AI Slop Code Risk Monitor

CorentinTh/it-tools

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

Collection of handy online tools for developers, with great UX.

2.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for CorentinTh/it-tools, a Vue project with 41,076 GitHub stars. SynthScan examined 37,450 lines of code across 464 source files, recording 74 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 2.3 (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.

2.3
Adjusted Signal
2.3
Raw Pattern Score
100%
Time Factor
2026-10-27
Last Push
41.1K
Stars
Vue
Language
37.5K
Lines of Code
464
Files
74
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 1.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 12 finding(s).

Hallucinated Dependency & Supply Chain Risk 9.4/100 · LOW

Are imports declared and package/API names verified? 62 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

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

PR Review Velocity Impact 9.4/100 · LOW

Which changes need focused human review? 74 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 74

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 74 distinct pattern matches across 3 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 Data62 hits · 74 pts
SeverityFileLineSnippetContext
LOWlocales/de.yml289 title: Lorem Ipsum GeneratorCODE
LOWlocales/de.yml291 Lorem Ipsum ist ein Platzhaltertext, der häufig verwendet wird, um dieCODE
LOWlocales/en.yml249 title: Lorem ipsum generatorCODE
LOWlocales/en.yml250 description: Lorem ipsum is a placeholder text commonly used to demonstrate the visual form of a document or a typefCODE
LOWlocales/vi.yml242 title: Máy tạo văn bản Lorem ipsumCODE
LOWlocales/vi.yml243 description: Lorem ipsum là một đoạn văn bản giả được sử dụng phổ biến để thể hiện hình thức của một tài liệu hoặc mCODE
LOWlocales/no.yml249 title: Lorem ipsum generatorCODE
LOWlocales/no.yml250 description: Lorem ipsum er brukt som plassholder tekst, vanligvis brukt til å demonstrere den visuelle formen av etCODE
LOWlocales/zh.yml246 title: Lorem ipsum生成器CODE
LOWlocales/zh.yml247 description: Lorem ipsum是一种占位符文本,通常用于演示文档或字体的视觉形式,而不依赖于有意义的内容CODE
LOW⚡src/ui/c-modal-value/c-modal-value.demo.vue3 <c-modal-value value="lorem ipsum" label="test" />CODE
LOW⚡src/ui/c-modal-value/c-modal-value.demo.vue13 Lorem ipsum dolor sit amet consectetur adipisicing elit.CODE
LOW⚡src/ui/c-modal-value/c-modal-value.demo.vue13 Lorem ipsum dolor sit amet consectetur adipisicing elit.CODE
LOWsrc/ui/c-input-text/c-input-text.test.ts30 expect(wrapper.get('.input').attributes('placeholder')).to.equal('Placeholder');CODE
LOWsrc/ui/c-input-text/c-input-text.demo.vue6 'Lorem ipsum dolor sit amet consectetur adipisicing elit. Dolorum, est modi iusto repellendus fuga accusantium atque aCODE
LOWsrc/ui/c-input-text/c-input-text.demo.vue6 'Lorem ipsum dolor sit amet consectetur adipisicing elit. Dolorum, est modi iusto repellendus fuga accusantium atque aCODE
LOWsrc/ui/c-input-text/c-input-text.demo.vue22 value="Lorem ipsum dolor sit amet consectetur adipisicing elit. Dolorum, est modi iusto repellendus fuga accusantiumCODE
LOWsrc/ui/c-input-text/c-input-text.demo.vue22 value="Lorem ipsum dolor sit amet consectetur adipisicing elit. Dolorum, est modi iusto repellendus fuga accusantiumCODE
LOW⚡src/ui/c-input-text/c-input-text.demo.vue64 value="Lorem ipsum dolor sit amet consectetur adipisicing elit. Dolorum, est modi iusto repellendus fuga accusantiumCODE
LOW⚡src/ui/c-input-text/c-input-text.demo.vue64 value="Lorem ipsum dolor sit amet consectetur adipisicing elit. Dolorum, est modi iusto repellendus fuga accusantiumCODE
LOW⚡src/ui/c-input-text/c-input-text.demo.vue70 value="Lorem ipsum dolor sit amet consectetur adipisicing elit. Dolorum, est modi iusto repellendus fuga accusantiumCODE
LOW⚡src/ui/c-input-text/c-input-text.demo.vue70 value="Lorem ipsum dolor sit amet consectetur adipisicing elit. Dolorum, est modi iusto repellendus fuga accusantiumCODE
LOWsrc/ui/c-input-text/c-input-text.vue165 :placeholder="placeholder"CODE
LOWsrc/ui/c-input-text/c-input-text.vue187 :placeholder="placeholder"CODE
LOWsrc/ui/c-select/c-select.vue158 <span v-else class="placeholder" lh-normal>CODE
LOWsrc/ui/c-card/c-card.demo.vue6 Lorem ipsum, dolor sit amet consectetur adipisicing elit. Repudiandae ipsa reiciendis facilis officia nulla.CODE
LOWsrc/ui/c-card/c-card.demo.vue6 Lorem ipsum, dolor sit amet consectetur adipisicing elit. Repudiandae ipsa reiciendis facilis officia nulla.CODE
LOW⚡src/ui/c-markdown/c-markdown.demo.vue6Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed euismod, nisl quisCODE
LOW⚡src/ui/c-markdown/c-markdown.demo.vue6Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed euismod, nisl quisCODE
LOW⚡src/ui/c-markdown/c-markdown.demo.vue9- Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOW⚡src/ui/c-markdown/c-markdown.demo.vue9- Lorem ipsum dolor sit amet, consectetur adipiscing elit.CODE
LOWsrc/ui/c-collapse/c-collapse.demo.vue3 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquet iaculis class cubilia metus per nullam gravida ad vCODE
LOWsrc/ui/c-collapse/c-collapse.demo.vue3 Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquet iaculis class cubilia metus per nullam gravida ad vCODE
LOW⚡src/ui/c-alert/c-alert.demo.vue8 Lorem ipsum dolor sit amet consectetur adipisicing elit. Magni reprehenderit itaque enim? Suscipit magni optio velitCODE
LOW⚡src/ui/c-alert/c-alert.demo.vue8 Lorem ipsum dolor sit amet consectetur adipisicing elit. Magni reprehenderit itaque enim? Suscipit magni optio velitCODE
LOW⚡src/ui/c-alert/c-alert.demo.vue15 Lorem ipsum dolor sit amet consectetur adipisicing elit. Magni reprehenderit itaque enim? Suscipit magni optio velitCODE
LOW⚡src/ui/c-alert/c-alert.demo.vue15 Lorem ipsum dolor sit amet consectetur adipisicing elit. Magni reprehenderit itaque enim? Suscipit magni optio velitCODE
LOWsrc/tools/encryption/encryption.vue7const cypherInput = ref('Lorem ipsum dolor sit amet');CODE
LOWsrc/tools/encryption/encryption.vue7const cypherInput = ref('Lorem ipsum dolor sit amet');CODE
LOWsrc/tools/case-converter/case-converter.vue21const input = ref('lorem ipsum dolor sit amet');CODE
LOWsrc/tools/case-converter/case-converter.vue21const input = ref('lorem ipsum dolor sit amet');CODE
LOW…lorem-ipsum-generator/lorem-ipsum-generator.service.ts180const firstSentence = 'Lorem ipsum dolor sit amet, consectetur adipiscing elit.';CODE
LOW…lorem-ipsum-generator/lorem-ipsum-generator.service.ts180const firstSentence = 'Lorem ipsum dolor sit amet, consectetur adipiscing elit.';CODE
LOWsrc/tools/lorem-ipsum-generator/index.ts9 keywords: ['lorem', 'ipsum', 'dolor', 'sit', 'amet', 'placeholder', 'text', 'filler', 'random', 'generator'],CODE
LOW…/tools/lorem-ipsum-generator/lorem-ipsum-generator.vue23const { copy } = useCopy({ source: loremIpsumText, text: 'Lorem ipsum copied to the clipboard' });CODE
LOW…/tools/lorem-ipsum-generator/lorem-ipsum-generator.vue37 <n-form-item label="Start with lorem ipsum ?" :show-feedback="false" label-width="200" label-placement="left">CODE
LOW…/tools/lorem-ipsum-generator/lorem-ipsum-generator.vue44 <c-input-text :value="loremIpsumText" multiline placeholder="Your lorem ipsum..." readonly mt-5 rows="5" />CODE
LOWsrc/tools/svg-placeholder-generator/index.ts9 keywords: ['svg', 'placeholder', 'generator', 'image', 'size', 'mockup'],CODE
LOWsrc/tools/color-converter/color-converter.vue86 :placeholder="placeholder"CODE
LOW⚡src/tools/meta-tag-generator/meta-tag-generator.vue65 <c-input-text v-if="type === 'input'" v-model:value="metadata[key]" :placeholder="placeholder" clearable />CODE
LOW⚡src/tools/meta-tag-generator/meta-tag-generator.vue70 :placeholder="placeholder"CODE
LOW⚡src/tools/meta-tag-generator/meta-tag-generator.vue79 :placeholder="placeholder"CODE
LOWsrc/tools/string-obfuscator/string-obfuscator.vue5const str = ref('Lorem ipsum dolor sit amet');CODE
LOWsrc/tools/string-obfuscator/string-obfuscator.vue5const str = ref('Lorem ipsum dolor sit amet');CODE
LOWsrc/tools/keycode-info/keycode-info.vue70 <InputCopyable :value="value" readonly :placeholder="placeholder" />CODE
LOW⚡src/utils/base64.test.ts9 expect(textToBase64('lorem ipsum')).to.eql('bG9yZW0gaXBzdW0=');CODE
LOW⚡src/utils/base64.test.ts16 expect(textToBase64('lorem ipsum', { makeUrlSafe: true })).to.eql('bG9yZW0gaXBzdW0');CODE
LOW⚡src/utils/base64.test.ts25 expect(base64ToText('bG9yZW0gaXBzdW0=')).to.eql('lorem ipsum');CODE
LOW⚡src/utils/base64.test.ts26 expect(base64ToText('data:text/plain;base64,bG9yZW0gaXBzdW0=')).to.eql('lorem ipsum');CODE
LOW⚡src/utils/base64.test.ts33 expect(base64ToText('bG9yZW0gaXBzdW0', { makeUrlSafe: true })).to.eql('lorem ipsum');CODE
2 more matches not shown…
Hyper-Verbose Identifiers11 hits · 11 pts
SeverityFileLineSnippetContext
LOW…trength-analyser/password-strength-analyser.service.ts5function prettifyExponentialNotation(exponentialNotation: number) {CODE
LOW…trength-analyser/password-strength-analyser.service.ts52function getPasswordCrackTimeEstimation({ password, guessesPerSecond = 1e9 }: { password: string; guessesPerSecond?: numCODE
LOWsrc/tools/chmod-calculator/chmod-calculator.service.ts6function computeChmodOctalRepresentation({ permissions }: { permissions: Permissions }): string {CODE
LOWsrc/tools/chmod-calculator/chmod-calculator.service.ts19function computeChmodSymbolicRepresentation({ permissions }: { permissions: Permissions }): string {CODE
LOW…text-to-nato-alphabet/text-to-nato-alphabet.service.ts5function getLetterPositionInAlphabet({ letter }: { letter: string }) {CODE
LOWsrc/tools/color-converter/color-converter.models.ts7function removeAlphaChannelWhenOpaque(hexColor: string) {CODE
LOW…ser-and-formatter/phone-parser-and-formatter.models.ts20function formatTypeToHumanReadable(type: NumberType): string | undefined {CODE
LOWsrc/plugins/plausible.plugin.ts7function createFakePlausibleInstance(): Pick<ReturnType<typeof Plausible>, 'trackEvent' | 'enableAutoPageviews'> {CODE
LOWsrc/composable/downloadBase64.ts36function getFileExtensionFromMimeType({CODE
LOWsrc/utils/macAddress.ts25function usePartialMacAddressValidation(value: Ref) {CODE
LOWsrc/utils/base64.ts28function removePotentialDataAndMimePrefix(str: string) {CODE
Slop Phrases1 hit · 1 pts
SeverityFileLineSnippetContext
LOWlocales/en.yml34 This wonderful website, made with ❤ by [Corentin Thomasset](https://corentin.tech?utm_source=it-tools&utm_medium=aboCODE