AI Slop Code Risk Monitor

ianstormtaylor/slate

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

A completely customizable framework for building rich text editors. (Currently in beta.)

0.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for ianstormtaylor/slate, a TypeScript project with 31,747 GitHub stars. SynthScan examined 98,332 lines of code across 1743 source files, recording 17 pattern matches distributed across 4 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
2026-10-28
Last Push
31.7K
Stars
TypeScript
Language
98.3K
Lines of Code
1.7K
Files
17
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 0.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 13 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 1.0/100 · LOW

Which changes need focused human review? 17 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 16

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 17 distinct pattern matches across 4 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.

Over-Commented Block7 hits · 7 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
LOWpackages/slate/src/transforms-text/delete-text.ts361 isSameIsolation(editor, startRef.current, endRef.current)COMMENT
LOWpackages/slate-react/src/components/string.tsx161 //COMMENT
LOW.github/workflows/codeql.yml1# For most projects, this workflow file will not need changing; you simply needCOMMENT
LOW.github/workflows/codeql.yml61 # ✏️ If the Autobuild fails above, remove it and uncomment the following three linesCOMMENT
LOWsite/next-env.d.ts1/// <reference types="next" />COMMENT
Hyper-Verbose Identifiers5 hits · 5 pts
SeverityFileLineSnippetContext
LOWpackages/slate-react/src/components/leaf.tsx22function disconnectPlaceholderResizeObserver(CODE
LOWpackages/slate-react/src/hooks/use-slate-selector.tsx125export function useFlushDeferredSelectorsOnRender() {CODE
LOW…c/hooks/android-input-manager/android-input-manager.ts109export function createAndroidInputManager({CODE
LOWpackages/slate-dom/src/utils/diff-text.ts54function longestCommonPrefixLength(str: string, another: string) {CODE
LOWpackages/slate-dom/src/utils/diff-text.ts66function longestCommonSuffixLength(CODE
Fake / Example Data4 hits · 4 pts
SeverityFileLineSnippetContext
LOWdocs/api/transforms.md100- `options.split` indicates that it's okay to split a node in order to wrap the location. For example, if `ipsum` was seCODE
LOWpackages/slate-dom/src/utils/weak-maps.ts95export const PLACEHOLDER_SYMBOL = Symbol('placeholder') as unknown as stringCODE
LOWsite/examples/js/scroll-into-view.jsx63 text: `There are many variations of passages of Lorem Ipsum available, but the majority have suffered alteration iCODE
LOWsite/examples/ts/scroll-into-view.tsx67 text: `There are many variations of passages of Lorem Ipsum available, but the majority have suffered alteration iCODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.yarn/sdks/integrations.yml1# This file is automatically generated by @yarnpkg/sdks.COMMENT