AI Slop Code Risk Monitor

aidenybai/react-grab

SlopCodeMonitor badge for aidenybai/react-grab Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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1.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for aidenybai/react-grab, a TypeScript project with 7,693 GitHub stars. SynthScan examined 102,504 lines of code across 677 source files, recording 46 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 1.0 (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.

1.0
Adjusted Signal
1.0
Raw Pattern Score
100%
Time Factor
2026-08-22
Last Push
7.7K
Stars
TypeScript
Language
102.5K
Lines of Code
677
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 1.3/100 · LOW

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

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 2.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 4.7/100 · 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 1HIGH 0MEDIUM 22LOW 23

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 7 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.

Decorative Section Separators20 hits · 60 pts
SeverityFileLineSnippetContext
MEDIUMpackages/react-grab/e2e/perf-heavy.spec.ts42 // ─── TanStack table ────────────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-heavy.spec.ts222 // ─── Virtualized list ──────────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-heavy.spec.ts299 // ─── Charts (recharts) ─────────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-heavy.spec.ts438 // ─── Heatmap ───────────────────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-heavy.spec.ts473 // ─── Live dashboard ────────────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-heavy.spec.ts553 // ─── Combined page ─────────────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-interference.spec.ts38 // ─── Canvas paint loop ─────────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-interference.spec.ts72 // ─── Animation storm ───────────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-interference.spec.ts137 // ─── Kanban pointer-capture dnd ────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-interference.spec.ts212 // ─── Editor + capture-layer listeners ──────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-interference.spec.ts268 // ─── Hijacked scroll ───────────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-interference.spec.ts311 // ─── Toast storm + glass ───────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-interference.spec.ts365 // ─── Gauntlet (everything at once) ─────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-bench.spec.ts476 // ─── DOM-density variants ──────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-bench.spec.ts521 // ─── Drag variants ─────────────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-bench.spec.ts594 // ─── Copy / multi-select variants ──────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-bench.spec.ts635 // ─── Animation density ─────────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-bench.spec.ts747 // ─── Keyboard / menu paths ─────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-bench.spec.ts804 // ─── Toolbar interactions ──────────────────────────────────────────COMMENT
MEDIUMpackages/react-grab/e2e/perf-bench.spec.ts847 // ─── Edge / integration ────────────────────────────────────────────COMMENT
Over-Commented Block18 hits · 18 pts
SeverityFileLineSnippetContext
LOWpackages/react-grab/e2e/perf-heavy.spec.ts1// Heavy real-world-UI perf suite. Complements perf-bench.spec.ts (syntheticCOMMENT
LOWpackages/react-grab/e2e/perf-interference.spec.ts1// Interference perf suite. Where perf-heavy.spec.ts measures react-grab overCOMMENT
LOWpackages/react-grab/e2e/style-invalidation.spec.ts1// Regression guard for whole-document style invalidation during hover.COMMENT
LOWpackages/react-grab/e2e/perf-recorder.ts501//COMMENT
LOWpackages/react-grab/e2e/perf-recorder.ts561 contentType: "application/json",COMMENT
LOWpackages/react-grab/src/constants.ts41// exists to free the queue slot rather than to bound normal latency.COMMENT
LOWpackages/react-grab/src/constants.ts201COMMENT
LOWpackages/react-grab/src/core/index.tsx2241 const validKeyboardSelectedElement = keyboardSelection.selectedElement();COMMENT
LOWpackages/react-grab/src/core/index.tsx2761 // Handing it off here keeps Enter from running a bare-key shortcut (e.g.COMMENT
LOWpackages/react-grab/src/utils/pointer-events-freeze.ts1import { SAME_ORIGIN_FRAME_ATTRIBUTE } from "../constants.js";COMMENT
LOW…ckages/react-grab/src/utils/get-element-at-position.ts121export const getElementAtPosition = (clientX: number, clientY: number): Element | null => {COMMENT
LOWpackages/react-grab/src/utils/create-menu-highlight.ts41 // panel container is mid-transform during its enter animationCOMMENT
LOWpackages/react-grab/src/utils/source-fetch-queue.ts41 nextWaiter.resolve(true);COMMENT
LOWpackages/react-grab/src/utils/runtime-mode.ts1import { isElementWithinContainer } from "./is-element-within-container.js";COMMENT
LOW…s/react-grab/src/utils/freeze-animation-frame-loops.ts1// Recurring animation loops schedule the same callback from inside itself.COMMENT
LOW…ages/react-grab/src/utils/react-grab-attribute-name.ts1import { IS_DEMO } from "./runtime-mode.js";COMMENT
LOWpackages/cli/src/utils/unref-stdin.ts1// HACK: this is a one-shot CLI, but when stdin (fd 0) is an inherited pipe orCOMMENT
LOWapps/e2e-app-vite/src/perf-heavy/rich-editor.tsx21//COMMENT
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICAL.github/workflows/test-perf.yml243 const body = `${marker}\n${diffBody}\n\n<sub>Commit ${context.payload.pull_request.head.sha.slice(0, 7)} · fCODE
Modern AI Meta-Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMpackages/react-grab/e2e/perf-interference.spec.ts24// See perf-heavy.spec.ts: absolute INP asserts are local-only guardrails.COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/test-perf.yml76 # Swap only `packages/react-grab/src/` so the HEAD harness and fixtureCOMMENT
Redundant / Tautological Comments3 hits · 3 pts
SeverityFileLineSnippetContext
LOWapps/website/app/llms.txt/route.ts43 ' npx grab@latest init -k "Meta+K" -y # Set shortcut to Cmd+K / Win+K',CODE
LOWapps/website/app/llms.txt/route.ts69 ' npx grab@latest config -k "Meta+K" # Set shortcut to Cmd+K / Win+K',CODE
LOWapps/website/app/llms.txt/route.ts70 ' npx grab@latest config -k "Ctrl+Shift+G" # Set shortcut to Ctrl+Shift+G',CODE
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOWpackages/react-grab/src/constants.ts168 "placeholder",CODE
LOWapps/website/app/demo/page.tsx48 { id: "INV-0042", customer: "Acme Corp", status: "Paid", amount: "$1,250.00" },CODE