AI Slop Code Risk Monitor

MarkEdit-app/MarkEdit

Name: MarkEdit-app/MarkEdit — Swift 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).

Just like TextEdit on Mac but dedicated to Markdown.

0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for MarkEdit-app/MarkEdit, a Swift project with 5,924 GitHub stars. SynthScan examined 61,401 lines of code across 563 source files, recording 27 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.6 (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.

0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.9K

Stars

Swift

Language

61.4K

Lines of Code

563

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 2.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 26 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 2.8/100 · LOW

Which changes need focused human review? 27 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 4LOW 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 27 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.

Hyper-Verbose Identifiers13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	CoreEditor/src/core.ts	332	function observeContentHeightChanges(scrollDOM: HTMLElement) {	CODE
LOW	CoreEditor/src/core.ts	351	function observeBackgroundColorChanges(element: HTMLElement) {	CODE
LOW	CoreEditor/src/styling/config.ts	123	export function setShowActiveLineIndicator(enabled: boolean) {	CODE
LOW	CoreEditor/src/styling/nodes/invisible.ts	50	export function renderWhitespaceBeforeCaret() {	CODE
LOW	CoreEditor/src/styling/nodes/invisible.ts	165	function getOrCreateDeco(invisible: string, pos: number) {	CODE
LOW	CoreEditor/src/modules/config/index.ts	65	export function setShowActiveLineIndicator(enabled: boolean) {	CODE
LOW	CoreEditor/src/modules/search/previewSearch.ts	27	export function setPreviewSearchMatchIndex() {	CODE
LOW	CoreEditor/src/modules/selection/index.ts	164	export function scrollSearchMatchToVisible(strategy: ScrollStrategy = 'center') {	CODE
LOW	CoreEditor/src/modules/commands/index.ts	324	function isEmojiSplitByBackwardDeletion(cluster: string) {	CODE
LOW	CoreEditor/src/modules/events/index.ts	138	function observeEventsForTokenization() {	CODE
LOW	CoreEditor/src/modules/events/index.ts	153	function observeEventsForCompletion() {	CODE
LOW	CoreEditor/src/modules/smartQuotes/index.ts	96	function autoClosingQuoteSkipPosition(transaction: Transaction) {	CODE
LOW	CoreEditor/src/modules/smartQuotes/index.ts	133	function trackedClosingQuotePosition(state: EditorState, from: number, to: number) {	CODE

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	.swiftlint.yml	173	# Rationale: Encourages coder best practices though language feature likely makes this obsolete	COMMENT
MEDIUM	CoreEditor/src/modules/tokenizer/index.ts	111	// We don't leverage the tokenizer if it's at the start of a line	COMMENT
MEDIUM	CoreEditor/src/modules/tokenizer/index.ts	116	// We don't leverage the tokenizer if it's at the end of a line	COMMENT
MEDIUM	…itor/Controllers/EditorViewController+TextFinder.swift	98	// Must leverage isHidden to control the visibility,	COMMENT

Over-Commented Block9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	CoreEditor/src/@vendor/lang-html/html.ts	61	/// Language support for HTML, including	COMMENT
LOW	CoreEditor/src/@vendor/lang-markdown/index.ts	21		COMMENT
LOW	CoreEditor/src/@vendor/lang-markdown/index.ts	41	/// The base language to use. Defaults to	COMMENT
LOW	CoreEditor/src/@vendor/commands/history.ts	161	export const redoDepth = depth(BranchName.Undone)	COMMENT
LOW	CoreEditor/src/styling/nodes/invisible.ts	81	// We don't use the built-in highlightWhitespace extension,	COMMENT
LOW	…ditMac/Sources/Extension/Core/ExtensionInstaller.swift	1	//	COMMENT
LOW	…Sources/Main/Application/AppDelegate+QuickSearch.swift	1	//	COMMENT
LOW	…es/AppKitExtensions/Foundation/NSEvent+Extension.swift	1	//	COMMENT
LOW	…EditMac/Modules/Sources/FileDrop/FileDropHandler.swift	1	//	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…/Sources/Bridge/Native/Generated/NativeModuleAPI.swift	251	placeholder = try container.value("placeholder")	CODE