AI Slop Code RIsk Monitor

jaywcjlove/awesome-mac

 This project is dedicated to collecting high-quality macOS software and organizing them systematically by different categories for easy search and use.

4.9 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for jaywcjlove/awesome-mac, a Swift project with 115,753 GitHub stars. SynthScan examined 11,810 lines of code across 37 source files, recording 17 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 4.9 (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.

4.9
Adjusted Signal
4.9
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
115.8K
Stars
Swift
Language
11.8K
Lines of Code
37
Files
17
Pattern Hits
2026-10-12
Scan Date
0.05
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 21.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 17 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 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 20.8/100 · 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 2MEDIUM 14LOW 1

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.

AI Slop Vocabulary12 hits · 36 pts
SeverityFileLineSnippetContext
MEDIUM⚡feed/feed.xml447 <link>https://khaosstudio.com/delve/</link>CODE
MEDIUM⚡feed/feed.xml454Website: https://khaosstudio.com/delve/CODE
MEDIUM⚡feed/feed.xml457 <content:encoded><![CDATA[Category: Utilities / Cleanup and Uninstall<br/>App: Delve<br/>Description: Disk space aCODE
MEDIUM⚡feed/feed-ko.xml447 <link>https://khaosstudio.com/delve/</link>CODE
MEDIUM⚡feed/feed-ko.xml454Website: https://khaosstudio.com/delve/CODE
MEDIUM⚡feed/feed-ko.xml457 <content:encoded><![CDATA[Category: 유틸리티 / 정리 및 제거<br/>App: Delve<br/>Description: 트리맵과 선버스트 보기, Quick Look 미리 보기,CODE
MEDIUM⚡feed/feed-zh.xml447 <link>https://khaosstudio.com/delve/</link>CODE
MEDIUM⚡feed/feed-zh.xml454Website: https://khaosstudio.com/delve/CODE
MEDIUM⚡feed/feed-zh.xml457 <content:encoded><![CDATA[Category: 其它实用工具 / 清理卸载<br/>App: Delve<br/>Description: 磁盘空间分析工具,提供矩形树图和旭日图、Quick Look 预CODE
MEDIUM⚡feed/feed-ja.xml447 <link>https://khaosstudio.com/delve/</link>CODE
MEDIUM⚡feed/feed-ja.xml454Website: https://khaosstudio.com/delve/CODE
MEDIUM⚡feed/feed-ja.xml457 <content:encoded><![CDATA[Category: ユーティリティ / クリーンアップとアンインストール<br/>App: Delve<br/>Description: ツリーマップとサンバースト表示、QuiCODE
Synthetic Comment Markers2 hits · 15 pts
SeverityFileLineSnippetContext
HIGHREADME.md247* [Pixley Reader](https://github.com/Applacat/PixleyReader) - Reader for Markdown specs, docs, and changelogs generated COMMENT
HIGHREADME.md851* [Gemini Collector](https://github.com/FirenzeLor/gemini-collector) - Back up Google Gemini conversations, attachments,COMMENT
Modern AI Meta-Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md217* [Windsurf](https://windsurf.com/) - AI code editor with agentic coding, autocomplete, and MCP support. ![Freeware][FreCOMMENT
MEDIUMREADME.md403* [Windsurf](https://windsurf.com/) - The first agentic IDE where developers and AI flow together for a magical coding eCOMMENT
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOW.github/FUNDING.yml1github: jaywcjloveCOMMENT