voxel51/fiftyone

7.5

Adjusted Score

7.5

Raw Score

100%

Time Factor

2026-07-14

Last Push

10.9K

Stars

TypeScript

Language

838.7K

Lines of Code

3.8K

Files

5.2K

Pattern Hits

2026-07-14

Scan Date

0.09

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 0HIGH 351MEDIUM 212LOW 4663

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 5226 distinct pattern matches across 22 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 Identifiers2698 hits · 2560 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	361	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	111	function getValuesOnlySettingFromSchema(schema) {	CODE
LOW	…ns/SchemaIO/components/OperatorExecutionButtonView.tsx	16	export default function OperatorExecutionButtonView(props: ViewPropsType) {	CODE
LOW	…chemaIO/components/NativeModelEvaluationView/index.tsx	15	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	6	export default function useQueryPerformanceTimeout(	CODE
LOW	…core/src/components/Modal/ModalSampleRenderer.test.tsx	276	function usePersistentRegistration(	CODE
LOW	…ponents/Modal/use-modal-sample-renderer-persistence.ts	24	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	17	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	31	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	21	export function useGridCustomRendererItem(	CODE
LOW	…video-annotation/src/tracks/temporalDetectionTracks.ts	100	export function buildTemporalDetectionTracks({	CODE
LOW	…ckages/video-annotation/src/components/FrameLabels.tsx	361	function useTemporalDetectionTracks(	CODE
LOW	…ckages/video-annotation/src/components/FrameLabels.tsx	730	function decorateTemporalDetectionTrack({	CODE
LOW	…ckages/video-annotation/src/components/FrameLabels.tsx	847	function applyTemporalDetectionEdit({	CODE
LOW	…kages/video-annotation/src/hooks/useAutoInterpolate.ts	28	export function resolveSegmentsToRepropagate(	CODE
LOW	…ages/video-annotation/src/hooks/useLighterTileScene.ts	36	function useAttachedSingletonCanvas(	CODE
LOW	app/packages/app/vite.config.ts	193	function foxgloveWasmOptimizeAsUrl() {	CODE
LOW	app/packages/operators/src/state.ts	148	export function useGlobalExecutionContext(): ExecutionContext {	CODE
LOW	app/packages/operators/src/state.ts	1210	export function useInvocationRequestQueue() {	CODE
LOW	app/packages/operators/src/state.ts	1246	export function useInvocationRequestExecutor({	CODE
LOW	app/packages/operators/src/utils.test.ts	272	function createOperatorPromptOptions(	CODE
LOW	app/packages/operators/src/operators.ts	512	export function listLocalAndRemoteOperators() {	CODE
LOW	app/packages/operators/src/operators.ts	608	async function executeOperatorAsGenerator(	CODE
LOW	app/packages/operators/src/operators.ts	683	function resolveOperatorURIWithMethod(operatorURI, params) {	CODE
LOW	app/packages/operators/src/operators.ts	744	export async function executeOperatorWithContext(	CODE
LOW	app/packages/operators/src/operators.ts	1150	export function getInvocationRequestQueue() {	CODE
LOW	app/packages/operators/src/operators.ts	1196	export function getAbortableOperationQueue() {	CODE
LOW	app/packages/operators/src/operators.ts	1215	export function abortOperationsByExpression(expression) {	CODE
LOW	app/packages/operators/src/utils.ts	149	export function generateOperatorSessionId() {	CODE
LOW	app/packages/operators/src/OperatorPlacements.tsx	26	export function OperatorPlacementWithErrorBoundary(	CODE
LOW	app/packages/operators/src/built-in-operators.ts	1009	function useUpdatePanelStatePartial(local?: boolean) {	CODE
LOW	app/packages/operators/src/usePanelEvent.ts	157	export function usePendingPanelEventError(): {	CODE
LOW	app/packages/operators/src/hooks.ts	21	function useOperatorThrottledContextSetter() {	CODE
LOW	app/packages/operators/src/hooks.ts	77	export function useOperatorPlacementsResolver() {	CODE
LOW	app/packages/operators/src/hooks.ts	88	async function updateOperatorPlacementsAtom() {	CODE
LOW	app/packages/operators/src/hooks.ts	121	export function useActivePanelEventsCount(id: string) {	CODE
2638 more matches not shown…

Docstring Block Structure202 hits · 772 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	138	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	35	Validates the given field constraints. Args: ftype (None): an optional field type or iterable of types to e	STRING
HIGH	fiftyone/core/expressions.py	281	Retrieves the specified field or embedded field of this expression, which must resolve to a document. E	STRING
HIGH	fiftyone/core/expressions.py	309	Determines whether this expression is equal to the given value or expression, ``self == other``. Exampl	STRING
HIGH	fiftyone/core/expressions.py	338	Determines whether this expression is not equal to the given value or expression, ``self != other``. Ex	STRING
HIGH	fiftyone/core/expressions.py	367	Determines whether this expression is greater than or equal to the given value or expression, ``self >= other``.	STRING
HIGH	fiftyone/core/expressions.py	391	Determines whether this expression is greater than the given value or expression, ``self >= other``. Ex	STRING
HIGH	fiftyone/core/expressions.py	415	Determines whether this expression is less than or equal to the given value or expression, ``self <= other``.	STRING
HIGH	fiftyone/core/expressions.py	443	Determines whether this expression is less than the given value or expression, ``self <= other``. Examp	STRING
HIGH	fiftyone/core/expressions.py	467	Determines whether this expression, which must resolve to a field, exists and is not None. Examples::	STRING
HIGH	fiftyone/core/expressions.py	533	Computes the logical AND of this expression and the given value or expression, ``self & other``. Exampl	STRING
HIGH	fiftyone/core/expressions.py	564	Computes the logical OR of this expression and the given value or expression, ``self \| other``. Example	STRING
HIGH	fiftyone/core/expressions.py	618	Adds the given value to this expression, which must resolve to a numeric value, ``self + other``. Examp	STRING
HIGH	fiftyone/core/expressions.py	693	Rounds this expression, which must resolve to a numeric value, at the given decimal place. Positive val	STRING
HIGH	fiftyone/core/expressions.py	727	Computes the modulus of this expression, which must resolve to a numeric value, ``self % other``. Examp	STRING
HIGH	fiftyone/core/expressions.py	754	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	780	Raises this expression, which must resolve to a numeric value, to the given power, ``self ** power``. E	STRING
HIGH	fiftyone/core/expressions.py	832	Subtracts the given value from this expression, which must resolve to a numeric value, ``self - other``.	STRING
HIGH	fiftyone/core/expressions.py	869	Divides this expression, which must resolve to a numeric value, by the given value, ``self / other``. E	STRING
HIGH	fiftyone/core/expressions.py	968	Rounds this expression, which must resolve to a numeric value, at the given decimal place. Positive val	STRING
HIGH	fiftyone/core/expressions.py	1003	Truncates this expression, which must resolve to a numeric value, at the specified decimal place. Posit	STRING
HIGH	fiftyone/core/expressions.py	1070	Computes the logarithm base ``base`` of this expression, which must resolve to a numeric value. Example	STRING
HIGH	fiftyone/core/expressions.py	1119	Raises this expression, which must resolve to a numeric value, to the given power, ``self ** power``. E	STRING
HIGH	fiftyone/core/expressions.py	1611	Creates an expression that returns a boolean indicating whether ``self in values``. Examples::	STRING
HIGH	fiftyone/core/expressions.py	1805	Applies the given expression to this expression. Examples:: import fiftyone as fo impo	STRING
HIGH	fiftyone/core/expressions.py	1832	Returns either ``true_expr`` or ``false_expr`` depending on the value of this expression, which must resolve to	STRING
HIGH	fiftyone/core/expressions.py	1863	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	1891	Applies a case statement to this expression, which effectively computes the following pseudocode::	STRING
HIGH	fiftyone/core/expressions.py	1936	Applies a switch statement to this expression, which effectively computes the given pseudocode:: fo	STRING
HIGH	fiftyone/core/expressions.py	1990	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	2061	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	2125	Returns an equivalent expression where this expression is defined as a variable that is used wherever necessary	STRING
HIGH	fiftyone/core/expressions.py	2176	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	2214	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	2254	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	2367	Checks whether this expression, which must resolve to an array, contains any of the given values. Pass	STRING
HIGH	fiftyone/core/expressions.py	2432	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	2471	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	2533	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	2567	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	2601	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	2669	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	2758	Applies the given filter to the elements of this expression, which must resolve to an array. The output	STRING
HIGH	fiftyone/core/expressions.py	2792	Applies the given expression to the elements of this expression, which must resolve to an array. The ou	STRING
HIGH	fiftyone/core/expressions.py	2828	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	2893	Prepends the given value to this expression, which must resolve to an array. Examples:: im	STRING
HIGH	fiftyone/core/expressions.py	2923	Appends the given value to this expression, which must resolve to an array. Examples:: imp	STRING
HIGH	fiftyone/core/expressions.py	2953	Inserts the value before the given index in this expression, which must resolve to an array. If ``index	STRING
HIGH	fiftyone/core/expressions.py	2988	Concatenates the given array(s) or array expression(s) to this expression, which must resolve to an array.	STRING
HIGH	fiftyone/core/expressions.py	3075	Returns the standard deviation of the values in this expression, which must resolve to a numeric array.	STRING
HIGH	fiftyone/core/expressions.py	3117	Joins the elements of this expression, which must resolve to a string array, by the given delimiter. Ex	STRING
HIGH	fiftyone/core/expressions.py	3149	Extracts the specified substring from this expression, which must resolve to a string. Examples::	STRING
142 more matches not shown…

Cross-File Repetition122 hits · 610 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	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/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/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
HIGH	tests/unittests/server/routes/test_media.py	0	fiftyone server groups route unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/server/routes/test_ontology.py	0	fiftyone server groups route unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	tests/unittests/server/routes/test_groups.py	0	fiftyone server groups route unit tests. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
HIGH	fiftyone/types/__init__.py	0	fiftyone pipeline operator types. \| copyright 2017-2026, voxel51, inc. \| `voxel51.com <https://voxel51.com/>`_ \|	STRING
62 more matches not shown…

Unused Imports628 hits · 467 pts

Severity	File	Line	Context
LOW	tests/unittests/execution_store_unit_tests.py	12	CODE
LOW	tests/unittests/group_tests.py	12	CODE
LOW	tests/unittests/group_tests.py	15	CODE
LOW	tests/unittests/torch_dataset_tests.py	8	CODE
LOW	tests/unittests/import_export_tests.py	2589	CODE
LOW	…/unittests/execution_cache/execution_cache_io_tests.py	13	CODE
LOW	…/unittests/execution_cache/execution_cache_io_tests.py	14	CODE
LOW	tests/unittests/execution_cache/decorator_tests.py	17	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	9	CODE
LOW	tests/unittests/execution_cache/decorators.py	10	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/utils/test_depth_anything.py	13	CODE
LOW	tests/intensive/cvat_tests.py	13	CODE
LOW	tests/intensive/cvat_tests.py	14	CODE
LOW	tests/benchmarking/cifar10_benchmark.py	11	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	31	CODE
LOW	fiftyone/__init__.py	41	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
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	20	CODE
LOW	fiftyone/__public__.py	38	CODE
LOW	fiftyone/__public__.py	39	CODE
LOW	fiftyone/__public__.py	40	CODE
LOW	fiftyone/__public__.py	40	CODE
LOW	fiftyone/__public__.py	40	CODE
LOW	fiftyone/__public__.py	40	CODE
LOW	fiftyone/__public__.py	40	CODE
LOW	fiftyone/__public__.py	40	CODE
LOW	fiftyone/__public__.py	40	CODE
LOW	fiftyone/__public__.py	40	CODE
LOW	fiftyone/__public__.py	40	CODE
LOW	fiftyone/__public__.py	40	CODE
LOW	fiftyone/__public__.py	40	CODE
LOW	fiftyone/__public__.py	53	CODE
568 more matches not shown…

Deep Nesting414 hits · 342 pts

Severity	File	Line	Context
LOW	plugins/operators/annotation.py	236	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	1097	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/view_tests.py	3902	CODE
LOW	tests/unittests/view_tests.py	3932	CODE
LOW	tests/unittests/label_tests.py	943	CODE
LOW	tests/unittests/label_tests.py	991	CODE
LOW	tests/unittests/video_tests.py	1290	CODE
LOW	tests/unittests/torch_dataset_tests.py	164	CODE
LOW	tests/unittests/import_export_tests.py	5604	CODE
LOW	tests/unittests/operators/delegated_tests.py	1493	CODE
LOW	tests/unittests/operators/decorators_tests.py	57	CODE
LOW	tests/unittests/operators/decorators_tests.py	89	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/intensive/model_zoo_tests.py	322	CODE
LOW	tests/intensive/evaluation_tests.py	416	CODE
LOW	tests/intensive/evaluation_tests.py	426	CODE
LOW	tests/intensive/labelstudio_tests.py	651	CODE
LOW	tests/intensive/labelstudio_tests.py	683	CODE
LOW	tests/intensive/labelstudio_tests.py	715	CODE
LOW	tests/intensive/labelstudio_tests.py	765	CODE
LOW	tests/intensive/cvat_tests.py	169	CODE
LOW	tests/intensive/cvat_tests.py	419	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	60	CODE
LOW	tests/intensive/sam_image_model_tests.py	609	CODE
LOW	docs/source/redirects.py	121	CODE
LOW	docs/extensions/llms_txt.py	40	CODE
LOW	docs/scripts/make_model_zoo_docs.py	379	CODE
LOW	docs/scripts/generate_plugin_docs.py	620	CODE
LOW	docs/scripts/generate_plugin_docs.py	819	CODE
LOW	fiftyone/core/tags.py	1547	CODE
LOW	fiftyone/core/tags.py	356	CODE
LOW	fiftyone/core/logging.py	111	CODE
LOW	fiftyone/core/service.py	137	CODE
LOW	fiftyone/core/service.py	157	CODE
LOW	fiftyone/core/metadata.py	542	CODE
LOW	fiftyone/core/metadata.py	599	CODE
LOW	fiftyone/core/models.py	352	CODE
LOW	fiftyone/core/models.py	396	CODE
LOW	fiftyone/core/models.py	452	CODE
LOW	fiftyone/core/models.py	530	CODE
LOW	fiftyone/core/models.py	635	CODE
LOW	fiftyone/core/models.py	753	CODE
354 more matches not shown…

Decorative Section Separators95 hits · 315 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	69	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…odal/Sidebar/Annotate/Edit/useAIAnnotationMode.test.ts	77	// ── 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	108	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…nnotation/src/persistence/buildAnnotationLabel.test.ts	119	// ── 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	47	// ─── Form fields ────────────────────────────────────────────────	COMMENT
MEDIUM	…ckages/similarity-search/src/hooks/useNewSearchForm.ts	62	// ─── Derived config ─────────────────────────────────────────────	COMMENT
MEDIUM	…ckages/similarity-search/src/hooks/useNewSearchForm.ts	71	// ─── Auto-correct effects ───────────────────────────────────────	COMMENT
MEDIUM	…ckages/similarity-search/src/hooks/useNewSearchForm.ts	98	// ─── Submission ─────────────────────────────────────────────────	COMMENT
MEDIUM	…ckages/similarity-search/src/hooks/useNewSearchForm.ts	127	// ─── Brain key options ──────────────────────────────────────────	COMMENT
MEDIUM	…ages/similarity-search/src/hooks/useSimilarityPanel.ts	17	// ─── Derived State ──────────────────────────────────────────────────	COMMENT
MEDIUM	…ages/similarity-search/src/hooks/useSimilarityPanel.ts	114	// ─── Actions ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ages/similarity-search/src/hooks/useSimilarityPanel.ts	275	// ─── Orchestrator ───────────────────────────────────────────────────	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
MEDIUM⚡	tests/unittests/session_events_tests.py	222	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unittests/session_events_tests.py	247	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unittests/session_events_tests.py	249	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unittests/session_events_tests.py	315	# -------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unittests/session_events_tests.py	317	# -------------------------------------------------------------------	COMMENT
35 more matches not shown…

Excessive Try-Catch Wrapping273 hits · 294 pts

Severity	File	Line	Snippet	Context
LOW	plugins/operators/annotation.py	211	except Exception as e:	CODE
LOW	plugins/operators/annotation.py	311	except Exception as e:	CODE
LOW	plugins/operators/__init__.py	3108	except Exception as e:	STRING
LOW	plugins/operators/__init__.py	3342	except Exception as e:	STRING
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	210	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/__init__.py	310	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/__init__.py	349	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/__init__.py	362	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/__init__.py	379	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	416	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/operators.py	210	except Exception as e:	CODE
LOW	plugins/panels/similarity_search/operators.py	321	except Exception:	CODE
LOW	plugins/panels/similarity_search/operators.py	335	except Exception:	CODE
LOW	plugins/utils/model_evaluation/__init__.py	24	except Exception as e:	CODE
MEDIUM	plugins/utils/model_evaluation/__init__.py	16	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	40	except Exception as exc:	CODE
LOW	tests/unittests/execution_cache/decorators.py	38	except Exception as exc:	CODE
LOW	tests/unittests/plugins/secrets_tests.py	91	except Exception:	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	36	except Exception:	CODE
LOW	docs/extensions/llms_txt.py	45	except Exception:	CODE
LOW	docs/extensions/llms_txt.py	169	except Exception as e:	CODE
MEDIUM	docs/extensions/llms_txt.py	27	def get_page_description(self, target_doc, sphinx_env):	CODE
MEDIUM	docs/extensions/llms_txt.py	40	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	634	except Exception as e:	CODE
LOW	docs/scripts/generate_plugin_docs.py	671	except Exception:	CODE
LOW	docs/scripts/generate_plugin_docs.py	682	except Exception as e:	CODE
LOW	docs/scripts/generate_plugin_docs.py	695	except Exception as e:	CODE
LOW	docs/scripts/generate_plugin_docs.py	981	except Exception as e:	STRING
LOW	docs/scripts/generate_plugin_docs.py	1116	except Exception as e:	CODE
LOW	docs/scripts/generate_plugin_docs.py	1131	except Exception as e:	CODE
LOW	docs/scripts/make_hf_dataset_docs.py	75	except Exception as e:	CODE
LOW	docs/scripts/make_hf_dataset_docs.py	171	except Exception as e:	CODE
LOW	docs/scripts/make_hf_dataset_docs.py	295	except Exception as e:	STRING
LOW	schemas/multimodal/build.py	271	except Exception as error:	CODE
LOW	fiftyone/__init__.py	42	except Exception: # pragma: no cover - best-effort registration	CODE
LOW	fiftyone/core/logging.py	121	except Exception as e:	CODE
LOW	fiftyone/core/config.py	607	except Exception as e:	CODE
213 more matches not shown…

Fake / Example Data239 hits · 217 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
179 more matches not shown…

AI Structural Patterns189 hits · 160 pts

Severity	File	Line	Context
LOW	tests/intensive/model_zoo_tests.py	322	CODE
LOW	docs/scripts/generate_plugin_docs.py	791	CODE
LOW	fiftyone/core/tags.py	92	CODE
LOW	fiftyone/core/models.py	52	CODE
LOW	fiftyone/core/models.py	1610	CODE
LOW	fiftyone/core/fields.py	314	CODE
LOW	fiftyone/core/fields.py	424	CODE
LOW	fiftyone/core/fields.py	1919	CODE
LOW	fiftyone/core/clips.py	646	CODE
LOW	fiftyone/core/dataset.py	10827	CODE
LOW	fiftyone/core/dataset.py	10892	CODE
LOW	fiftyone/core/dataset.py	2200	CODE
LOW	fiftyone/core/dataset.py	2261	CODE
LOW	fiftyone/core/dataset.py	4505	CODE
LOW	fiftyone/core/dataset.py	4616	CODE
LOW	fiftyone/core/dataset.py	6356	CODE
LOW	fiftyone/core/dataset.py	6489	CODE
LOW	fiftyone/core/dataset.py	6705	CODE
LOW	fiftyone/core/dataset.py	6831	CODE
LOW	fiftyone/core/dataset.py	7104	CODE
LOW	fiftyone/core/dataset.py	7497	CODE
LOW	fiftyone/core/dataset.py	7874	CODE
LOW	fiftyone/core/dataset.py	8000	CODE
LOW	fiftyone/core/dataset.py	8748	CODE
LOW	fiftyone/core/dataset.py	8988	CODE
LOW	fiftyone/core/view.py	940	CODE
LOW	fiftyone/core/view.py	1008	CODE
LOW	fiftyone/core/view.py	1587	CODE
LOW	fiftyone/core/view.py	1743	CODE
LOW	fiftyone/core/collections.py	13439	CODE
LOW	fiftyone/core/collections.py	1600	CODE
LOW	fiftyone/core/collections.py	1650	CODE
LOW	fiftyone/core/collections.py	2491	CODE
LOW	fiftyone/core/collections.py	2749	CODE
LOW	fiftyone/core/collections.py	3886	CODE
LOW	fiftyone/core/collections.py	4043	CODE
LOW	fiftyone/core/collections.py	4289	CODE
LOW	fiftyone/core/collections.py	9867	CODE
LOW	fiftyone/core/collections.py	10013	CODE
LOW	fiftyone/core/collections.py	10194	CODE
LOW	fiftyone/core/collections.py	10464	CODE
LOW	fiftyone/core/collections.py	11774	CODE
LOW	fiftyone/core/collections.py	11827	CODE
LOW	fiftyone/core/utils.py	1270	CODE
LOW	fiftyone/core/utils.py	1391	CODE
LOW	fiftyone/core/utils.py	1503	CODE
LOW	fiftyone/core/utils.py	2044	CODE
LOW	fiftyone/core/frame.py	384	CODE
LOW	fiftyone/core/document.py	277	CODE
LOW	fiftyone/core/sample.py	298	CODE
LOW	fiftyone/core/video.py	508	CODE
LOW	fiftyone/core/state.py	62	CODE
LOW	fiftyone/core/aggregations.py	690	CODE
LOW	fiftyone/core/aggregations.py	2812	CODE
LOW	fiftyone/core/odm/mixins.py	209	CODE
LOW	fiftyone/core/odm/mixins.py	384	CODE
LOW	fiftyone/core/odm/utils.py	182	CODE
LOW	fiftyone/core/threed/shape_3d.py	51	CODE
LOW	fiftyone/core/threed/shape_3d.py	115	CODE
LOW	fiftyone/core/threed/shape_3d.py	192	CODE
129 more matches not shown…

Modern Structural Boilerplate153 hits · 152 pts

Severity	File	Line	Snippet	Context
LOW	plugins/operators/__init__.py	45	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/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	20	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	23	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/__init__.py	17	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/types/__init__.py	13	__all__ = [	CODE
LOW	fiftyone/core/tags.py	39	__all__ = [	CODE
LOW	fiftyone/core/tags.py	1560	__all__ = [	CODE
LOW	fiftyone/core/logging.py	17	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/service.py	26	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/dataset.py	63	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/collections.py	63	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/utils.py	84	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	23	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	32	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/state.py	35	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/aggregations.py	32	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/annotation/hydrate_label_schemas.py	20	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	51	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/odm/__init__.py	112	__all__ = [	CODE
LOW	fiftyone/core/odm/dataset.py	55	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/map/mapper.py	37	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/map/__init__.py	17	__all__ = [	CODE
LOW	fiftyone/core/map/batcher/__init__.py	17	__all__ = [	CODE
LOW	fiftyone/core/threed/__init__.py	31	__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	32	__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	33	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/session/session.py	70	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/core/session/__init__.py	13	__all__ = [	CODE
LOW	fiftyone/operators/__init__.py	30	__all__ = [k for k, v in globals().items() if not k.startswith("_")]	CODE
LOW	fiftyone/operators/types.py	15	__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	14	__all__ = [	CODE
LOW	fiftyone/operators/_types/pipeline.py	15	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/operators/store/store.py	168	def update_ttl(self, key: str, new_ttl: int) -> None:	CODE
LOW	fiftyone/operators/store/store.py	177	def update_policy(self, key: str, policy: str) -> None:	CODE
LOW	fiftyone/operators/store/subscription_registry.py	15	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/operators/store/notification_service.py	32	logger = logging.getLogger(__name__)	CODE
LOW	fiftyone/operators/store/__init__.py	16	__all__ = [	CODE
93 more matches not shown…

Self-Referential Comments74 hits · 136 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unittests/execution_store_repo_tests.py	118	# Create the store explicitly so that __store__ is inserted.	COMMENT
MEDIUM	tests/unittests/execution_store_repo_tests.py	128	# Create a store and two keys.	COMMENT
MEDIUM	tests/unittests/execution_store_repo_tests.py	141	# 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	286	# Create a classification dataset	COMMENT
MEDIUM	tests/intensive/import_export_tests.py	326	# Create a detection dataset	COMMENT
MEDIUM	tests/intensive/import_export_tests.py	406	# Create an image labels dataset	COMMENT
MEDIUM	tests/intensive/import_export_tests.py	482	# Create a multilabel dataset	COMMENT
MEDIUM	tests/intensive/import_export_tests.py	514	# Create a classification dataset	COMMENT
MEDIUM	tests/intensive/import_export_tests.py	535	# 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	4275	# Create a view that contains a different 10%% of the dataset each	COMMENT
MEDIUM	fiftyone/core/expressions.py	4323	# Create a view that contains a different 50%% of the dataset each	COMMENT
MEDIUM	fiftyone/core/expressions.py	4355	# Create a view that only contains predictions that are "cat" or	COMMENT
MEDIUM	fiftyone/core/expressions.py	4402	# Create a view that only contains predictions that are "cat" and	COMMENT
MEDIUM	fiftyone/core/expressions.py	199	# Create a view that only contains predictions whose bounding boxes	STRING
MEDIUM	fiftyone/core/expressions.py	1483	# Create a view that only contains samples with non-None uniqueness	STRING
MEDIUM	fiftyone/core/expressions.py	1627	# Create a view that only contains animal predictions	STRING
MEDIUM⚡	fiftyone/core/stages.py	8442	# Create a clips view that contains one clip for each contiguous	STRING
MEDIUM⚡	fiftyone/core/stages.py	8452	# Create a clips view that contains one clip for each contiguous	STRING
MEDIUM	fiftyone/core/stages.py	616	# Create a view excluding samples whose `int` field have the given	STRING
MEDIUM	fiftyone/core/stages.py	625	# Create a view excluding samples whose `str` field have the given	STRING
MEDIUM	fiftyone/core/stages.py	3357	# Create a view that only contains samples in Manhattan	STRING
MEDIUM	fiftyone/core/stages.py	6233	# Create a view containing the currently selected samples in the App	STRING
MEDIUM	fiftyone/core/stages.py	6348	# Create a view containing samples whose `int` field have the given	STRING
MEDIUM	fiftyone/core/stages.py	6357	# Create a view containing samples whose `str` field have the given	STRING
MEDIUM	fiftyone/core/stages.py	8121	# Create a view containing the ground truth patches	STRING
MEDIUM	fiftyone/core/stages.py	8286	# Create a patches view for the evaluation results	STRING
MEDIUM	fiftyone/core/stages.py	8621	# Create a trajectories view for the vehicles in the dataset	STRING
MEDIUM	fiftyone/core/stages.py	8831	# Create a frames view for an entire video dataset	STRING
MEDIUM	fiftyone/core/stages.py	8841	# 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	2633	# Create a new sample field	STRING
MEDIUM	fiftyone/core/collections.py	2673	# Create a new frame field	STRING
MEDIUM	fiftyone/core/collections.py	5236	# Create a view excluding samples whose `int` field have the given	STRING
MEDIUM	fiftyone/core/collections.py	5244	# Create a view excluding samples whose `str` field have the given	STRING
MEDIUM	fiftyone/core/collections.py	6320	# Create a view that only contains samples in Manhattan	STRING
MEDIUM	fiftyone/core/collections.py	7359	# Create a view containing the currently selected samples in the App	STRING
MEDIUM	fiftyone/core/collections.py	7410	# Create a view containing samples whose `int` field have the given	STRING
MEDIUM	fiftyone/core/collections.py	7418	# Create a view containing samples whose `str` field have the given	STRING
MEDIUM	fiftyone/core/collections.py	8196	# Create a view containing the ground truth patches	STRING
MEDIUM	fiftyone/core/collections.py	8273	# Create a patches view for the evaluation results	STRING
MEDIUM	fiftyone/core/collections.py	8339	# Create a clips view that contains one clip for each contiguous	STRING
MEDIUM	fiftyone/core/collections.py	8351	# Create a clips view that contains one clip for each contiguous	STRING
MEDIUM	fiftyone/core/collections.py	8429	# Create a trajectories view for the vehicles in the dataset	STRING
MEDIUM	fiftyone/core/collections.py	8551	# Create a frames view for an entire video dataset	STRING
MEDIUM	fiftyone/core/collections.py	8560	# Create a frames view that only contains frames with at least 10	STRING
MEDIUM	fiftyone/core/utils.py	2324	# 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…

Cross-Language Confusion25 hits · 96 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unittests/view_tests.py	5211	clips = dataset.to_clips(vehicles.length() >= 2)	CODE
HIGH	docs/source/redirects.py	197	if (hash && anchorMap[hash]) {{	CODE
HIGH	docs/source/redirects.py	203	pathParts.push('index.html');	CODE
HIGH	schemas/multimodal/build.py	121	"Run `cd app && yarn install`."	CODE
HIGH	fiftyone/core/expressions.py	2309	n = self.length()	CODE
HIGH	fiftyone/core/expressions.py	2317	{"$slice": [self, position + self.length(), n]}	CODE
HIGH	fiftyone/core/expressions.py	2329	neg_stop = ViewExpression({"$slice": [self, self.length() + s.stop]})	CODE
HIGH	fiftyone/core/expressions.py	2338	"allowed; use `expression.length()` instead"	CODE
HIGH	fiftyone/core/expressions.py	2957	If ``index >= self.length()``, the value is appended to this array.	CODE
HIGH	fiftyone/core/expressions.py	3695	maxsplit_expr = (split_expr.length() > maxsplit + 1).if_else(	STRING
HIGH	fiftyone/core/expressions.py	3748	maxsplit_expr = (split_expr.length() > maxsplit + 1).if_else(	STRING
HIGH	fiftyone/core/expressions.py	4510	ViewExpression.range(start, stop=start + array.length()),	STRING
HIGH⚡	fiftyone/core/stages.py	8457	stage = fo.ToClips(signs.length() >= 2)	STRING
HIGH	fiftyone/core/stages.py	4790	stage = fo.Match(small_boxes.length() > 0)	STRING
HIGH	fiftyone/core/stages.py	7526	stage = fo.SortBy(small_boxes.length(), reverse=True)	STRING
HIGH	fiftyone/core/collections.py	6933	view = dataset.match(small_boxes.length() > 0)	STRING
HIGH	fiftyone/core/collections.py	7992	view = dataset.sort_by(small_boxes.length(), reverse=True)	STRING
HIGH	fiftyone/core/collections.py	8356	clips = dataset.to_clips(signs.length() >= 2)	STRING
HIGH	fiftyone/core/aggregations.py	2000	idx = ((F() * array.length()).ceil() - 1).max(0)	CODE
HIGH⚡	fiftyone/core/session/templates.py	154	var url = new URL(window.location.toString());	CODE
HIGH⚡	fiftyone/core/session/templates.py	158	url.search = params.toString();	CODE
HIGH⚡	fiftyone/core/session/templates.py	163	window.location = url.toString();	CODE
HIGH	fiftyone/server/routes/camera.py	442	staticTransform data, null, or error message	STRING
HIGH	fiftyone/server/routes/camera.py	487	intrinsics data, null, or error message	STRING
HIGH	fiftyone/server/routes/camera.py	547	staticTransform data, null, or error message	STRING

Over-Commented Block68 hits · 62 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	…e/src/components/Modal/Sidebar/Annotate/Edit/Field.tsx	81	// frames); an image / sample-level label falls back to its doc `_id`.	COMMENT
LOW	…nents/Modal/Sidebar/Annotate/Edit/AnnotationSchema.tsx	221	// address the engine in its own namespace: the anchor ref carries the	COMMENT
LOW	…nts/Modal/Sidebar/Annotate/Edit/useAIAnnotationMode.ts	61	// context is reset only at real session boundaries — here on deactivate, and	COMMENT
LOW	…nents/Modal/Sidebar/Annotate/Edit/evaluateWhen.test.ts	841		COMMENT
LOW	…s/video-annotation/src/components/VideoLighterTile.tsx	21	const sourceId = VIDEO_STREAM_ID;	COMMENT
LOW	…annotation/src/agents/hooks/useApplyInferenceResult.ts	61	};	COMMENT
LOW	…/src/engine/surfaces/lighter/useLighterEngineBridge.ts	181	[engine, onEditCommit, scene, surface],	COMMENT
LOW	…c/adapters/mcap/react/use-register-mcap-data-stream.ts	481	};	COMMENT
LOW	…ges/multimodal/src/adapters/mcap/react/McapMapTile.tsx	81	// Comet-trail sources/layers are per track (line-gradient cannot read	COMMENT
LOW	app/packages/components/src/env.d.ts	1	/// <reference types="vite/client" />	COMMENT
LOW	app/packages/playback/src/lib/playback/store-access.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	app/packages/playback/src/lib/playback/atoms.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	…kages/playback/src/lib/playback/use-playback-engine.ts	581	store.set(playheadAtom, clamped);	COMMENT
LOW	…kages/playback/src/lib/playback/use-playback-stream.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	…kages/playback/src/lib/playback/use-playback-stream.ts	21	// }, [seekEvent]);	COMMENT
LOW	…kages/playback/src/lib/playback/use-playback-stream.ts	41	// },	COMMENT
LOW	…ckages/playback/src/lib/playback/use-playback-state.ts	1	// ---------------------------------------------------------------------------	COMMENT
LOW	app/packages/playback/src/lib/timeline/state.test.ts	61	// behindBuffer = 5 → min = 50 - 5 = 45	COMMENT
LOW	…ges/playback/src/views/TimelineTrack/TimelineTrack.tsx	421	// voodo's ContextMenu opens by calling `HTMLElement.click()` on a	COMMENT
LOW	…ges/playback/src/views/TimelineTrack/TimelineTrack.tsx	501		COMMENT
LOW	…ges/playback/src/views/TimelineTrack/TimelineTrack.tsx	561	event.endSec !== undefined	COMMENT
LOW	…src/views/TimelineControls/timeline-controls-icons.tsx	1	import React from "react";	COMMENT
LOW	app/packages/tiling/src/views/Tile/tile-icons.tsx	1	import React from "react";	COMMENT
LOW	…/tiling/src/views/TilingHeader/tiling-header-icons.tsx	1	import React from "react";	COMMENT
LOW	app/packages/lighter/src/overlay/DetectionOverlay.ts	181	// Drop a stale mask when the label carries neither inline `mask` data nor	COMMENT
LOW	…packages/lighter/src/interaction/InteractionManager.ts	661	this.scheduleHoverUpdate(this.currentPixelCoordinates, event, hitHandler);	COMMENT
LOW	app/packages/looker-3d/src/vite-env.d.ts	1	/// <reference types="vite/client" />	COMMENT
LOW	app/packages/looker-3d/src/frustum/builders.ts	101	intrinsics.height	COMMENT
LOW	app/packages/looker-3d/src/labels/cuboid.tsx	81	// surface, they stay visible and grabbable in orthographic side-panel views,	COMMENT
LOW	app/packages/looker-3d/src/annotation/store/index.ts	1	// =============================================================================	COMMENT
LOW	plugins/panels/model_evaluation/__init__.py	1201	return	COMMENT
LOW	tests/unittests/import_export_tests.py	5401	def _build_nested_relative(self, temp_dir):	COMMENT
LOW	tests/unittests/utils/test_unique_filename_maker.py	61	# pytest.param(True, id="main-process"),	COMMENT
LOW	fiftyone/core/models.py	2201	"""	COMMENT
LOW	fiftyone/core/dataset.py	11201	)	COMMENT
LOW	fiftyone/core/collections.py	801	dataset._doc.save(virtual=True)	COMMENT
LOW	fiftyone/core/collections.py	7161	# Only include samples that do not have the "test" tag	COMMENT
LOW	fiftyone/core/collections.py	7981	#	COMMENT
LOW	fiftyone/core/collections.py	11021	# Satisfactory index already exists	COMMENT
LOW	fiftyone/core/utils.py	2001	input path is provided multiple times (True) or to generate new	COMMENT
LOW	fiftyone/core/utils.py	2021	# ppid = None	COMMENT
LOW	fiftyone/core/odm/database.py	61	#	COMMENT
LOW	fiftyone/core/odm/database.py	121	#	COMMENT
LOW	fiftyone/core/plots/plotly.py	1641	# environment, just show the figure	COMMENT
LOW	fiftyone/server/routes/get_similar_labels_frames.py	41	"_id": 0,	COMMENT
LOW	fiftyone/utils/cvat.py	4561	)	COMMENT
LOW	fiftyone/utils/data/importers.py	421	if isinstance(dataset_importer, GenericSampleDatasetImporter):	COMMENT
LOW	fiftyone/utils/data/importers.py	1901	# - `dataset` is empty, and a migration may or may not be required	COMMENT
LOW	fiftyone/zoo/datasets/base.py	101	"activitynet-100",	COMMENT
8 more matches not shown…

Modern AI Meta-Vocabulary6 hits · 17 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	1117	// keypoint scaffold would join the single-selection set and steal/clear the	COMMENT
MEDIUM	docs/scripts/make_model_zoo_docs.py	352	# Make zero-shot predictions with custom classes	COMMENT
MEDIUM	docs/scripts/make_model_zoo_docs.py	365	# Make zero-shot predictions with custom classes	COMMENT
MEDIUM	fiftyone/utils/transformers.py	349	# if they are, this is either a zero shot model	COMMENT
MEDIUM	fiftyone/utils/transformers.py	1036	# zero shot classification, we have to pass	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

Redundant / Tautological Comments11 hits · 15 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	4715	# 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/core/map/process.py	167	# Check if done after applying backoff	COMMENT
LOW	fiftyone/server/routes/groups.py	129	# Check if parent exists in original data	COMMENT
LOW	fiftyone/server/routes/groups.py	214	# Check if the requested slice exists	COMMENT
LOW	fiftyone/server/routes/camera.py	582	# 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 Vocabulary6 hits · 11 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	256	# Make _start_polling just return a future that resolves immediately	COMMENT
MEDIUM	.github/workflows/e2e.yml	141	# (before any step runs), so the previous `supercharge/mongodb-github-action`	COMMENT
LOW	fiftyone/utils/transformers.py	451	# no aggregation, just return the last hidden state	COMMENT
MEDIUM	fiftyone/utils/labelbox.py	215	"""A class to facilitate connection to and management of projects in	STRING
MEDIUM	fiftyone/utils/cvat.py	3596	"""A class to facilitate connection to and management of tasks in CVAT.	STRING

Cross-Language Confusion (JS/TS)2 hits · 10 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	94	elif "${options.shape}" == "cube":	CODE

Slop Phrases3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/intensive/lightning_flash_tests.py	75	# but you can also use a different dataset for each split	COMMENT
MEDIUM	tests/intensive/lightning_flash_tests.py	140	# but you can also use a different dataset for each split	COMMENT
MEDIUM	tests/intensive/lightning_flash_tests.py	289	# but you can also use a different dataset for each split	COMMENT

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…ger/EditFieldLabelSchema/GUIContent/ClassesSection.tsx	74	// TODO: implement it with per-class attributes	COMMENT
LOW	…multimodal/src/visualization/visualization-registry.ts	1	// TODO: implement panel selection for visualization kinds.	COMMENT
LOW	fiftyone/core/map/mapper.py	155	# 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

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings