AI Slop Code Risk Monitor

akveo/react-native-ui-kitten

SlopCodeMonitor badge for akveo/react-native-ui-kitten Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).
0.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for akveo/react-native-ui-kitten. SynthScan examined 119,276 lines of code across 1225 source files, recording 52 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 0.5 (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.

0.5
Adjusted Signal
0.5
Raw Pattern Score
100%
Time Factor
—
Last Push
—
Stars
—
Language
119.3K
Lines of Code
1.2K
Files
52
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 1.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 31 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 2.6/100 · LOW

Which changes need focused human review? 52 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 2MEDIUM 0LOW 50

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 52 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.

Fake / Example Data18 hits · 20 pts
SeverityFileLineSnippetContext
LOWwebsite/stories/avatar.stories.tsx49 name: 'Jane Doe',CODE
LOW…showcases/components/list/listCustomItem.component.tsx34 Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry'sCODE
LOW…owcases/components/avatar/avatarInitials.component.tsx24 name='Jane Doe'CODE
LOWsrc/components/ui/avatar/avatar.spec.tsx99 expect(initialsOf('Jane Doe')).toEqual('JD');CODE
LOWsrc/components/ui/avatar/avatar.spec.tsx114 name='Jane Doe'CODE
LOW⚡src/components/ui/avatar/avatar.spec.tsx138 name='Jane Doe'CODE
LOW⚡src/components/ui/avatar/avatar.spec.tsx144 expect(component.queryByLabelText('Jane Doe')).toBeNull();CODE
LOW⚡src/components/ui/avatar/avatar.spec.tsx151 name='Jane Doe'CODE
LOW⚡src/components/ui/avatar/avatar.spec.tsx157 expect(component.queryByLabelText('Jane Doe')).toBeTruthy();CODE
LOW⚡src/components/ui/avatar/avatar.spec.tsx162 <TestAvatar name='Jane Doe' />,CODE
LOWsrc/components/ui/avatar/avatar.spec.tsx173 name='Jane Doe'CODE
LOWsrc/components/ui/avatar/avatar.spec.tsx190 name='Jane Doe'CODE
LOWsrc/components/ui/avatar/avatar.spec.tsx222 name='Jane Doe'CODE
LOWsrc/components/ui/avatar/avatar.spec.tsx228 const frame = component.getByLabelText('Jane Doe');CODE
LOWsrc/components/ui/avatar/avatar.spec.tsx241 name='Jane Doe'CODE
LOWsrc/components/ui/avatar/avatar.spec.tsx246 const frame = component.getByLabelText('Jane Doe');CODE
LOWsrc/components/ui/avatar/avatar.spec.tsx268 name='Jane Doe'CODE
LOWsrc/components/ui/avatar/avatar.spec.tsx273 const frame = component.getByLabelText('Jane Doe');CODE
Hyper-Verbose Identifiers17 hits · 20 pts
SeverityFileLineSnippetContext
LOW…c/processor/js/scripts/generateParameterDefinitions.js30function createRawDefinitionsForSchema(schema) {CODE
LOW…c/processor/js/scripts/generateParameterDefinitions.js43function createRawDefinitionsForControl(schema, controlName) {CODE
LOW…c/processor/js/scripts/generateParameterDefinitions.js50function createWritableSchemaDefinitionsFromRawSource(rawSource) {CODE
LOW…c/processor/js/scripts/generateParameterDefinitions.js62function createWritableControlDefinitionsFromRawSource(rawSource, controlName) {CODE
LOW…cessor/js/src/processor/schema/schemaProcessor.spec.js29function calculateComponentStyleCount(component) {CODE
LOWsrc/processor/js/src/service/mapping/mapping.service.js15function getComponentDefaultAppearance(mapping, component) {CODE
LOWsrc/processor/js/src/service/mapping/mapping.service.js25function getComponentDefaultVariants(mapping, component) {CODE
LOWsrc/processor/js/src/service/mapping/mapping.service.js47function getComponentVariantGroups(mapping, component) {CODE
LOWsrc/processor/js/src/service/mapping/mapping.service.js73function getStateAppearanceMapping(mapping, component, appearance, state) {CODE
LOWsrc/processor/js/src/service/mapping/mapping.service.js80function getStatelessAppearanceMapping(mapping, component, appearance) {CODE
LOWsrc/processor/js/src/service/mapping/mapping.service.js95function getStatelessVariantMapping(mapping, component, appearance, variant) {CODE
LOW⚡…/processor/js/src/service/mapping/mapping.service.d.ts2export declare function getComponentDefaultAppearance(mapping: ThemeMappingType, component: string): string | undefined;CODE
LOW⚡…/processor/js/src/service/mapping/mapping.service.d.ts3export declare function getComponentDefaultVariants(mapping: ThemeMappingType, component: string): string[] | undefined;CODE
LOW⚡…/processor/js/src/service/mapping/mapping.service.d.ts5export declare function getComponentVariantGroups(mapping: ThemeMappingType, component: string): string[] | undefined;CODE
LOW⚡…/processor/js/src/service/mapping/mapping.service.d.ts8export declare function getStateAppearanceMapping(mapping: ThemeMappingType, component: string, appearance: string, statCODE
LOW⚡…/processor/js/src/service/mapping/mapping.service.d.ts9export declare function getStatelessAppearanceMapping(mapping: ThemeMappingType, component: string, appearance: string):CODE
LOW⚡…/processor/js/src/service/mapping/mapping.service.d.ts11export declare function getStatelessVariantMapping(mapping: ThemeMappingType, component: string, appearance: string, varCODE
Over-Commented Block13 hits · 13 pts
SeverityFileLineSnippetContext
LOW…c/processor/js/src/processor/schema/schemaProcessor.js21//# sourceMappingURL=schemaProcessor.js.mapCOMMENT
LOWsrc/processor/js/src/service/common/common.service.js81//# sourceMappingURL=common.service.js.mapCOMMENT
LOW…omponents/styled/styledComponentVariants.component.tsx21 <TouchableOpacityCOMMENT
LOW…omponents/styled/styledComponentVariants.component.tsx41// "backgroundColor": {COMMENT
LOW…omponents/styled/styledComponentVariants.component.tsx61// "active": {COMMENT
LOW…omponents/styled/styledComponentVariants.component.tsx81// }COMMENT
LOW…/components/styled/styledComponentStates.component.tsx21 onPressOut={onPressOut}COMMENT
LOW…/components/styled/styledComponentStates.component.tsx41// "appearances": {COMMENT
LOW…/components/styled/styledComponentStates.component.tsx61// "active": {COMMENT
LOW…onents/styled/styledComponentSimpleUsage.component.tsx21// "height": {COMMENT
LOW…onents/styled/styledComponentSimpleUsage.component.tsx41// "backgroundColor": "color-primary-default"COMMENT
LOWsrc/codemod/__e2e__/jest-esm.sh1#!/bin/bashCOMMENT
LOWsrc/codemod/__e2e__/run.sh1#!/bin/bashCOMMENT
AI Response Leakage1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHwebsite/docs/guides/runtime-theming.md81- [In terms of React](https://reactjs.org/docs/context.html#contextprovider), every Context object comes with a ProviderCODE
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHsrc/showcases/e2e/matrix/q.py13except Exception: passCODE
Excessive Try-Catch Wrapping2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsrc/showcases/e2e/matrix/q.py13 except Exception: passCODE
LOWsrc/showcases/e2e/matrix/q.py33 except Exception: d = 'down'CODE