AI Slop Code RIsk Monitor

ixartz/SaaS-Boilerplate

🚀🎉📚 SaaS Boilerplate built with Next.js + Tailwind CSS + Shadcn UI + TypeScript. ⚡️ Full-stack React application with Auth, Multi-tenancy, Roles & Permissions, i18n, Landing Page, DB, Logging, Testing

4.6 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for ixartz/SaaS-Boilerplate, a TypeScript project with 7,449 GitHub stars. SynthScan examined 5,651 lines of code across 116 source files, recording 18 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 4.6 (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.

4.6
Adjusted Signal
4.6
Raw Pattern Score
100%
Time Factor
2026-10-01
Last Push
7.4K
Stars
TypeScript
Language
5.7K
Lines of Code
116
Files
18
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 6.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 6 finding(s).

Hallucinated Dependency & Supply Chain Risk 14.7/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 16.2/100 · LOW

Which changes need focused human review? 18 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 1LOW 17

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 18 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.

Fake / Example Data12 hits · 18 pts
SeverityFileLineSnippetContext
LOW⚡src/locales/en.json73 "question": "Lorem ipsum dolor sit amet, consectetur adipiscing elit?",CODE
LOW⚡src/locales/en.json73 "question": "Lorem ipsum dolor sit amet, consectetur adipiscing elit?",CODE
LOW⚡src/locales/en.json74 "answer": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquam aliquam enim dui, id consequat turpis ulCODE
LOW⚡src/locales/en.json74 "answer": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquam aliquam enim dui, id consequat turpis ulCODE
LOW⚡src/locales/en.json78 "description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit.",CODE
LOW⚡src/locales/en.json78 "description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit.",CODE
LOW⚡src/locales/fr.json73 "question": "Lorem ipsum dolor sit amet, consectetur adipiscing elit?",CODE
LOW⚡src/locales/fr.json73 "question": "Lorem ipsum dolor sit amet, consectetur adipiscing elit?",CODE
LOW⚡src/locales/fr.json74 "answer": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquam aliquam enim dui, id consequat turpis ulCODE
LOW⚡src/locales/fr.json74 "answer": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquam aliquam enim dui, id consequat turpis ulCODE
LOW⚡src/locales/fr.json78 "description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit.",CODE
LOW⚡src/locales/fr.json78 "description": "Lorem ipsum dolor sit amet, consectetur adipiscing elit.",CODE
Over-Commented Block3 hits · 3 pts
SeverityFileLineSnippetContext
LOWcrowdin.yml1#COMMENT
LOWcrowdin.yml21COMMENT
LOWtsconfig.json41 // InteroperabilityCOMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMtsconfig.json19 // Core type checking settings for a robust codebaseCOMMENT
Redundant / Tautological Comments1 hit · 1 pts
SeverityFileLineSnippetContext
LOW.github/workflows/CI.yml162 args: sh -c "HOME=/root npm run test:e2e" # Set HOME to /root to avoid Playwright error with FireboxCODE
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…ale]/(auth)/onboarding/organization-selection/page.tsx22export default async function OrganizationSelectionPage(props: OrganizationSelectionProps) {CODE