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AI Slop Code Risk Monitor

Caldis/Mos

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

一个用于在 macOS 上平滑你的鼠标滚动效果或单独设置滚动方向的小工具, 让你的滚轮爽如触控板 | A lightweight tool used to smooth scrolling and set scroll direction independently for your mouse on macOS

1.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Caldis/Mos, a Swift project with 21,792 GitHub stars. SynthScan examined 93,659 lines of code across 447 source files, recording 96 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 1.4 (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.

1.4
Adjusted Signal
1.4
Raw Pattern Score
100%
Time Factor
2026-10-25
Last Push
21.8K
Stars
Swift
Language
93.7K
Lines of Code
447
Files
96
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 6.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 93 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 5.4/100 · LOW

Which changes need focused human review? 96 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 92

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 96 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.

Over-Commented Block53 hits · 53 pts
SeverityFileLineSnippetContext
LOWMosTests/ScrollCoreHotkeyTests.swift1//COMMENT
LOWMosTests/OptionsScrollDefaultsTests.swift1import XCTestCOMMENT
LOWMosTests/RemovingRegexUTF16RangeTests.swift1//COMMENT
LOWwebsite/next-env.d.ts1/// <reference types="next" />COMMENT
LOWwebsite/app/wall/useViewport.ts101 // It is its own little camera that follows the notes camera but attenuated byCOMMENT
LOWwebsite/app/components/Wall/StickyNote.tsx241COMMENT
LOWwebsite/app/components/Wall/stars.ts1// Real stars — HYG v4.1 (Hipparcos + Yale BSC + Gliese), visual magnitude ≤ 7.6.COMMENT
LOWwebsite/app/services/wall.ts21// Sticky square size + safe insets used by both the canvas and drag constraints.COMMENT
LOWwebsite/app/services/wall.ts101COMMENT
LOWwebsite/server/wrangler.toml61database_id = "896f4475-222f-483e-9381-4031108764fd"COMMENT
LOWwebsite/server/pnpm-workspace.yaml1# Standalone pnpm workspace root. Its presence stops pnpm from walking up intoCOMMENT
LOWwebsite/server/src/features/wall.ts61 };COMMENT
LOWwebsite/server/src/features/wall.ts301COMMENT
LOWwebsite/server/src/lib/admin.ts1// Admin authentication for panel moderation. A single shared secretCOMMENT
LOWwebsite/server/src/lib/moderation.ts1// Content moderation for user-submitted text. Pure and dependency-free so theCOMMENT
LOWwebsite/server/src/lib/moderation.ts21// so legit product mentions like "Mos.app" or "foo.dev" don't trip — those areCOMMENT
LOWwebsite/server/src/lib/geo.ts1// Resolves the country code to store with a wall note. Order of preference:COMMENT
LOWMos/Shortcut/OpenTargetPayload.swift1//COMMENT
LOWMos/Shortcut/ModifierFlagsProviding.swift1//COMMENT
LOWMos/Shortcut/ShortcutManager.swift1//COMMENT
LOWMos/Shortcut/ShortcutManager.swift21 }COMMENT
LOWMos/Shortcut/ScrollActionPort.swift1//COMMENT
LOWMos/Shortcut/ShortcutExecutor.swift661 }COMMENT
LOWMos/Extension/CGEvent+Extensions.swift1//COMMENT
LOWMos/InputEvent/InputProcessor.swift1//COMMENT
LOWMos/InputEvent/InputEvent.swift1//COMMENT
LOWMos/Utils/Utils.swift1//COMMENT
LOWMos/Logi/Divert/DivertPlanner.swift1//COMMENT
LOWMos/Logi/Core/LogiCIDDirectory.swift1//COMMENT
LOWMos/Logi/Core/SessionActivityStatus.swift1//COMMENT
LOWMos/Logi/Core/LogiReceiverCatalog.swift1//COMMENT
LOWMos/Logi/Core/LogiSessionManager.swift1//COMMENT
LOWMos/Logi/Core/LogiSessionManager.swift221COMMENT
LOWMos/Logi/Debug/LogiSelfTestRunner.swift1//COMMENT
LOWMos/Components/Toast/ToastManager.swift1//COMMENT
LOWMos/Components/Toast/Toast.swift1//COMMENT
LOWMos/Components/Toast/Toast.swift21/// Toast.show("当前设备不支持此功能", style: .warning)COMMENT
LOWMos/Keys/KeyRecorder.swift1//COMMENT
LOWMos/Windows/MonitorWindow/Logger.swift41 unacceleratedPointerMovementX: \(event.getDoubleValueField(.eventUnacceleratedPointerMovementX))COMMENT
LOW…s/PreferencesWindow/PreferencesTabViewController.swift1//COMMENT
LOW…dows/PreferencesWindow/ButtonsView/RecordedEvent.swift1//COMMENT
LOW…rencesWindow/ButtonsView/OpenTargetConfigPopover.swift821}COMMENT
LOW…ferencesWindow/ButtonsView/ActionDisplayRenderer.swift1//COMMENT
LOW…Window/ButtonsView/ActivityPopoverViewController.swift1//COMMENT
LOW…referencesWindow/ButtonsView/ButtonTableCellView.swift701// MARK: - NSMenuDelegateCOMMENT
LOW…erpowers/plans/2026-03-22-toast-component-evolution.md981COMMENT
LOW…erpowers/plans/2026-03-22-toast-component-evolution.md1001/// ```swiftCOMMENT
LOW…erpowers/plans/2026-03-22-toast-component-evolution.md1021 /// 红色强调, 用于错误COMMENT
LOW…/superpowers/plans/2026-03-21-logitech-cid-registry.md41```swiftCOMMENT
LOW…perpowers/plans/2026-03-16-logitech-hid-integration.md61// 统一输入事件 - 抽象 CGEventTap 和 HID++ 两种事件源COMMENT
LOW…s/specs/2026-04-25-logi-module-consolidation-design.md161 // not the live class. External code never holds a session reference.COMMENT
LOW…s/specs/2026-04-25-logi-module-consolidation-design.md321### 4.4 LogiExternalBridgeCOMMENT
LOWscripts/qa/lint-logi-boundary.sh1#!/usr/bin/env bashCOMMENT
Structural Annotation Overuse26 hits · 46 pts
SeverityFileLineSnippetContext
LOW⚡tools/hidpp/divert-debug.swift48// Step 1: Discover REPROGCOMMENT
LOW⚡tools/hidpp/divert-debug.swift55// Step 2: Get control countCOMMENT
LOW⚡tools/hidpp/divert-debug.swift61// Step 3: Enumerate divertable controlsCOMMENT
LOW⚡tools/hidpp/divert-debug.swift76// Step 4: TEST A - 顺序 divert (等待每个 ACK)COMMENT
LOW⚡tools/hidpp/divert-debug.swift84// Step 5: 验证 divert 状态 (GetControlReporting, function 2)COMMENT
LOWtools/hidpp/divert-debug.swift97// Step 6: 捕获按键 (10 秒)COMMENT
LOWtools/hidpp/divert-debug.swift125// Step 7: UndivertCOMMENT
LOW.agents/skills/release-preparation/SKILL.md64### Step 0: Build, Sign & NotarizeCOMMENT
LOW.agents/skills/release-preparation/SKILL.md124### Step 1: Package ZipCOMMENT
LOW.agents/skills/release-preparation/SKILL.md140### Step 2: Generate ChangelogCOMMENT
LOW.agents/skills/release-preparation/SKILL.md183### Step 3: Interactive ConfirmCOMMENT
LOW.agents/skills/release-preparation/SKILL.md189### Step 4: Sign & Update AppcastCOMMENT
LOW⚡.agents/skills/release-preparation/SKILL.md205### Step 5: Commit AppcastCOMMENT
LOW⚡.agents/skills/release-preparation/SKILL.md213### Step 6: Create GitHub DraftCOMMENT
LOW⚡.agents/skills/release-preparation/SKILL.md221### Step 7: VerifyCOMMENT
LOW⚡.agents/skills/release-preparation/SKILL.md230### Step 8: User-Confirmed Push + Human PublishCOMMENT
LOWMos/Logi/LogiCenter.swift11 // Step 3: registry added; Step 4: bridge filled in)COMMENT
LOW…erpowers/plans/2026-04-25-logi-module-consolidation.md100## Step 0: Pre-refactor cleanupCOMMENT
LOW…erpowers/plans/2026-04-25-logi-module-consolidation.md246## Step 1: Rename Logitech* → Logi*COMMENT
LOW…erpowers/plans/2026-04-25-logi-module-consolidation.md698## Step 2: LogiCenter facadeCOMMENT
LOW…erpowers/plans/2026-04-25-logi-module-consolidation.md791 // Step 3: registry added; Step 4: bridge filled in)COMMENT
LOW…erpowers/plans/2026-04-25-logi-module-consolidation.md1263## Step 3: UsageRegistry + LogiUsageBootstrap + preference panel migrationCOMMENT
LOW…erpowers/plans/2026-04-25-logi-module-consolidation.md2398## Step 4: Bridge inversionCOMMENT
LOW…erpowers/plans/2026-04-25-logi-module-consolidation.md2804## Step 5: Subdirectory tidy + ConflictDetector update + Self-Test Wizard + lintCOMMENT
LOW…erpowers/specs/2026-04-26-open-target-action-design.md194 // Step 1: Parse the outer JSON array without decoding individual elementsCOMMENT
LOW…erpowers/specs/2026-04-26-open-target-action-design.md201 // Step 2: Try-decode each binding individually; skip & log failuresCOMMENT
Verbosity Indicators8 hits · 16 pts
SeverityFileLineSnippetContext
LOW⚡tools/hidpp/divert-debug.swift48// Step 1: Discover REPROGCOMMENT
LOW⚡tools/hidpp/divert-debug.swift55// Step 2: Get control countCOMMENT
LOW⚡tools/hidpp/divert-debug.swift61// Step 3: Enumerate divertable controlsCOMMENT
LOW⚡tools/hidpp/divert-debug.swift76// Step 4: TEST A - 顺序 divert (等待每个 ACK)COMMENT
LOW⚡tools/hidpp/divert-debug.swift84// Step 5: 验证 divert 状态 (GetControlReporting, function 2)COMMENT
LOWtools/hidpp/divert-debug.swift97// Step 6: 捕获按键 (10 秒)COMMENT
LOWtools/hidpp/divert-debug.swift125// Step 7: UndivertCOMMENT
LOWMos/Logi/LogiCenter.swift11 // Step 3: registry added; Step 4: bridge filled in)COMMENT
Decorative Section Separators3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMwebsite/app/wall/wheelGesture.ts75// ── Tunables ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMwebsite/app/wall/wheelGesture.ts99// ── Types ────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMwebsite/app/wall/wheelGesture.ts119// ── Pure classifier ──────────────────────────────────────────────────────────────────COMMENT
Hyper-Verbose Identifiers4 hits · 4 pts
SeverityFileLineSnippetContext
LOWwebsite/app/page.tsx36function HomepageStructuredSummary() {CODE
LOW…e/app/components/EasingPlayground/EasingPlayground.tsx17function generateDurationTransition(duration: number) {CODE
LOWwebsite/app/i18n/context.tsx57function mapBrowserLanguageToSupported(langRaw: string): Language | null {CODE
LOWwebsite/app/i18n/context.tsx79function defaultLanguageFromBrowser(): Language {CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…bsite/app/components/SmoothScroll/SmoothScrollDemo.tsx84 // float; the transform wraps it by one list-copy height for a seamless loop.COMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWscripts/release/create_gh_draft.sh28# Check if release already existsCOMMENT