1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

12.1K

Stars

TypeScript

Language

406.4K

Lines of Code

1.8K

Files

634

Pattern Hits

2026-10-31

Scan Date

0.01

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 7.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 608 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 6.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 539 finding(s).

PR Review Velocity Impact 9.0/100 · LOW

Which changes need focused human review? 634 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 9MEDIUM 29LOW 593

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 634 distinct pattern matches across 14 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 Identifiers525 hits · 514 pts

Severity	File	Line	Snippet	Context
LOW	test/browser/components/side-panel/layer-list.spec.js	133	function renderLayerListForInstances({emptySharedGroup = false} = {}) {	CODE
LOW	test/browser/layer-tests/heatmap-layer-specs.js	490	function createHeatmapGeojsonLayer(values) {	CODE
LOW	test/browser/layer-tests/flow-field-layer-specs.js	404	function createFlowFieldGeojsonDataset(id = 'flow-geojson-data') {	CODE
LOW	test/node/utils/layer-utils-test.js	36	async function createDefaultColorDataset(columns, rowCount = 3) {	CODE
LOW	test/node/processors/shapefile-files-test.js	17	function createPointShapefileBuffers({x = -122.4, y = 37.8, name = 'alpha'} = {}) {	CODE
LOW	test/node/processors/file-handler-test.js	697	async function assertCompleteGeoArrowLayer(	CODE
LOW	test/node/reducers/vis-state-test.js	3760	function testSetFilterDynamicDomainGPU(t, setFilter) {	CODE
LOW	test/node/reducers/vis-state-test.js	7338	function loadDualLonLatPolygonState() {	CODE
LOW	test/node/reducers/vis-state-test.js	9393	function mockStateWithFilterAndIntervalBasedAnimationLayer() {	CODE
LOW	test/helpers/rtl-utils.js	28	export function mockHTMLElementClientSize(prop, value) {	CODE
LOW	test/helpers/mock-state.js	155	function mockStateWithLayerCustomColorBreaksLegends() {	CODE
LOW	test/helpers/mock-state.js	215	function mockStateWithSyncedTimeFilter() {	CODE
LOW	test/helpers/mock-state.js	329	export function mockStateWithArcNeighbors(state) {	CODE
LOW	test/helpers/mock-state.js	382	function mockStateWithMultiFilters() {	CODE
LOW	test/helpers/mock-state.js	566	export function mockStateWithLayerDimensions(state) {	CODE
LOW	test/helpers/mock-state.js	636	function mockStateWithCustomMapStyle(customType = 'LOCAL') {	CODE
LOW	test/helpers/mock-state.js	703	function mockStateWithTooltipFormat() {	CODE
LOW	test/helpers/mock-state.js	734	function mockStateWithGeocoderDataset() {	CODE
LOW	test/helpers/mock-state.js	780	function mockStateWithLayerStyling() {	CODE
LOW	test/helpers/mock-state.js	1258	export function stateWithTimeFilterAndTripLayer() {	CODE
LOW	test/helpers/mock-state.js	1264	export function stateWithTimeFilterSyncedWithTripLayer() {	CODE
LOW	test/helpers/component-utils.js	23	export function mockHTMLElementClientSize(prop, value) {	CODE
LOW	test/helpers/mock-state-utils.js	39	export function applyExistingDatasetTasks(reducer, initialState) {	CODE
LOW	test/helpers/layer-utils.js	51	export function testCreateLayerFromConfig(t, tc, LayerClasses = KeplerLayerClasses) {	CODE
LOW	examples/custom-layer/src/app.tsx	25	function CustomLayerConfiguratorFactory(	CODE
LOW	examples/demo-app/src/actions.js	37	export function loadRemoteResourceSuccess(response, config, options, remoteDatasetConfig) {	CODE
LOW	examples/demo-app/src/actions.js	47	export function loadRemoteDatasetProcessedSuccessAction(result) {	CODE
LOW	…/src/cloud-providers/foursquare/foursquare-provider.js	57	function extractMapFromFSQResponse(response) {	CODE
LOW	examples/demo-app/src/utils/runtime-config.js	67	export function applyDemoApplicationDefaults() {	CODE
LOW	examples/demo-app/src/utils/runtime-config.js	167	export async function loadAndApplyRuntimeConfig() {	CODE
LOW	examples/demo-app/src/reducers/index.js	125	async function loadRemoteResourceSuccessTask({	CODE
LOW	examples/demo-app-sqlrooms/src/actions.js	38	export function loadRemoteResourceSuccess(response, config, options, remoteDatasetConfig) {	CODE
LOW	examples/demo-app-sqlrooms/src/actions.js	48	export function loadRemoteDatasetProcessedSuccessAction(result) {	CODE
LOW	…/src/cloud-providers/foursquare/foursquare-provider.js	57	function extractMapFromFSQResponse(response) {	CODE
LOW	…es/demo-app-sqlrooms/src/components/assistant-tools.ts	15	export function createAssistantSkillTools(store: StoreApi<DemoRoomState>) {	CODE
LOW	examples/demo-app-sqlrooms/src/reducers/index.js	150	async function loadRemoteResourceSuccessTask({	CODE
LOW	bindings/python/keplergl/serializers.py	120	def _serialize_dataframe_arrow(df: pd.DataFrame, name: str) -> dict:	CODE
LOW	bindings/python/keplergl/_html_export.py	117	def _serialize_datasets_for_html(data: dict, json_encoder=str) -> str:	CODE
LOW⚡	bindings/python/tests/test_serializers.py	423	def test_serialize_dataframe_arrow_default_off(self, sample_df):	CODE
LOW⚡	bindings/python/tests/test_serializers.py	430	def test_serialize_geodataframe_ignores_use_arrow(self, sample_gdf):	CODE
LOW⚡	bindings/python/tests/test_serializers.py	439	def test_serialize_unsupported_type(self):	CODE
LOW⚡	bindings/python/tests/test_serializers.py	444	def test_serialize_empty_dataframe(self):	CODE
LOW⚡	bindings/python/tests/test_serializers.py	452	def test_serialize_single_row_dataframe(self):	CODE
LOW⚡	bindings/python/tests/test_serializers.py	459	def test_serialize_dataframe_with_various_dtypes(self):	CODE
LOW	bindings/python/tests/test_serializers.py	23	def test_serialize_dataframe_with_cities(self):	CODE
LOW	bindings/python/tests/test_serializers.py	39	def test_serialize_dataframe_with_hex_data(self):	CODE
LOW	bindings/python/tests/test_serializers.py	56	def test_serialize_dataframe_with_nan_filled(self):	CODE
LOW	bindings/python/tests/test_serializers.py	71	def test_serialize_geodataframe(self, sample_gdf):	CODE
LOW	bindings/python/tests/test_serializers.py	77	def test_serialize_geodataframe_with_timestamp(self):	CODE
LOW	bindings/python/tests/test_serializers.py	99	def test_serialize_geodataframe_points_from_xy(self):	CODE
LOW	bindings/python/tests/test_serializers.py	116	def test_serialize_geodataframe_with_polygons(self):	CODE
LOW	bindings/python/tests/test_serializers.py	132	def test_serialize_geodataframe_with_crs(self):	CODE
LOW	bindings/python/tests/test_serializers.py	143	def test_serialize_empty_geodataframe(self):	CODE
LOW	bindings/python/tests/test_serializers.py	154	def test_serialize_all_null_geometry_geodataframe(self):	CODE
LOW	bindings/python/tests/test_serializers.py	165	def test_serialize_geodataframe_multiple_geometry_columns(self):	CODE
LOW	bindings/python/tests/test_serializers.py	209	def test_serialize_geodataframe_non_default_active_geometry(self):	CODE
LOW	bindings/python/tests/test_serializers.py	239	def test_serialize_geodataframe_null_secondary_geometry(self):	CODE
LOW	bindings/python/tests/test_serializers.py	262	def test_serialize_geojson_dict(self):	CODE
LOW	bindings/python/tests/test_serializers.py	269	def test_serialize_geojson_feature_collection(self):	CODE
LOW	bindings/python/tests/test_serializers.py	292	def test_serialize_geojson_string(self):	CODE
465 more matches not shown…

Over-Commented Block54 hits · 54 pts

Severity	File	Line	Snippet	Context
LOW	docker/docker-compose.ghcr.yml	1	# No-build demo-app. Pulls the published image; does not clone or compile kepler.gl.	COMMENT
LOW	test/browser/components/tooltip-config-test.js	21		COMMENT
LOW	test/browser/components/common/range-plot-test.js	61		COMMENT
LOW	…t/browser/components/side-panel/color-selector-test.js	461	// name: 'Ice And Fire 8',	COMMENT
LOW	…owser/components/side-panel/layer-configurator-test.js	281	'gps_data.lng',	COMMENT
LOW	…owser/components/side-panel/layer-configurator-test.js	301	// value: 'gps_data.lng',	COMMENT
LOW	test/browser/layer-tests/hexagon-layer-specs.js	221	Object.keys(layerData).sort(),	COMMENT
LOW	test/node/processors/file-handler-test.js	141	// const expectedResults = [	COMMENT
LOW	test/node/reducers/vis-state-test.js	4881	stateWithFilterPlot.filters[0].timeBins.smoothie['15-second'],	COMMENT
LOW	test/node/reducers/vis-state-test.js	4901	// lineChart: {	COMMENT
LOW	test/node/reducers/vis-state-test.js	4921	// {x: 1474071675000, y: 30.0292134, delta: 'last', pct: 0.00009290816741525582},	COMMENT
LOW	test/node/reducers/vis-state-test.js	4941	// // gps_data.lat	COMMENT
LOW	examples/custom-layer/src/custom-contour-layer.js	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	examples/demo-app-sqlrooms/src/app.tsx	881	centerMap: true	COMMENT
LOW	src/types/layers.d.ts	401	};	COMMENT
LOW	src/types/layers.d.ts	421	// strokeColor: any;	COMMENT
LOW	src/layers/src/base-layer.ts	1721	const userBackground = Boolean(textLabel[i].background \|\| backgroundProps?.background);	COMMENT
LOW	src/layers/src/base-layer.ts	1741	// -background and -characters, and deck.gl drops the pair when those	COMMENT
LOW	src/layers/src/flow-field-layer/flow-field-layer.ts	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	src/layers/src/tile3d-layer/tile3d-layer.ts	81	}	COMMENT
LOW	src/layers/src/tile3d-layer/tile3d-layer.ts	221	// module is added/removed, existing models keep their old shaders.	COMMENT
LOW	src/layers/src/heatmap-layer/deck-heatmap-layer.ts	401	// Detect a transition out of globe mode. In globe mode we frame the density	COMMENT
LOW	src/layers/src/heatmap-layer/deck-heatmap-layer.ts	461		COMMENT
LOW	src/layers/src/heatmap-layer/deck-heatmap-layer.ts	581	if (!triPositionBuffer \|\| !triTexCoordBuffer \|\| !normalizedCommonBounds) {	COMMENT
LOW	src/deckgl-layers/src/globe/atmosphere-layer.ts	201	fragColor.a *= fTerminatorOpacityFactor;	COMMENT
LOW	src/deckgl-layers/src/globe/globe-backface-cull.ts	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	src/deckgl-layers/src/globe/globe-backface-cull.ts	21	// - a surface point is visible from the camera exactly when the angle between its	COMMENT
LOW	src/deckgl-layers/src/globe/globe-view.ts	81		COMMENT
LOW	src/deckgl-layers/src/globe/globe-view.ts	121	}	COMMENT
LOW	src/deckgl-layers/src/globe/globe-view.ts	241	//	COMMENT
LOW	src/deckgl-layers/src/globe/globe-view.ts	341	// projection math (globe vs flat mercator). That makes deck's TileLayer/MVTLayer	COMMENT
LOW	src/deckgl-layers/src/globe/globe-layers.ts	281	if (backgroundColor) {	COMMENT
LOW	src/deckgl-layers/src/globe/globe-layers.ts	301	// - depthMask: false → don't write depth (avoid self z-fighting on the shell)	COMMENT
LOW	src/deckgl-layers/src/globe/globe-layers.ts	321	const GLOBE_SATELLITE_ZOOM_OFFSET = 0;	COMMENT
LOW	src/deckgl-layers/src/globe/index.ts	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	src/deckgl-layers/src/globe/mvt-label-layer.ts	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	src/deckgl-layers/src/globe/globe-depth-disk-layer.ts	21	// Depth writes only happen with depthTest enabled. The disk is opaque-black-ish	COMMENT
LOW	…deckgl-layers/src/raster/raster-processing-uniforms.ts	81	#define colormap_categoricalMinValue_ALIAS rasterProcessing.colormap_categoricalMinValue	COMMENT
LOW	…gl-layers/src/raster/webgl/color/sigmoidal-contrast.ts	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	…gl-layers/src/raster/webgl/color/sigmoidal-contrast.ts	21	// 20 is a lot.	COMMENT
LOW	…deckgl-layers/src/raster/webgl/color/gamma-contrast.ts	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	src/deckgl-layers/src/layer-utils/cpu-aggregator.ts	601	layerData: {},	COMMENT
LOW	src/deckgl-layers/src/layer-utils/aggregation-utils.ts	121	//	COMMENT
LOW	src/mcp/src/commands/table-command.ts	81	// high-risk, confirmation-gated command. Fail fast with an actionable	COMMENT
LOW	src/mcp/src/commands/layer-creation-command.ts	301	// recoverable error. Only run this when colorType is explicitly 'unique':	COMMENT
LOW	src/mcp/src/commands/add-column-command.ts	121	// Pass the user-provided datasetName (label or id) to	COMMENT
LOW	src/mcp/src/commands/load-data-command.ts	141	const fileName =	COMMENT
LOW	src/components/src/map-container.tsx	741		COMMENT
LOW	src/components/src/map-container.tsx	1501	// ending) arrives with all interaction flags false. If we defer it, the	COMMENT
LOW	…c/components/src/modals/globe-export-video-preview.tsx	101	mapboxApiUrl: mapProps?.mapboxApiUrl,	COMMENT
LOW	…s/src/common/animation-control/animation-controller.ts	221	const delta =	COMMENT
LOW	src/components/src/side-panel/custom-panel.tsx	21	};	COMMENT
LOW	src/deckgl-arrow-layers/src/constants.ts	1	// SPDX-License-Identifier: MIT	COMMENT
LOW	src/reducers/src/map-state-updaters.ts	641	// if current viewport is synced, and we are unsyncing it	COMMENT

Self-Referential Comments15 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM	.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	website/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/custom-reducer/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/replace-component/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/custom-map-style/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/open-modal/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/node-app/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/clicked-feature/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/duckdb-vite/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/get-started-vite/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/custom-layer/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/custom-theme/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/demo-app/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/demo-app-sqlrooms/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT
MEDIUM	examples/get-started/.yarnrc.yml	3	# Define the registry to use when fetching packages.	COMMENT

Cross-Language Confusion7 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	bindings/python/keplergl/_html_export.py	132	f" datasets.push({{info: {{id: {json.dumps(name, ensure_ascii=False)}, label: {json.dumps(name, ensure_	CODE
HIGH	bindings/python/keplergl/_html_export.py	139	f" datasets.push({{info: {{id: {json.dumps(name, ensure_ascii=False)}, label: {json.dumps(name, ens	CODE
HIGH⚡	bindings/python/keplergl/_html_export.py	243	window.React = React.default \|\| React;	CODE
HIGH⚡	bindings/python/keplergl/_html_export.py	244	window.ReactDOM = Object.assign({{}}, ReactDOM.default \|\| ReactDOM, ReactDOMClient);	CODE
HIGH⚡	bindings/python/keplergl/_html_export.py	245	window.Redux = Redux.default \|\| Redux;	CODE
HIGH⚡	bindings/python/keplergl/_html_export.py	246	window.ReactRedux = ReactRedux.default \|\| ReactRedux;	CODE
HIGH	bindings/python/keplergl/_html_export.py	340	react.createElement(KeplerElement, null)	CODE

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	test/browser/layer-tests/zarr-layer-specs.js	1197	deckLayer.props.metadata.multiscales.layout.map(level => level.asset),	CODE
CRITICAL	test/browser/layer-tests/cluster-layer-specs.js	605	const members = () => layer.state.aggregatorState.layerData.data.flatMap(cell => cell.points);	CODE
CRITICAL	test/node/reducers/vis-state-test.js	3433	state.datasets.replacement.filterRecord.cpu.some(filter => filter.id === state.filters[0].id),	CODE

Decorative Section Separators9 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/custom-layer/src/app.tsx	21	// ── Custom layer configurator ─────────────────────────────────────────────────	COMMENT
MEDIUM	examples/custom-layer/src/app.tsx	80	// ── Store ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/custom-layer/src/app.tsx	103	// ── Sample data ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/custom-layer/src/app.tsx	202	// ── Window size hook ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/custom-layer/src/app.tsx	214	// ── App component ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/custom-layer/src/custom-contour-layer.js	16	// ── Layer icon (simple SVG shown in the layer type selector) ─────────────────	COMMENT
MEDIUM	examples/custom-layer/src/custom-contour-layer.js	28	// ── vis-config entries ────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/custom-layer/src/custom-contour-layer.js	67	// ── Required columns ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/custom-layer/src/custom-contour-layer.js	71	// ── Custom layer class ────────────────────────────────────────────────────────	COMMENT

AI Slop Vocabulary5 hits · 13 pts

Severity	File	Line	Snippet	Context
MEDIUM	bindings/python/package-lock.json	10232	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	bindings/python/package-lock.json	11177	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-2.0.4.tgz",	CODE
MEDIUM	src/deckgl-layers/src/globe/globe-layers.ts	298	// is a precision-robust occluder that works at any zoom, so:	COMMENT
MEDIUM	…deckgl-arrow-layers/src/layers/geo-arrow-text-layer.ts	243	// TODO privide more robust data comparators	COMMENT
MEDIUM	src/reducers/src/vis-state-updaters.ts	747	// TODO: Shan, make the animation config function more robust	COMMENT

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	bindings/python/keplergl/serializers.py	40	except (json.JSONDecodeError, TypeError):	CODE
HIGH	bindings/python/keplergl/_html_export.py	74	except (json.JSONDecodeError, TypeError):	CODE

TODO Padding4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…mo-app/src/cloud-providers/dropbox/dropbox-provider.js	162	// TODO: implement pagination, so we don't need to get all the thumbs all at once	COMMENT
LOW	…lrooms/src/cloud-providers/dropbox/dropbox-provider.js	162	// TODO: implement pagination, so we don't need to get all the thumbs all at once	COMMENT
LOW	src/layers/src/vector-tile/common-tile/tile-dataset.ts	62	// TODO: implement later	COMMENT
LOW	src/components/src/common/column-stats-chart.tsx	378	// TODO: implement display for ordinal breaks	COMMENT

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	bindings/python/keplergl/__init__.py	6	CODE
LOW	bindings/python/keplergl/__init__.py	7	CODE
LOW	bindings/python/keplergl/_html_export.py	6	CODE
LOW	bindings/python/tests/test_widget.py	6	CODE

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	bindings/python/keplergl/widget.py	29		CODE
LOW	bindings/python/keplergl/widget.py	81		CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	bindings/python/keplergl/serializers.py	63		CODE
LOW	bindings/python/keplergl/_html_export.py	44		CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/build-publish-pypi.yml	97	# Check if version contains prerelease indicators (a, b, rc, dev)	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	bindings/python/keplergl/__init__.py	9	__all__ = ["KeplerGl", "__version__"]	CODE

keplergl/kepler.gl

Open-Source Code Quality, Security and Technical Debt Review