AI Slop Code Risk Monitor

wasp-lang/open-saas

Name: wasp-lang/open-saas — MDX 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).

A 100% free modern JS SaaS boilerplate (React, NodeJS, Prisma). Full-featured: Auth (email, google, github, slack, MS), Email sending, Background jobs, Landing page, Payments (Stripe, Polar.sh), Shadcn UI, S3 file upload. AI-ready with tailored AGENTS.md, skills, and Claude Code plugin. One cmd deploy. Powered by Wasp full-stack framework.

1.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for wasp-lang/open-saas, a MDX project with 16,223 GitHub stars. SynthScan examined 38,837 lines of code across 253 source files, recording 44 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 1.5 (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.

1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

16.2K

Stars

MDX

Language

38.8K

Lines of Code

253

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 6.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 42 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

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

Agent Over-Engineering Ratio 3.8/100 · LOW

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

PR Review Velocity Impact 5.5/100 · LOW

Which changes need focused human review? 44 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 44

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 44 distinct pattern matches across 5 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 · 30 pts

Severity	File	Line	Snippet	Context
LOW	template/app/src/payment/paymentProcessorPlans.ts	18	export function getPaymentProcessorPlanId(paymentPlan: PaymentPlan): string {	CODE
LOW	template/app/src/payment/paymentProcessorPlans.ts	28	export function getPaymentPlanIdByPaymentProcessorPlanId(	CODE
LOW	template/app/src/payment/plans.ts	55	export function getSubscriptionPaymentPlanIds(): PaymentPlanId[] {	CODE
LOW	template/app/src/payment/user.ts	5	export async function fetchUserPaymentProcessorUserId(	CODE
LOW	template/app/src/payment/user.ts	26	export function updateUserPaymentProcessorUserId(	CODE
LOW	template/app/src/payment/polar/checkoutUtils.ts	35	export function createPolarCheckoutSession({	CODE
LOW	template/app/src/payment/polar/webhook.ts	146	async function handleSubscriptionUpdated(	CODE
LOW	template/app/src/payment/polar/webhook.ts	169	function getOpenSaasSubscriptionStatus(	CODE
LOW	template/app/src/payment/lemonSqueezy/checkoutUtils.ts	11	export async function createLemonSqueezyCheckoutSession({	CODE
LOW	template/app/src/payment/lemonSqueezy/webhook.ts	153	async function handleSubscriptionCreated(	CODE
LOW	template/app/src/payment/lemonSqueezy/webhook.ts	184	async function handleSubscriptionUpdated(	CODE
LOW	template/app/src/payment/lemonSqueezy/webhook.ts	214	async function handleSubscriptionCancelled(	CODE
LOW	template/app/src/payment/lemonSqueezy/webhook.ts	235	async function handleSubscriptionExpired(	CODE
LOW	template/app/src/payment/lemonSqueezy/webhook.ts	256	async function fetchUserCustomerPortalUrl({	CODE
LOW	template/app/src/payment/paddle/webhook.ts	112	async function handleTransactionCompleted(	CODE
LOW	template/app/src/payment/paddle/webhook.ts	195	function getOpenSaasSubscriptionStatus(	CODE
LOW	template/app/src/payment/stripe/checkoutUtils.ts	32	export function createStripeCheckoutSession({	CODE
LOW	template/app/src/payment/stripe/paymentProcessor.ts	108	function paymentPlanEffectToStripeCheckoutSessionMode({	CODE
LOW	template/app/src/payment/stripe/webhook.ts	161	async function handleCustomerSubscriptionUpdated(	CODE
LOW	template/app/src/payment/stripe/webhook.ts	193	function getOpenSaasSubscriptionStatus(	CODE
LOW	template/app/src/payment/stripe/webhook.ts	238	async function handleCustomerSubscriptionDeleted(	CODE
LOW	template/app/src/user/AccountPage.tsx	102	function UserCurrentSubscriptionPlan({	CODE
LOW	template/app/src/user/AccountPage.tsx	132	function formatSubscriptionStatusMessage(	CODE
LOW	template/app/src/user/AccountPage.tsx	154	function prettyPrintEndOfBillingPeriod(datePaid: Date) {	CODE
LOW	template/app/src/shared/utils.ts	15	export function throttleWithTrailingInvocation(	CODE
LOW	template/app/src/file-upload/fileUploading.ts	55	function isFileWithAllowedFileType(file: File): file is FileWithValidType {	CODE
LOW	template/app/src/client/components/NavBar/NavBar.tsx	110	function NavBarDesktopUserDropdown({ isScrolled }: { isScrolled: boolean }) {	CODE
LOW	…te/app/src/analytics/providers/googleAnalyticsUtils.ts	88	async function getPrevDayViewsChangePercent() {	CODE
LOW	…app/src/analytics/providers/plausibleAnalyticsUtils.ts	51	async function getPrevDayViewsChangePercent() {	CODE
LOW	opensaas-sh/blog/src/routeData.ts	48	function getBlogListingDescription(	CODE

Structural Annotation Overuse10 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW⚡	template/app/.agents/skills/guided-tour/SKILL.md	11	## Step 1: Fetch the Documentation Map	COMMENT
LOW⚡	template/app/.agents/skills/guided-tour/SKILL.md	15	## Step 2: Fetch the Guided Tour Guide	COMMENT
LOW⚡	template/app/.agents/skills/guided-tour/SKILL.md	19	## Step 3: Walk Through the Tour Step-by-Step	COMMENT
LOW⚡	template/app/.agents/skills/getting-started/SKILL.md	11	## Step 1: Fetch the Documentation Map	COMMENT
LOW⚡	template/app/.agents/skills/getting-started/SKILL.md	15	## Step 2: Fetch the Getting Started Guide	COMMENT
LOW⚡	template/app/.agents/skills/getting-started/SKILL.md	19	## Step 3: Check Wasp Installation	COMMENT
LOW⚡	template/app/.agents/skills/getting-started/SKILL.md	26	## Step 4: Offer to Help Start the App	COMMENT
LOW⚡	template/app/.agents/skills/add-wasp-skills/SKILL.md	9	## Step 1: Inform the User	COMMENT
LOW⚡	template/app/.agents/skills/add-wasp-skills/SKILL.md	13	## Step 2: Fetch Installation Instructions	COMMENT
LOW⚡	template/app/.agents/skills/add-wasp-skills/SKILL.md	17	## Step 3: Guide Installation	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…plate/app/src/admin/elements/settings/SettingsPage.tsx	126	defaultValue="Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque posuere ferm	CODE
LOW	…plate/app/src/admin/elements/settings/SettingsPage.tsx	126	defaultValue="Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque posuere ferm	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/dope.sh	40	# Check if the required arguments are provided.	COMMENT

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	template/app/src/vite-env.d.ts	1	/// <reference types="vite/client" />	COMMENT