AI Slop Code Risk Monitor

pear-devs/pear-desktop

SlopCodeMonitor badge for pear-devs/pear-desktop Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Pear 🍐 is extension for music player

1.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for pear-devs/pear-desktop, a TypeScript project with 33,944 GitHub stars. SynthScan examined 93,977 lines of code across 368 source files, recording 117 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 1.5 (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.

1.5
Adjusted Signal
1.5
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
33.9K
Stars
TypeScript
Language
94.0K
Lines of Code
368
Files
117
Pattern Hits
2026-10-31
Scan Date
0.01
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 0.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 6 finding(s).

Hallucinated Dependency & Supply Chain Risk 7.1/100 · LOW

Are imports declared and package/API names verified? 111 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 7.4/100 · LOW

Which changes need focused human review? 117 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 3HIGH 0MEDIUM 0LOW 114

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 117 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.

Fake / Example Data108 hits · 108 pts
SeverityFileLineSnippetContext
LOWsrc/i18n/resources/tr.json108 "placeholder": "Örnek: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/tr.json157 "placeholder": "Örnek: {{applicationName}}"CODE
LOWsrc/i18n/resources/mk.json82 "placeholder": "Пример:{{applicationName}}"CODE
LOWsrc/i18n/resources/sl.json108 "placeholder": "Primer: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/sl.json157 "placeholder": "Primer:{{applicationName}}"CODE
LOWsrc/i18n/resources/hu.json108 "placeholder": "Példa: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/hu.json157 "placeholder": "Példa: {{applicationName}}"CODE
LOWsrc/i18n/resources/lt.json108 "placeholder": "Pavyzdys: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/lt.json157 "placeholder": "Pavyzdys: {{applicationName}}"CODE
LOWsrc/i18n/resources/is.json108 "placeholder": "Dæmi: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/bn.json108 "placeholder": "যেমন: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/bn.json157 "placeholder": "উদাহরণস্বরূপ: {{applicationName}}"CODE
LOWsrc/i18n/resources/nl.json108 "placeholder": "Voorbeeld: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/nl.json157 "placeholder": "Voorbeeld: {{applicationName}}"CODE
LOWsrc/i18n/resources/ms.json108 "placeholder": "Contoh: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/ms.json157 "placeholder": "Contoh: {{applicationName}}"CODE
LOWsrc/i18n/resources/ja.json108 "placeholder": "例: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/ja.json157 "placeholder": "例: {{applicationName}}"CODE
LOWsrc/i18n/resources/de.json108 "placeholder": "Beispiel: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/de.json157 "placeholder": "Beispiel: {{applicationName}}"CODE
LOWsrc/i18n/resources/ru.json108 "placeholder": "Пример: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/ru.json157 "placeholder": "Например: {{applicationName}}"CODE
LOWsrc/i18n/resources/pl.json108 "placeholder": "Przykład: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/pl.json157 "placeholder": "Przykład: {{applicationName}}"CODE
LOWsrc/i18n/resources/uk.json108 "placeholder": "Приклад: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/uk.json157 "placeholder": "Приклад: {{applicationName}}"CODE
LOWsrc/i18n/resources/fi.json108 "placeholder": "Esimerkki osoite: penapertti://127.0.0.0:6969",CODE
LOWsrc/i18n/resources/fi.json157 "placeholder": "Esimerkki: {{applicationName}}"CODE
LOWsrc/i18n/resources/ta.json108 "placeholder": "எடுத்துக்காட்டு: SOCKS5: //127.0.0.1: 9999",CODE
LOWsrc/i18n/resources/ta.json157 "placeholder": "எடுத்துக்காட்டு: {{applicationName}}"CODE
LOWsrc/i18n/resources/fil.json108 "placeholder": "Halimbawa: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/fil.json157 "placeholder": "Halimbawa: {{applicationName}}"CODE
LOWsrc/i18n/resources/ur.json108 "placeholder": "مثال: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/ur.json157 "placeholder": "مثال: پیئر ڈیسک ٹاپ"CODE
LOWsrc/i18n/resources/zh-CN.json108 "placeholder": "例如: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/zh-CN.json157 "placeholder": "示例:{{applicationName}}"CODE
LOWsrc/i18n/resources/sk.json108 "placeholder": "Príklad: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/sk.json157 "placeholder": "Napríklad: {{applicationName}}"CODE
LOWsrc/i18n/resources/ml.json108 "placeholder": "ഉദാഹരണം: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/az.json108 "placeholder": "Nümunə: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/az.json152 "placeholder": "Nümunə: {{applicationName}}"CODE
LOWsrc/i18n/resources/pt.json108 "placeholder": "Exemplo: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/pt.json157 "placeholder": "Exemplo: {{applicationName}}"CODE
LOWsrc/i18n/resources/en.json108 "placeholder": "Example: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/en.json164 "placeholder": "Example: {{applicationName}}"CODE
LOWsrc/i18n/resources/ka.json108 "placeholder": "მაგალითი: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/ka.json157 "placeholder": "მაგალითად: {{applicationName}}"CODE
LOWsrc/i18n/resources/it.json108 "placeholder": "Esempio: SOKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/it.json157 "placeholder": "Esempio: {{applicationName}}"CODE
LOWsrc/i18n/resources/sr.json108 "placeholder": "Primer: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/sr.json157 "placeholder": "Primer: {{applicationName}}"CODE
LOWsrc/i18n/resources/hr.json108 "placeholder": "Primjer: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/hr.json157 "placeholder": "Primjer: {{applicationName}}"CODE
LOWsrc/i18n/resources/et.json108 "placeholder": "Näide: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/et.json157 "placeholder": "Näide: {{applicationName}}"CODE
LOWsrc/i18n/resources/sq.json108 "placeholder": "Shembull: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/sq.json157 "placeholder": "Shembull: {{applicationName}}"CODE
LOWsrc/i18n/resources/ne.json108 "placeholder": "उदाहरण: SOCKS5://127.0.0.1:9999",CODE
LOWsrc/i18n/resources/ne.json157 "placeholder": "उदाहरण: पियर डेस्कटप"CODE
LOWsrc/i18n/resources/bs.json108 "placeholder": "Primjer: SOCKS5://127.0.0.1:9999",CODE
48 more matches not shown…
Hallucination Indicators3 hits · 30 pts
SeverityFileLineSnippetContext
CRITICALsrc/plugins/music-together/queue/queue.ts147 this.queue.queue.store.store.getState().queue.items,CODE
CRITICALsrc/plugins/music-together/queue/queue.ts189 const state = this.queue.queue.store.store.getState();CODE
CRITICALsrc/plugins/music-together/queue/queue.ts523 this.queue.queue.store.store.getState().queue.nextQueueItemId,CODE
Over-Commented Block3 hits · 3 pts
SeverityFileLineSnippetContext
LOW.devcontainer/devcontainer.json1// For format details, see https://aka.ms/devcontainer.json. For config options, see theCOMMENT
LOWsrc/plugins/performance-improvement/scripts/rm3/rm3.js381COMMENT
LOWsrc/plugins/performance-improvement/scripts/rm3/rm3.js501 // try {COMMENT
Hyper-Verbose Identifiers3 hits · 3 pts
SeverityFileLineSnippetContext
LOWsrc/index.ts936function removeContentSecurityPolicy(CODE
LOWsrc/plugins/scrobbler/menu.ts59async function promptListenbrainzOptions(CODE
LOWsrc/plugins/downloader/main/index.ts273function downloadSongOnFinishSetup({CODE