AI Slop Code Risk Monitor

atlassian/pragmatic-drag-and-drop

SlopCodeMonitor badge for atlassian/pragmatic-drag-and-drop Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Fast drag and drop for any experience on any tech stack

0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for atlassian/pragmatic-drag-and-drop, a TypeScript project with 12,791 GitHub stars. SynthScan examined 100,390 lines of code across 896 source files, recording 81 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.8 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

0.8
Adjusted Signal
0.8
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
12.8K
Stars
TypeScript
Language
100.4K
Lines of Code
896
Files
81
Pattern Hits
2026-10-31
Scan Date
0.00
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 4.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 79 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 2.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 56 finding(s).

PR Review Velocity Impact 4.2/100 · LOW

Which changes need focused human review? 81 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 0HIGH 0MEDIUM 2LOW 79

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 81 distinct pattern matches across 6 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 Identifiers56 hits · 56 pts
SeverityFileLineSnippetContext
LOWpackages/auto-scroll/__tests__/unit/_util.ts245export function setElementFromPointWithPath(path: Element[]): CleanupFn {CODE
LOWpackages/auto-scroll/__tests__/unit/_util.ts304export function setupNestedScrollContainers(bubbleOrdered: BasicElementArgs[]): HTMLElement[] {CODE
LOWpackages/auto-scroll/__tests__/unit/_util.ts425export function setupBasicScrollContainer({CODE
LOW…roll/__tests__/unit/overflow/cross-axis-hitbox.spec.ts89function getOverElementMainHitboxSize(edge: Edge) {CODE
LOW…kages/auto-scroll/src/unsafe-overflow/get-scroll-by.ts29function getIsDistanceDampeningEnabled(value: HitboxForEdge): boolean {CODE
LOW…eces/pinned-fields/experience/enhanced-drag-handle.tsx137export default function PinnedFieldsEnhancedDragHandle(): React.JSX.Element {CODE
LOW…es/pieces/pinned-fields/experience/migration-layer.tsx10export default function PinnedFieldReactBeautifulDnd(): React.JSX.Element {CODE
LOW…es/pieces/pinned-fields/experience/migration-layer.tsx22export function PinnedFieldReactBeautifulDndNoDraggingOutline(): React.JSX.Element {CODE
LOW…es/pieces/pinned-fields/experience/migration-layer.tsx34export function PinnedFieldReactBeautifulDndSubtle(): React.JSX.Element {CODE
LOW…pieces/pinned-fields/experience/current-guidelines.tsx52export default function PinnedFieldsWithCurrentGuidelines(): React.JSX.Element {CODE
LOW…eces/pinned-fields/experience/asana-native-preview.tsx53export default function AsanaFieldsWithNativePreview(): React.JSX.Element {CODE
LOW…ieces/pinned-fields/experience/react-beautiful-dnd.tsx8export default function PinnedFieldReactBeautifulDnd(): React.JSX.Element {CODE
LOW…pieces/pinned-fields/templates/react-beautiful-dnd.tsx60export default function PinnedFieldsReactBeautifulDndTemplate({CODE
LOW…/examples/pieces/pinned-fields/templates/atlassian.tsx19export default function PinnedFieldsAtlassianTemplate({CODE
LOW…xamples/pieces/subtasks/demo/linear-native-preview.tsx84export default function LinearTaskReorderingNativePreview(): React.JSX.Element {CODE
LOW…ocumentation/examples/pieces/tree-legacy/tree-item.tsx163function getParentLevelOfInstruction(instruction: Instruction): number {CODE
LOW…ocumentation/examples/pieces/tree-legacy/tree-item.tsx266 function updateIsParentOfInstruction({ location }: { location: DragLocationHistory }) {CODE
LOW…pieces/hooks/use-prevent-scrolling-from-arrow-keys.tsx11export function usePreventScrollingFromArrowKeys({CODE
LOW…entire-entity-is-draggable-with-drag-handle-button.tsx44export function EntireEntityIsDraggableWithDragHandleButton(): React.JSX.Element {CODE
LOW…xamples/guidelines/only-draggable-from-drag-handle.tsx47export function OnlyDraggableFromDragHandle(): React.JSX.Element {CODE
LOW…amples/guidelines/hover-drag-handle-outside-bounds.tsx80export function HoverDragHandleOutsideBounds(): React.JSX.Element {CODE
LOW…ines/entire-entity-is-draggable-with-grouped-items.tsx106export function EntireEntityIsDraggableWithGroupedItems(): React.JSX.Element {CODE
LOW…mples/constellation/list-item/list-item-horizontal.tsx9export function ListItemHorizontalExample(): React.JSX.Element {CODE
LOWpackages/core/__tests__/unit/_util.ts126export function setElementFromPointWithPath(path: Element[]): CleanupFn {CODE
LOW…kages/core/examples/drag-preview-with-transparency.tsx153function ItemPreserveOffsetOnSource() {CODE
LOWpackages/core/examples/native/content.tsx125function DraggableAnchorWithNewUrl() {CODE
LOWpackages/core/examples/native/content.tsx146function DraggableAnchorWithCustomPreview() {CODE
LOWpackages/core/examples/native/content.tsx191function DraggableImageWithCustomPreview() {CODE
LOWpackages/core/src/util/detect-broken-drag.ts1export function getBindingsForBrokenDrags({ onDragEnd }: { onDragEnd: () => void }): readonly [CODE
LOW…ges/core/src/adapter/drop-target-for-text-selection.ts5export function dropTargetForTextSelection(CODE
LOW…-native-drag-preview/set-custom-native-drag-preview.ts46export function setCustomNativeDragPreview({CODE
LOWpackages/core/src/honey-pot-fix/make-honey-pot-fix.ts38function pullBackByHalfHoneyPotSize(point: Position): Position {CODE
LOWpackages/core/src/honey-pot-fix/make-honey-pot-fix.ts49function preventGoingBackwardsOffScreen(point: Position): Position {CODE
LOWpackages/core/src/honey-pot-fix/make-honey-pot-fix.ts60function preventGoingForwardsOffScreen(point: Position): Position {CODE
LOW…ey-pot-fix/get-element-from-point-without-honey-pot.ts4export function getElementFromPointWithoutHoneypot(client: Position): Element | null {CODE
LOW…t-accessibility/examples/drag-handle-dropdown-menu.tsx11export default function DragHandleDropdownMenuExample(): React.JSX.Element {CODE
LOW…essibility/examples/drag-handle-button-small.vr.ap.tsx5export default function DragHandleButtonSmallExample(): React.JSX.Element {CODE
LOWpackages/hitbox/src/get-reorder-destination-index.ts3export function getReorderDestinationIndex({CODE
LOW…react-beautiful-dnd-migration/__tests__/unit/_util.tsx27export function findPlaceholderInDroppable(CODE
LOW…react-beautiful-dnd-migration/__tests__/unit/_util.tsx41export function hasPlaceholderInDroppable(CODE
LOW…kages/react-beautiful-dnd-migration/codemods/utils.tsx3function getImportDeclarationsForPackage(CODE
LOW…kages/react-beautiful-dnd-migration/codemods/utils.tsx11export function getImportDeclarationsForRbd(CODE
LOW…kages/react-beautiful-dnd-migration/codemods/utils.tsx36function getImportedRbdComponentNames(CODE
LOW…eautiful-dnd-migration/src/drag-drop-context/index.tsx194 function dispatchConsumerLifecycleEvent() {CODE
LOW…migration/src/drag-drop-context/draggable-location.tsx16function getDraggableLocationFromDraggableData({CODE
LOW…migration/src/drag-drop-context/draggable-location.tsx58function getDraggableLocationFromDroppableData({CODE
LOW…migration/src/utils/get-closest-positioned-element.tsx6function getClosestAbsolutePositionedElement(element: HTMLElement): HTMLElement | null {CODE
LOW…migration/src/utils/get-closest-positioned-element.tsx23export function getClosestPositionedElement({CODE
LOW…-migration/src/utils/get-best-cross-axis-droppable.tsx25export function getBestCrossAxisDroppable({CODE
LOW…-migration/src/utils/find-closest-scroll-container.tsx4export function findClosestScrollContainer(element: HTMLElement): HTMLElement | null {CODE
LOW…ration/src/utils/get-element-by-draggable-location.tsx6export function getElementByDraggableLocation(CODE
LOW…ration/src/droppable/drop-indicator/get-dimensions.tsx147export function getIndicatorSizeAndOffset({CODE
LOW…-migration/src/hooks/use-drop-target-for-draggable.tsx11export function useDropTargetForDraggable({CODE
LOW…gration/src/draggable/get-draggable-provided-style.tsx57export function getDraggableProvidedStyle({CODE
LOW…gration/src/draggable/use-draggable-state-snapshot.tsx5export function useDraggableStateSnapshot({CODE
LOW…tion/src/draggable/is-event-in-interactive-element.tsx62export default function isEventInInteractiveElement(draggable: Element, event: Event): boolean {CODE
Over-Commented Block20 hits · 20 pts
SeverityFileLineSnippetContext
LOWpackages/documentation/examples/pieces/backlog/list.tsx21COMMENT
LOWpackages/documentation/examples/pieces/backlog/list.tsx41// closestEdgeOfTarget: null,COMMENT
LOWpackages/core/__tests__/unit/server-side-usage.spec.ts1// Ideally we would use the "@jest-environment node" file pragma,COMMENT
LOWpackages/core/examples/post-drop-bug-fix.tsx321COMMENT
LOWpackages/core/examples/post-drop-bug-fix.tsx341// },COMMENT
LOWpackages/core/examples/post-drop-bug-fix.tsx361// Math.floor(pointerDown.x) === dragStart.x &&COMMENT
LOWpackages/core/examples/post-drop-bug-fix.tsx381// },COMMENT
LOWpackages/core/examples/post-drop-bug-fix.tsx401COMMENT
LOWpackages/core/examples/post-drop-bug-fix.tsx421COMMENT
LOWpackages/core/examples/post-drop-bug-fix.tsx441// 'dragleave',COMMENT
LOWpackages/core/examples/post-drop-bug-fix.tsx461COMMENT
LOWpackages/core/examples/post-drop-bug-fix.tsx481// console.error(message, { lastDragOver, current });COMMENT
LOWpackages/core/examples/post-drop-bug-fix.tsx501// {COMMENT
LOWpackages/core/examples/post-drop-bug-fix.tsx521// // console.log('done');COMMENT
LOW…re/src/util/changing-window/count-events-for-safari.ts61 // lift (+1 enterCount)COMMENT
LOWpackages/core/src/util/media-types/html-media-type.ts1// Why we put the media types in their own files:COMMENT
LOWpackages/core/src/util/media-types/url-media-type.ts1// Why we put the media types in their own files:COMMENT
LOWpackages/core/src/util/media-types/text-media-type.ts1// Why we put the media types in their own files:COMMENT
LOW…rc/public-utils/element/disable-native-drag-preview.ts1// In order to disable the native drag preview you canCOMMENT
LOW…nd-autoscroll/src/internal/window/get-window-scroll.ts1import type { Position } from '@atlaskit/pragmatic-drag-and-drop/internal-types';COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMpackages/auto-scroll/src/shared/scheduler.ts46// can leverage the same scheduler.COMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…ntation/examples/pieces/subtasks/demo/enhancements.tsx73 * This is just for demonstration purposes.COMMENT
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOW…ation/__tests__/unit/droppable/drop-indicator.test.tsx357 expect(callsForColumnA[0][0]).not.toHaveProperty('placeholder', null);CODE
LOW…ation/__tests__/unit/droppable/drop-indicator.test.tsx381 expect(callsForColumnA[0][0]).toHaveProperty('placeholder', null);CODE
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpackages/documentation/examples/data/people/index.tsx142export function getData({CODE