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AI Slop Code Risk Monitor

iib0011/omni-tools

SlopCodeMonitor badge for iib0011/omni-tools Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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1.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for iib0011/omni-tools, a TypeScript project with 10,553 GitHub stars. SynthScan examined 95,838 lines of code across 822 source files, recording 125 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 1.6 (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.

1.6
Adjusted Signal
1.6
Raw Pattern Score
100%
Time Factor
2026-10-24
Last Push
10.6K
Stars
TypeScript
Language
95.8K
Lines of Code
822
Files
125
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 1.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 23 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.4/100 · LOW

Are imports declared and package/API names verified? 102 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 11 finding(s).

PR Review Velocity Impact 6.3/100 · LOW

Which changes need focused human review? 125 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 125

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 125 distinct pattern matches across 6 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 Data102 hits · 128 pts
SeverityFileLineSnippetContext
LOWpublic/locales/ja/xml.json20 "placeholder": "ここに XML を貼り付けるかインポートします...",CODE
LOWpublic/locales/ja/translation.json99 "placeholder": "すべてのツールを検索"CODE
LOWpublic/locales/ja/translation.json243 "placeholder": "ここにテキストを入力してください..."CODE
LOWpublic/locales/ru/xml.json20 "placeholder": "Вставьте или импортируйте XML сюда...",CODE
LOWpublic/locales/ru/translation.json99 "placeholder": "Поиск по всем инструментам"CODE
LOWpublic/locales/ru/translation.json243 "placeholder": "Введите текст здесь..."CODE
LOWpublic/locales/pt/xml.json20 "placeholder": "Cole ou importe XML aqui...",CODE
LOWpublic/locales/pt/translation.json99 "placeholder": "Pesquisar todas as ferramentas"CODE
LOWpublic/locales/pt/translation.json243 "placeholder": "Digite seu texto aqui..."CODE
LOWpublic/locales/zh/xml.json20 "placeholder": "在此处粘贴或导入 XML...",CODE
LOWpublic/locales/zh/translation.json103 "placeholder": "搜索所有工具"CODE
LOWpublic/locales/zh/translation.json247 "placeholder": "在此处输入您的文本..."CODE
LOWpublic/locales/uk/xml.json20 "placeholder": "Вставте або імпортуйте XML сюди...",CODE
LOWpublic/locales/uk/translation.json95 "placeholder": "Пошук серед усіх інструментів",CODE
LOWpublic/locales/uk/translation.json129 "placeholder": "Введіть ваш текст тут..."CODE
LOW⚡public/locales/uk/image.json82 "placeholder": "example@example.com"CODE
LOW⚡public/locales/uk/image.json86 "placeholder": "Основний текст"CODE
LOW⚡public/locales/uk/image.json90 "placeholder": "Тема"CODE
LOW⚡public/locales/uk/image.json95 "placeholder": "+1234567890"CODE
LOW⚡public/locales/uk/image.json100 "placeholder": "Ваше повідомлення тут"CODE
LOW⚡public/locales/uk/image.json104 "placeholder": "+1234567890"CODE
LOW⚡public/locales/uk/image.json109 "placeholder": "Введіть свій текст тут"CODE
LOW⚡public/locales/uk/image.json114 "placeholder": "https://example.com"CODE
LOW⚡public/locales/uk/image.json119 "placeholder": "Головна 123, місто, країна"CODE
LOW⚡public/locales/uk/image.json123 "placeholder": "Назва компанії"CODE
LOW⚡public/locales/uk/image.json127 "placeholder": "john@example.com"CODE
LOW⚡public/locales/uk/image.json131 "placeholder": "Джон Доу"CODE
LOW⚡public/locales/uk/image.json135 "placeholder": "+1234567890"CODE
LOW⚡public/locales/uk/image.json139 "placeholder": "Розробник програмного забезпечення"CODE
LOW⚡public/locales/uk/image.json143 "placeholder": "https://example.com"CODE
LOWpublic/locales/uk/image.json157 "placeholder": "Пароль"CODE
LOWpublic/locales/uk/image.json161 "placeholder": "Назва мережі"CODE
LOWpublic/locales/nl/xml.json20 "placeholder": "Plak of importeer hier XML...",CODE
LOWpublic/locales/nl/translation.json99 "placeholder": "Alle tools doorzoeken"CODE
LOWpublic/locales/nl/translation.json243 "placeholder": "Voer hier uw tekst in..."CODE
LOWpublic/locales/hi/xml.json32 "placeholder": "XML को यहां चिपकाएं या आयात करें...",CODE
LOWpublic/locales/hi/translation.json99 "placeholder": "सभी टूल खोजें"CODE
LOWpublic/locales/hi/translation.json243 "placeholder": "यहाँ अपना टेक्स्ट दर्ज करें..."CODE
LOWpublic/locales/de/xml.json20 "placeholder": "XML hier einfügen oder importieren ...",CODE
LOWpublic/locales/de/translation.json99 "placeholder": "Alle Tools durchsuchen"CODE
LOWpublic/locales/de/translation.json243 "placeholder": "Geben Sie hier Ihren Text ein..."CODE
LOWpublic/locales/fr/xml.json20 "placeholder": "Collez ou importez du XML ici...",CODE
LOWpublic/locales/fr/translation.json99 "placeholder": "Rechercher tous les outils"CODE
LOWpublic/locales/fr/translation.json243 "placeholder": "Entrez votre texte ici..."CODE
LOWpublic/locales/es/xml.json20 "placeholder": "Pegue o importe XML aquí...",CODE
LOWpublic/locales/es/translation.json99 "placeholder": "Buscar todas las herramientas"CODE
LOWpublic/locales/es/translation.json243 "placeholder": "Introduzca su texto aquí..."CODE
LOWpublic/locales/en/xml.json25 "placeholder": "Paste or import XML here...",CODE
LOWpublic/locales/en/translation.json111 "placeholder": "Search all tools"CODE
LOWpublic/locales/en/translation.json258 "placeholder": "Enter your text here..."CODE
LOW⚡public/locales/en/image.json130 "placeholder": "example@example.com"CODE
LOW⚡public/locales/en/image.json134 "placeholder": "Body text"CODE
LOW⚡public/locales/en/image.json138 "placeholder": "Subject line"CODE
LOW⚡public/locales/en/image.json143 "placeholder": "+1234567890"CODE
LOW⚡public/locales/en/image.json148 "placeholder": "Your message here"CODE
LOW⚡public/locales/en/image.json152 "placeholder": "+1234567890"CODE
LOW⚡public/locales/en/image.json157 "placeholder": "Enter your text here"CODE
LOW⚡public/locales/en/image.json162 "placeholder": "https://example.com"CODE
LOW⚡public/locales/en/image.json167 "placeholder": "123 Main St, City, Country"CODE
LOW⚡public/locales/en/image.json171 "placeholder": "Company name"CODE
42 more matches not shown…
Hyper-Verbose Identifiers11 hits · 11 pts
SeverityFileLineSnippetContext
LOWsrc/lib/ghostscript/gs-worker.js968 function receiveInstantiationResult(result) {CODE
LOWsrc/lib/ghostscript/gs-worker.js1033function isExportedByForceFilesystem(name) {CODE
LOW…/pages/tools/image/generic/remove-background/index.tsx14export default function RemoveBackgroundFromImage({CODE
LOWsrc/pages/tools/time/date-weekday-calculator/service.ts135export function formatMatchingYearsResult(CODE
LOWsrc/pages/tools/time/date-weekday-calculator/service.ts163export function parseAndFindMatchingYears(values: {CODE
LOWsrc/pages/tools/time/discord-timestamp/service.ts35export function DiscordTimestampGenerator(CODE
LOWsrc/pages/tools/number/arithmetic-sequence/service.ts1export function generateArithmeticSequence(CODE
LOW…/pages/tools/number/random-number-generator/service.ts99function generateUniqueRandomValues(CODE
LOWsrc/pages/tools/csv/csv-to-json/service.ts100function containsOnlyCustomCharAndSpaces(str: string, customChar: string) {CODE
LOWsrc/pages/tools/csv/tsv-to-json/service.ts88function containsOnlyCustomCharAndSpaces(str: string, customChar: string) {CODE
LOWsrc/pages/tools/string/url-editor/service.ts23function detectOriginTrailingSlash(input: string, url: URL): boolean {CODE
Over-Commented Block8 hits · 8 pts
SeverityFileLineSnippetContext
LOWsrc/lib/ghostscript/gs-worker.js1// include: shell.jsCOMMENT
LOWsrc/lib/ghostscript/gs-worker.js241COMMENT
LOWsrc/lib/ghostscript/gs-worker.js761 // TODO(sbc): Should we remove printing and leave it up to whoeverCOMMENT
LOWsrc/lib/ghostscript/gs-worker.js901 // Node.js v18.1.0 implements it, it does not have a full fetch()COMMENT
LOWsrc/lib/ghostscript/gs-worker.js1621 FS_stdin_getChar_buffer = intArrayFromString(result, true);COMMENT
LOWsrc/lib/ghostscript/gs-worker.js4861var _emscripten_resize_heap = (requestedSize) => {COMMENT
LOW…eric/create-transparent/create-transparent.e2e.spec.ts21 // const downloadPromise = page.waitForEvent('download');COMMENT
LOW…c/pages/tools/string/remove-duplicate-lines/service.ts81COMMENT
Example Usage Blocks2 hits · 3 pts
SeverityFileLineSnippetContext
LOWscripts/cleanup-empty-directories.js89// Usage exampleCOMMENT
LOW…c/pages/tools/string/remove-duplicate-lines/service.ts82// Example usage:COMMENT
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWsrc/lib/ghostscript/gs-worker.js8// We need to check if Module already exists (e.g. case 3 above).COMMENT
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsrc/lib/ghostscript/gs-worker.js2189 function processData(byteArray) {CODE