AI Slop Code Risk Monitor

toss/es-toolkit

SlopCodeMonitor badge for toss/es-toolkit Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

A modern JavaScript utility library that's 2-3 times faster and up to 97% smaller, a major upgrade to lodash.

0.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for toss/es-toolkit, a TypeScript project with 11,385 GitHub stars. SynthScan examined 298,523 lines of code across 4831 source files, recording 55 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.2 (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.

0.2
Adjusted Signal
0.2
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
11.4K
Stars
TypeScript
Language
298.5K
Lines of Code
4.8K
Files
55
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 0.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 32 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 23 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 0.9/100 · LOW

Which changes need focused human review? 55 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 54

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 55 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 Data23 hits · 34 pts
SeverityFileLineSnippetContext
LOWdocs/compat/reference/function/delay.md37 'John Doe',CODE
LOWdocs/ja/reference/string/capitalize.md42// returns 'John Doe'COMMENT
LOWdocs/ja/reference/string/escape.md56const html = renderComment('I love <coding> & "programming"!', 'John Doe');CODE
LOW⚡docs/ja/reference/set/find.md50const emails = new Set(['user@example.com', 'admin@example.com', 'info@company.com']);CODE
LOW⚡docs/ja/reference/set/find.md50const emails = new Set(['user@example.com', 'admin@example.com', 'info@company.com']);CODE
LOW⚡docs/ja/reference/set/find.md53// 結果: 'admin@example.com'COMMENT
LOWdocs/zh_hans/reference/string/capitalize.md42// returns 'John Doe'COMMENT
LOWdocs/zh_hans/reference/string/escape.md56const html = renderComment('I love <coding> & "programming"!', 'John Doe');CODE
LOW⚡docs/zh_hans/reference/set/find.md50const emails = new Set(['user@example.com', 'admin@example.com', 'info@company.com']);CODE
LOW⚡docs/zh_hans/reference/set/find.md50const emails = new Set(['user@example.com', 'admin@example.com', 'info@company.com']);CODE
LOW⚡docs/zh_hans/reference/set/find.md53// 结果: 'admin@example.com'COMMENT
LOWdocs/ko/reference/string/capitalize.md42// returns 'John Doe'COMMENT
LOWdocs/ko/reference/string/escape.md56const html = renderComment('I love <coding> & "programming"!', 'John Doe');CODE
LOW⚡docs/ko/reference/set/find.md50const emails = new Set(['user@example.com', 'admin@example.com', 'info@company.com']);CODE
LOW⚡docs/ko/reference/set/find.md50const emails = new Set(['user@example.com', 'admin@example.com', 'info@company.com']);CODE
LOW⚡docs/ko/reference/set/find.md53// 결과: 'admin@example.com'COMMENT
LOWdocs/reference/string/capitalize.md42// returns 'John Doe'COMMENT
LOWdocs/reference/string/escape.md56const html = renderComment('I love <coding> & "programming"!', 'John Doe');CODE
LOW⚡docs/reference/set/find.md50const emails = new Set(['user@example.com', 'admin@example.com', 'info@company.com']);CODE
LOW⚡docs/reference/set/find.md50const emails = new Set(['user@example.com', 'admin@example.com', 'info@company.com']);CODE
LOW⚡docs/reference/set/find.md53// Result: 'admin@example.com'COMMENT
LOWbenchmarks/performance/hash.bench.ts21const longString = 'lorem ipsum dolor sit amet '.repeat(400); // ~10KBCODE
LOWbenchmarks/performance/hash.bench.ts21const longString = 'lorem ipsum dolor sit amet '.repeat(400); // ~10KBCODE
Over-Commented Block17 hits · 17 pts
SeverityFileLineSnippetContext
LOW.yarn/sdks/typescript/lib/tsserverlibrary.js81 // VSCode only adds it automatically for supported schemes,COMMENT
LOW.yarn/sdks/typescript/lib/tsserver.js81 // VSCode only adds it automatically for supported schemes,COMMENT
LOWdocs/compat/reference/array/partition.md41// ]COMMENT
LOWdocs/ja/compat/reference/array/partition.md41// ]COMMENT
LOWdocs/ja/reference/object/flattenObject.md81```typescriptCOMMENT
LOWdocs/zh_hans/compat/reference/array/partition.md41// ]COMMENT
LOWdocs/zh_hans/reference/object/flattenObject.md81```typescriptCOMMENT
LOWdocs/ko/compat/reference/array/partition.md41// ]COMMENT
LOWdocs/ko/reference/object/flattenObject.md81```typescriptCOMMENT
LOWdocs/reference/object/flattenObject.md81```typescriptCOMMENT
LOW.github/workflows/browser-compat.yml1name: Browser CompatCOMMENT
LOWsrc/predicate/isEqualWith.spec.ts521 function (n) {COMMENT
LOWsrc/compat/predicate/isMatchWith.spec.ts161 // @ts-expect-errorCOMMENT
LOWsrc/compat/predicate/isMatchWith.spec.ts301 // eslint-disable-next-line @typescript-eslint/ban-ts-commentCOMMENT
LOWsrc/compat/predicate/isMatchWith.spec.ts421 // @ts-expect-errorCOMMENT
LOWsrc/compat/predicate/isEqual.spec.ts461 const CtorA =COMMENT
LOWsrc/compat/util/constant.spec.ts41 // Chaining is out of scope for es-toolkitCOMMENT
Example Usage Blocks6 hits · 9 pts
SeverityFileLineSnippetContext
LOWsrc/compat/object/mapValues.ts165 * // Example usage:COMMENT
LOWsrc/compat/object/mapKeys.ts51 * // Example usage:COMMENT
LOWsrc/object/mapValuesAsync.ts21 * // Example usage:COMMENT
LOWsrc/object/mapKeysAsync.ts20 * // Example usage:COMMENT
LOWsrc/object/mapValues.ts14 * // Example usage:COMMENT
LOWsrc/object/mapKeys.ts15 * // Example usage:COMMENT
Hyper-Verbose Identifiers8 hits · 8 pts
SeverityFileLineSnippetContext
LOWdocs/ja/reference/promise/timeout.md49async function multipleOperationsWithTimeout() {CODE
LOWdocs/zh_hans/reference/promise/timeout.md49async function multipleOperationsWithTimeout() {CODE
LOWdocs/ko/reference/promise/timeout.md49async function multipleOperationsWithTimeout() {CODE
LOWdocs/reference/promise/timeout.md49async function multipleOperationsWithTimeout() {CODE
LOWsrc/compat/object/clone.ts226function cloneStringObjectProperties(target: any, source: any): void {CODE
LOWsrc/compat/object/forOwn.spec.ts137function getOwnEnumerableStringKeys(object: object) {CODE
LOWsrc/fp/iterator/cartesianProduct.ts23 return function cartesianProductInIterator(source: Iterator<T>): IteratorObject<[T, U], undefined> {CODE
LOWsrc/string/dedent.ts69function dedentTemplateStringsArray(strings: TemplateStringsArray): TemplateStringsArray {CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.yarn/sdks/integrations.yml1# This file is automatically generated by @yarnpkg/sdks.COMMENT