AI Slop Code Risk Monitor

solidjs/solid-start

SlopCodeMonitor badge for solidjs/solid-start Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

SolidStart, the Solid app framework

0.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for solidjs/solid-start, a TypeScript project with 5,921 GitHub stars. SynthScan examined 31,471 lines of code across 348 source files, recording 21 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 0.7 (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.

0.7
Adjusted Signal
0.7
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
5.9K
Stars
TypeScript
Language
31.5K
Lines of Code
348
Files
21
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 3.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 21 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 3.2/100 · LOW

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

PR Review Velocity Impact 3.3/100 · LOW

Which changes need focused human review? 21 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 0LOW 21

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 21 distinct pattern matches across 2 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 Identifiers20 hits · 20 pts
SeverityFileLineSnippetContext
LOWpackages/start/scripts/validate-imports.js107function extractImportExportStatements(content, filePath) {CODE
LOWpackages/start/src/directives/plugin.ts347function transformModuleLevelDirective(ctx: StateContext, program: babel.NodePath<t.Program>) {CODE
LOW…es/start/src/directives/bubble-function-declaration.ts4export function bubbleFunctionDeclaration(path: babel.NodePath<t.FunctionDeclaration>): void {CODE
LOWpackages/start/src/directives/validate.ts183export function validateDirectivePlacement(CODE
LOWpackages/start/src/config/vite-utils.ts71export function normalizeViteImportAnalysisUrl(environment: DevEnvironment, id: string): string {CODE
LOWpackages/start/src/config/dev-server.ts203export function resolvePreviewServerEntry(root: string): string {CODE
LOWpackages/start/src/fns/serialization.ts391export async function deserializeFromJSONString(CODE
LOWpackages/start/src/fns/error-handler.ts37export async function applyServerFunctionErrorHandler(thrown: unknown): Promise<unknown> {CODE
LOWpackages/start/src/fns/serialization.spec.ts249async function collectUnhandledRejections(run: () => Promise<void>) {CODE
LOWpackages/start/src/fns/handler.ts428export function createSingleFlightHeaders(sourceEvent: FetchEvent, result?: unknown) {CODE
LOWpackages/start/src/server/index.tsx26// export function getExpectedRedirectStatus(response: ResponseStub): number {COMMENT
LOWpackages/start/src/server/util.ts6export function getExpectedRedirectStatus(response: ResponseStub): number {CODE
LOWpackages/start/src/server/handler.ts193function handleShellCompleteRedirect(context: PageEvent, e: H3Event) {CODE
LOWpackages/start/src/server/handler.ts203function handleStreamCompleteRedirect(context: PageEvent) {CODE
LOW…kages/start/src/shared/dev-toolbar/functions/index.tsx208function ServerFunctionInstanceDetail(props: ServerFunctionInstanceDetailProps) {CODE
LOW…kages/start/src/shared/dev-toolbar/functions/index.tsx233function ServerFunctionInstanceViewer(props: ServerFunctionInstanceViewerProps): JSX.Element {CODE
LOW…ages/start/src/shared/dev-toolbar/functions/tracker.ts22export function captureServerFunctionCall(listener: ServerFunctionCallListener): () => void {CODE
LOW…shared/dev-toolbar/functions/URLSearchParamsViewer.tsx9function URLSearchParamsViewerInner(props: URLSearchParamsViewerInnerProps): JSX.Element {CODE
LOWapps/tests/src/routes/server-function-on-error.tsx1async function serverFnThrowsReplaceable() {CODE
LOW…g-multiple-export-named-functions-in-the-same-file.tsx7export function VariableImportTestComponent() {CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpackages/start/src/config/index.ts441 : {}),COMMENT