AI Slop Code Risk Monitor

al1abb/invoify

SlopCodeMonitor badge for al1abb/invoify Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

An invoice generator app built using Next.js, Typescript, and Shadcn

1.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for al1abb/invoify, a TypeScript project with 6,382 GitHub stars. SynthScan examined 36,491 lines of code across 186 source files, recording 46 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 1.3 (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.

1.3
Adjusted Signal
1.3
Raw Pattern Score
100%
Time Factor
2026-08-24
Last Push
6.4K
Stars
TypeScript
Language
36.5K
Lines of Code
186
Files
46
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 0.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.0/100 · LOW

Are imports declared and package/API names verified? 45 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 6.1/100 · LOW

Which changes need focused human review? 46 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 46

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 46 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.

Fake / Example Data45 hits · 45 pts
SeverityFileLineSnippetContext
LOWlib/variables.ts263 name: "John Doe",CODE
LOWlib/variables.ts264 address: "123 Main St",CODE
LOWlib/variables.ts325 accountName: "John Doe",CODE
LOWi18n/locales/tr.json36 "placeholder": "Resim yüklemek için tıklayın"CODE
LOWi18n/locales/tr.json64 "placeholder": "İmza eklemek için tıklayın",CODE
LOWi18n/locales/ja.json36 "placeholder": "クリックして画像をアップロード"CODE
LOWi18n/locales/ja.json64 "placeholder": "クリックして署名を追加",CODE
LOWi18n/locales/de.json36 "placeholder": "Bild hochladen"CODE
LOWi18n/locales/de.json64 "placeholder": "Unterschrift hinzufügen",CODE
LOWi18n/locales/pl.json36 "placeholder": "Kliknij, aby przesłać obraz"CODE
LOWi18n/locales/pl.json64 "placeholder": "Kliknij, aby dodać podpis",CODE
LOWi18n/locales/nn-NO.json36 "placeholder": "Klikk for å laste opp bilete"CODE
LOWi18n/locales/nn-NO.json64 "placeholder": "Klikk for å legge til signatur",CODE
LOWi18n/locales/zh-CN.json36 "placeholder": "点击上传图片"CODE
LOWi18n/locales/zh-CN.json64 "placeholder": "点击添加签名",CODE
LOWi18n/locales/az.json43 "placeholder": "Şəkil yükləmək üçün klikləyin"CODE
LOWi18n/locales/az.json71 "placeholder": "İmza əlavə etmək üçün klikləyin",CODE
LOWi18n/locales/en.json43 "placeholder": "Click to upload image"CODE
LOWi18n/locales/en.json71 "placeholder": "Click to add signature",CODE
LOWi18n/locales/it.json36 "placeholder": "Fare clic per caricare un'immagine"CODE
LOWi18n/locales/it.json64 "placeholder": "Fare clic per aggiungere la firma",CODE
LOWi18n/locales/sr.json36 "placeholder": "Kliknite da biste otpremili sliku"CODE
LOWi18n/locales/sr.json64 "placeholder": "Klikni da dodaš potpis",CODE
LOWi18n/locales/fr.json36 "placeholder": "Cliquez pour télécharger une image"CODE
LOWi18n/locales/fr.json64 "placeholder": "Cliquez pour ajouter une signature",CODE
LOWi18n/locales/nb-NO.json36 "placeholder": "Klikk for å laste opp bilde"CODE
LOWi18n/locales/nb-NO.json64 "placeholder": "Klikk for å legge til signatur",CODE
LOWi18n/locales/ca.json36 "placeholder": "Click para pujar una imagen"CODE
LOWi18n/locales/ca.json64 "placeholder": "Click para afegir una firma",CODE
LOWi18n/locales/pt-BR.json43 "placeholder": "Clique para fazer upload da imagem"CODE
LOWi18n/locales/pt-BR.json71 "placeholder": "Clique para adicionar assinatura",CODE
LOWi18n/locales/he.json43 "placeholder": "לחצו כדי להעלות תמונה"CODE
LOWi18n/locales/he.json71 "placeholder": "לחצו כדי להוסיף חתימה",CODE
LOWi18n/locales/id.json36 "placeholder": "Klik untuk unggah gambar"CODE
LOWi18n/locales/id.json64 "placeholder": "Klik untuk menambah tanda tangan",CODE
LOWi18n/locales/es.json36 "placeholder": "Click para subir una imagen"CODE
LOWi18n/locales/es.json64 "placeholder": "Click para añadir una firma",CODE
LOWi18n/locales/ar.json36 "placeholder": "اضغط لتحميل الصورة"CODE
LOWi18n/locales/ar.json64 "placeholder": "اضغط لإضافة التوقيع",CODE
LOWe2e/smoke.spec.ts1357 "John Doe"CODE
LOWe2e/smoke.spec.ts1373 expect(senders.map((p) => p.name)).toEqual(["John Doe"]);CODE
LOWe2e/smoke.spec.ts1494 phone: "555-0000",CODE
LOWe2e/smoke.spec.ts1610 name: "John Doe",CODE
LOWe2e/smoke.spec.ts1611 address: "123 Main St",CODE
LOWe2e/smoke.spec.ts1642 accountName: "John Doe",CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWnext-env.d.ts1/// <reference types="next" />COMMENT