEngineOptions) => Promise<AudioStreamEngine>)	COMMENT
LOW	app/packages/multimodal/src/audio/audio-stream-pump.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	…packages/multimodal/src/audio/audio-source-registry.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	…ages/multimodal/src/audio/use-audio-stream-playback.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	app/packages/multimodal/src/audio/peak-pyramid.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	…multimodal/src/audio/audio-stream-processor.worklet.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	…/multimodal/src/views/episode/shell/SourcePlayback.tsx	441	}, [destinationInventory]);	COMMENT
LOW	…kages/multimodal/src/views/episode/audio/AudioTile.tsx	181	// Synthetic fallback only for the placeholder path (no real source) or	COMMENT
LOW	…l/src/views/episode/audio/RegisterMcapAudioStreams.tsx	61		COMMENT
LOW	…modal/src/views/episode/audio/use-mcap-audio-stream.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	…ges/multimodal/src/views/episode/audio/waveform-gpu.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	…ges/multimodal/src/views/episode/audio/waveform-gpu.ts	301	}	COMMENT
LOW	…src/views/episode/playback/use-register-data-stream.ts	1001	// they are not user discontinuities and must retain startup warmup.	COMMENT
62 more matches not shown…

Cross-Language Confusion27 hits · 111 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unittests/view_tests.py	5583	clips = dataset.to_clips(vehicles.length() >= 2)	CODE
HIGH⚡	tests/unittests/utils/test_muse_glimmer.py	219	raw = '[{"label": "cat", "bbox_2d": ["100", null, 300, 400]}]'	CODE
HIGH	docs/source/redirects.py	331	if (hash && anchorMap[hash]) {{	CODE
HIGH	docs/source/redirects.py	350	if (hash && anchorMap[hash]) {{	CODE
HIGH	schemas/multimodal/build.py	121	"Run `cd app && yarn install`."	CODE
HIGH	fiftyone/core/expressions.py	2362	n = self.length()	CODE
HIGH	fiftyone/core/expressions.py	2370	{"$slice": [self, position + self.length(), n]}	CODE
HIGH	fiftyone/core/expressions.py	2382	neg_stop = ViewExpression({"$slice": [self, self.length() + s.stop]})	CODE
HIGH	fiftyone/core/expressions.py	2391	"allowed; use `expression.length()` instead"	CODE
HIGH	fiftyone/core/expressions.py	3008	If ``index >= self.length()``, the value is appended to this array.	CODE
HIGH	fiftyone/core/expressions.py	3746	maxsplit_expr = (split_expr.length() > maxsplit + 1).if_else(	STRING
HIGH	fiftyone/core/expressions.py	3799	maxsplit_expr = (split_expr.length() > maxsplit + 1).if_else(	STRING
HIGH	fiftyone/core/expressions.py	4561	ViewExpression.range(start, stop=start + array.length()),	STRING
HIGH⚡	fiftyone/core/stages.py	8913	stage = fo.ToClips(signs.length() >= 2)	STRING
HIGH	fiftyone/core/stages.py	5108	stage = fo.Match(small_boxes.length() > 0)	STRING
HIGH	fiftyone/core/stages.py	7879	stage = fo.SortBy(small_boxes.length(), reverse=True)	STRING
HIGH	fiftyone/core/collections.py	7062	view = dataset.match(small_boxes.length() > 0)	STRING
HIGH	fiftyone/core/collections.py	8126	view = dataset.sort_by(small_boxes.length(), reverse=True)	STRING
HIGH	fiftyone/core/collections.py	8504	clips = dataset.to_clips(signs.length() >= 2)	STRING
HIGH	fiftyone/core/aggregations.py	1999	idx = ((F() * array.length()).ceil() - 1).max(0)	CODE
HIGH⚡	fiftyone/core/session/templates.py	151	var url = new URL(window.location.toString());	CODE
HIGH⚡	fiftyone/core/session/templates.py	155	url.search = params.toString();	CODE
HIGH⚡	fiftyone/core/session/templates.py	160	window.location = url.toString();	CODE
HIGH	fiftyone/server/selection_navigation.py	198	# Expressions order missing below null, whereas sorting ties	COMMENT
HIGH	fiftyone/server/routes/camera.py	455	staticTransform data, null, or error message	STRING
HIGH	fiftyone/server/routes/camera.py	506	intrinsics data, null, or error message	STRING
HIGH	fiftyone/server/routes/camera.py	566	staticTransform data, null, or error message	STRING

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	…e/src/components/Grid/Selection/LookerPreview.test.tsx	63	const callback = mocks.instance.addEventListener.mock.calls.find(	CODE
CRITICAL	.github/workflows/e2e.yml	43	const sha = context.payload.pull_request.head.sha.slice(0, 10);	CODE
CRITICAL	.github/workflows/e2e.yml	649	const sha = context.payload.pull_request.head.sha.slice(0, 10);	CODE

Modern AI Meta-Vocabulary7 hits · 20 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/packages/video-annotation/README.md	272	├── hooks/ # scene/clock/bridge orchestration + engine-write surface actions	CODE
MEDIUM	app/packages/lighter/src/core/Scene2D.ts	1315	// keypoint scaffold would join the single-selection set and steal/clear the	COMMENT
MEDIUM	docs/scripts/make_model_zoo_docs.py	351	# Make zero-shot predictions with custom classes	COMMENT
MEDIUM	docs/scripts/make_model_zoo_docs.py	364	# Make zero-shot predictions with custom classes	COMMENT
MEDIUM	fiftyone/utils/transformers.py	346	# if they are, this is either a zero shot model	COMMENT
MEDIUM	fiftyone/utils/transformers.py	1114	# zero shot classification, we have to pass	COMMENT
MEDIUM	e2e-pw/src/shared/dataset-factory/types.test-d.ts	63	// @ts-expect-error `numFrames` only exists on the video scaffold.	COMMENT

Verbosity Indicators7 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	83	// Step 1: Estimate the plane normal using Newell's method	COMMENT
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	86	// Step 2: Build orthonormal basis for the plane	COMMENT
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	95	// Step 3: Project 3D points to 2D in the plane	COMMENT
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	102	// Step 4: Build THREE.Shape from 2D points and ensure closure	COMMENT
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	114	// Step 5: Generate triangulated geometry using Earcut	COMMENT
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	117	// Step 6: Transform from XY plane back to the original 3D plane	COMMENT
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	125	// Step 7: Create and return the mesh	COMMENT

Structural Annotation Overuse7 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	83	// Step 1: Estimate the plane normal using Newell's method	COMMENT
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	86	// Step 2: Build orthonormal basis for the plane	COMMENT
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	95	// Step 3: Project 3D points to 2D in the plane	COMMENT
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	102	// Step 4: Build THREE.Shape from 2D points and ensure closure	COMMENT
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	114	// Step 5: Generate triangulated geometry using Earcut	COMMENT
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	117	// Step 6: Transform from XY plane back to the original 3D plane	COMMENT
LOW⚡	app/packages/looker-3d/src/labels/polygon-fill-utils.ts	125	// Step 7: Create and return the mesh	COMMENT

Cross-Language Confusion (JS/TS)3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	app/packages/looker/src/worker/mask-decoder.test.ts	39	print(base64_string)	CODE
HIGH	e2e-pw/src/shared/media-factory/pcd.ts	66	elif "${options.shape}" == "cube":	CODE
HIGH	e2e-pw/src/shared/dataset-factory/build.ts	313	elif key == "sidebar_groups":	CODE

Redundant / Tautological Comments10 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	tests/unittests/operators/delegated_tests.py	716	# Set it to running separately - execution not allowed now because	COMMENT
LOW	fiftyone/core/expressions.py	4766	# Check if the ID of the document matches the given ID	COMMENT
LOW	fiftyone/core/camera.py	1031	# Check if source_frame looks like a reference frame (not a camera)	COMMENT
LOW	fiftyone/core/cli.py	2492	# Check if model is downloaded	COMMENT
LOW	fiftyone/core/cli.py	3550	# Print the output for a delegated operation	STRING
LOW	fiftyone/server/routes/groups.py	134	# Check if parent exists in original data	COMMENT
LOW	fiftyone/server/routes/groups.py	219	# Check if the requested slice exists	COMMENT
LOW	fiftyone/server/routes/camera.py	610	# Check if target_frame was explicitly provided in request	COMMENT
LOW	fiftyone/utils/openimages.py	1881	# Check if unzipped directory exists	COMMENT
LOW	e2e-pw/scripts/kill-port.sh	3	# Check if the port number is provided as an argument	COMMENT

AI Slop Vocabulary7 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/packages/lighter/src/resource/PixiResourceLoader.ts	9	// todo: make this more robust and idiomatic	COMMENT
LOW	tests/unittests/operators/notification_service_tests.py	272	# Make _start_polling just return a future that resolves immediately	COMMENT
MEDIUM	.github/workflows/e2e.yml	231	# (before any step runs), so the previous `supercharge/mongodb-github-action`	COMMENT
LOW	fiftyone/utils/transformers.py	448	# no aggregation, just return the last hidden state	COMMENT
MEDIUM	fiftyone/utils/labelbox.py	216	"""A class to facilitate connection to and management of projects in	STRING
MEDIUM	fiftyone/utils/cvat.py	3597	"""A class to facilitate connection to and management of tasks in CVAT.	STRING
LOW	fiftyone/utils/ptv3_arch/serialization/hilbert.py	28	# If we're shifting the whole thing, just return zeros.	COMMENT

Slop Phrases3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/intensive/lightning_flash_tests.py	76	# but you can also use a different dataset for each split	COMMENT
MEDIUM	tests/intensive/lightning_flash_tests.py	141	# but you can also use a different dataset for each split	COMMENT
MEDIUM	tests/intensive/lightning_flash_tests.py	290	# but you can also use a different dataset for each split	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…ger/EditFieldLabelSchema/GUIContent/ClassesSection.tsx	80	// TODO: implement it with per-class attributes	COMMENT
LOW	fiftyone/core/map/mapper.py	157	# TODO: consider adding this check back in lazily, so that we do not	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	4	# Usage:	COMMENT

voxel51/fiftyone

Open-Source Code Quality, Security and Technical Debt Review