AI Slop Code Risk Monitor

justjavac/awesome-wechat-weapp

Name: justjavac/awesome-wechat-weapp — TypeScript Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for justjavac/awesome-wechat-weapp, a TypeScript project with 51,177 GitHub stars. SynthScan examined 44,141 lines of code across 166 source files, recording 31 pattern matches distributed across 2 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

2026-10-02

Last Push

51.2K

Stars

TypeScript

Language

44.1K

Lines of Code

166

Files

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 3.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 31 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 3.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 30 finding(s).

PR Review Velocity Impact 3.5/100 · LOW

Which changes need focused human review? 31 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 31

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 31 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 Identifiers30 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	app/admin/resource-maintenance-form.tsx	23	function resolveSelectedResourceId(resources: EditableResource[], requestedId: string \| null) {	CODE
LOW	app/api/admin/resources/[id]/route.ts	65	export function buildResourceMaintenanceLog(input: {	CODE
LOW⚡	scripts/verify-deployment.ts	146	function normalizeCanonicalBaseUrl(value: string) {	CODE
LOW⚡	scripts/verify-deployment.ts	152	function getExplicitCanonicalBaseUrl() {	CODE
LOW⚡	scripts/verify-deployment.ts	158	function parseCanonicalBaseFromRobots(text: string) {	CODE
LOW	scripts/verify-deployment.ts	173	function parseCanonicalBaseFromSitemap(text: string) {	CODE
LOW	scripts/verify-deployment.ts	486	async function checkAuthorizedCronDryRun() {	CODE
LOW	scripts/verify-deployment.ts	529	async function checkAuthorizedAdminReadiness() {	CODE
LOW	scripts/validate-data.ts	52	function isNonEmptySingleLineStringArray(value: unknown): value is string[] {	CODE
LOW	lib/resource-db-mapping.ts	34	export function mapResourcesToAlternativeDbInserts(resources: RadarResource[]): ResourceAlternativeInsert[] {	CODE
LOW	lib/doctor.ts	218	async function buildRecommendedResources(report: DoctorReport, input: DoctorProjectInput) {	CODE
LOW	lib/upstash.ts	19	export function describeUpstashRedisEnvRequirement() {	CODE
LOW	lib/radar-url.ts	12	export function buildRadarFilterSearchParams(filters: RadarFilterState) {	CODE
LOW	lib/production-readiness.ts	117	export function summarizeProductionReadiness(items: ProductionReadinessItem[]) {	CODE
LOW	lib/resources.ts	252	export function isCompleteDatabaseResourceSet(databaseCount: number, expectedCount: number) {	CODE
LOW	lib/resources.ts	547	function compareValidationChecklistFor(resource: RadarResource) {	CODE
LOW	lib/operation-log.ts	34	export function getOperationLogRetentionDays(value = process.env.OPERATION_LOG_RETENTION_DAYS) {	CODE
LOW⚡	lib/ai-summaries.ts	102	export function createResourceAiSummaries(resources: RadarResource[], limit?: number) {	CODE
LOW⚡	lib/ai-summaries.ts	106	export function filterValidResourceAiSummaries(summaries: GeneratedAiSummary[], resources: RadarResource[]) {	CODE
LOW⚡	lib/ai-summaries.ts	110	export async function persistResourceAiSummaries(summaries: GeneratedAiSummary[]) {	CODE
LOW	lib/ai-prompts.ts	150	export function buildAdvisorPromptContract(question: string, answer: AdvisorAnswer, resources: RadarResource[]): AiPromp	CODE
LOW	lib/ai-prompts.ts	190	export function buildResourceSummaryPromptContract(resource: RadarResource, draftSummary?: GeneratedAiSummary): AiPrompt	CODE
LOW	lib/ai-advisor.ts	65	function selectedResourcesForDraft(draftAnswer: AdvisorAnswer, resources: RadarResource[]) {	CODE
LOW	lib/ai-advisor.ts	70	function buildAdvisorNarrativeMessages(question: string, draftAnswer: AdvisorAnswer, resources: RadarResource[]): AiProm	CODE
LOW	lib/ai-advisor.ts	177	export async function createAdvisorAnswerWithAi(question: string, resources: RadarResource[]): Promise<AdvisorGeneration	CODE
LOW	lib/weekly.ts	310	function parsePersistedWeeklySnapshot(value: unknown): PersistedWeeklySnapshot {	CODE
LOW	lib/weekly.ts	327	export function hydrateWeeklyReportFromSnapshot(row: PersistedWeeklyReportRow, resources: RadarResource[]): WeeklyReport	CODE
LOW	lib/weekly.ts	348	async function readLatestDatabaseWeeklyReport(): Promise<WeeklyReport \| null> {	CODE
LOW	lib/ai-output-validation.ts	18	export function validateGeneratedAiSummary(summary: GeneratedAiSummary, resources: RadarResource[]): AiOutputValidationR	CODE
LOW	lib/ai-output-validation.ts	55	export function validateGeneratedAiSummaries(summaries: GeneratedAiSummary[], resources: RadarResource[]): AiOutputValid	CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	next-env.d.ts	1	/// <reference types="next" />	COMMENT