AI Slop Code Risk Monitor

antvis/X6

Name: antvis/X6 — TypeScript Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

🚀 JavaScript diagramming library that uses SVG and HTML for rendering.

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for antvis/X6, a TypeScript project with 6,748 GitHub stars. SynthScan examined 185,409 lines of code across 1300 source files, recording 32 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 0.3 (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.

0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-23

Last Push

6.7K

Stars

TypeScript

Language

185.4K

Lines of Code

1.3K

Files

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 0.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 27 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 1.2/100 · LOW

Which changes need focused human review? 32 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 2MEDIUM 2LOW 28

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 32 distinct pattern matches across 9 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 Block15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/mark-duplicate.yml	21	# uses: actions-cool/issues-helper@v3.6.0	COMMENT
LOW	.github/workflows/manage-labeled.yml	41	# Temporarily disabled actions-cool/issues-helper steps.	COMMENT
LOW	.github/workflows/manage-labeled.yml	61	# body: \|	COMMENT
LOW	.github/workflows/manage-labeled.yml	81	# if: github.event.label.name == 'oscp'	COMMENT
LOW	.github/workflows/manage-labeled.yml	101	#	COMMENT
LOW	.github/workflows/manage-labeled.yml	121	#	COMMENT
LOW	.github/workflows/manage-labeled.yml	141	# with:	COMMENT
LOW	.github/workflows/manage-labeled.yml	161	# If you have new information that might change this decision, feel free to:	COMMENT
LOW	.github/workflows/manage-labeled.yml	181	# 感谢理解与支持！🙏	COMMENT
LOW	.github/workflows/manage-labeled.yml	201	# ✅ After careful review, we've determined this is not a bug. Here's why:	COMMENT
LOW	.github/workflows/manage-labeled.yml	221	#	COMMENT
LOW	src/model/node.ts	301	// doesn't change during the rotation and therefore it equals to a	COMMENT
LOW	src/model/node.ts	321	// parallel with x-axis or y-axis going through the center of the	COMMENT
LOW	src/model/node.ts	461	const ra = options.restrict	COMMENT
LOW	src/geometry/polyline.ts	541	// reenter second-to-last hull point (will be last at next iter)	COMMENT

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	examples/src/pages/edge/edge-editor.tsx	77	print()	CODE
HIGH	examples/src/pages/edge/edge-editor.tsx	90	print()	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…public/demos/performance/static/js/2.1d843bce.chunk.js	2	(this["webpackJsonp@antv/x6-sites-demos-performance.x6"]=this["webpackJsonp@antv/x6-sites-demos-performance.x6"]\|\|[]).pu	CODE
MEDIUM⚡	…public/demos/performance/static/js/2.1d843bce.chunk.js	2	(this["webpackJsonp@antv/x6-sites-demos-performance.x6"]=this["webpackJsonp@antv/x6-sites-demos-performance.x6"]\|\|[]).pu	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/geometry/polyline.ts	420	// Step 1: find the starting point -- point with	COMMENT
LOW	src/geometry/polyline.ts	431	// Step 2: sort the list of points by angle between line	COMMENT
LOW	src/geometry/polyline.ts	578	// Step 4: find the lowest originalIndex record and put it at the beginning of hull	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/geometry/polyline.ts	420	// Step 1: find the starting point -- point with	COMMENT
LOW	src/geometry/polyline.ts	431	// Step 2: sort the list of points by angle between line	COMMENT
LOW	src/geometry/polyline.ts	578	// Step 4: find the lowest originalIndex record and put it at the beginning of hull	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	__tests__/common/string/hashcode.test.ts	26	'Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Aenean commodo ligula eget dolor. Aenean massa. Cum	CODE
LOW	__tests__/common/string/hashcode.test.ts	26	'Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Aenean commodo ligula eget dolor. Aenean massa. Cum	CODE
LOW	site/examples/node/native-node/demo/text-block.ts	14	text: `There are many variations of passages of Lorem Ipsum available, but the majority have suffered alteration in so	CODE

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/common/dom/transform.ts	147	export function getTransformToParentElement(	CODE
LOW	src/common/text/annotate.ts	101	export function findAnnotationsBetweenIndexes(	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	…public/demos/performance/static/js/2.1d843bce.chunk.js	2	(this["webpackJsonp@antv/x6-sites-demos-performance.x6"]=this["webpackJsonp@antv/x6-sites-demos-performance.x6"]\|\|[]).pu	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/common/dom/data.ts	5	export function getData(elem: Element, name: string) {	CODE