AI Slop Code Risk Monitor

ImranR98/Obtainium

SlopCodeMonitor badge for ImranR98/Obtainium Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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0.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for ImranR98/Obtainium, a Dart project with 21,081 GitHub stars. SynthScan examined 76,043 lines of code across 260 source files, recording 52 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.7 (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.

0.7
Adjusted Signal
0.7
Raw Pattern Score
100%
Time Factor
2026-10-25
Last Push
21.1K
Stars
Dart
Language
76.0K
Lines of Code
260
Files
52
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 1.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 13 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.5/100 · LOW

Are imports declared and package/API names verified? 39 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 3.5/100 · LOW

Which changes need focused human review? 52 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 1LOW 51

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 52 distinct pattern matches across 5 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 Data39 hits · 39 pts
SeverityFileLineSnippetContext
LOWintegration_test/add_without_check_test.dart58 expect(app.app.apkUrls.single.value, 'placeholder');CODE
LOWtest/placeholder_add_test.dart51 expect(app.apkUrls, const [MapEntry('placeholder', 'placeholder')]);CODE
LOWlib/providers/source_provider.dart209 apkUrls: const [MapEntry('placeholder', 'placeholder')],CODE
LOWlib/providers/apps_provider_install.dart1080 if (url == 'placeholder') {CODE
LOWlib/providers/apps_provider_install.dart1090 'placeholder',CODE
LOWlib/providers/apps_provider.dart127 (app.apkUrls.isNotEmpty && app.apkUrls.first.value == 'placeholder');CODE
LOWlib/models/app.dart305 jsonDecode((json['apkUrls'] ?? '[["placeholder", "placeholder"]]')),CODE
LOWlib/pages/app.dart98 ).where((u) => u.isNotEmpty && u != 'placeholder').toList()CODE
LOWassets/translations/zh.json372 "placeholder": "占位符",CODE
LOWassets/translations/tr.json372 "placeholder": "Yer tutucu",CODE
LOWassets/translations/hu.json372 "placeholder": "Helyőrző",CODE
LOWassets/translations/bn.json372 "placeholder": "প্লেসহোল্ডার",CODE
LOWassets/translations/nl.json372 "placeholder": "Plaatshouder",CODE
LOWassets/translations/ja.json372 "placeholder": "プレースホルダー",CODE
LOWassets/translations/de.json372 "placeholder": "Platzhalter",CODE
LOWassets/translations/zh-Hant-TW.json372 "placeholder": "預留位置",CODE
LOWassets/translations/ru.json381 "placeholder": "Заполнитель",CODE
LOWassets/translations/pl.json390 "placeholder": "Tekst zastępczy",CODE
LOWassets/translations/uk.json372 "placeholder": "Заповнювач",CODE
LOWassets/translations/ml.json372 "placeholder": "സ്ഥലസൂചകം",CODE
LOWassets/translations/pt.json372 "placeholder": "Espaço reservado",CODE
LOWassets/translations/en.json372 "placeholder": "Placeholder",CODE
LOWassets/translations/it.json372 "placeholder": "Segnaposto",CODE
LOWassets/translations/bs.json372 "placeholder": "Rezervirano mjesto",CODE
LOWassets/translations/fr.json372 "placeholder": "Espace réservé",CODE
LOWassets/translations/el.json372 "placeholder": "Placeholder",CODE
LOWassets/translations/ca.json372 "placeholder": "Espai reservat",CODE
LOWassets/translations/pt-BR.json372 "placeholder": "Espaço reservado",CODE
LOWassets/translations/ko.json372 "placeholder": "플레이스홀더",CODE
LOWassets/translations/gl.json372 "placeholder": "Marcador",CODE
LOWassets/translations/vi.json372 "placeholder": "Giữ chỗ",CODE
LOWassets/translations/fa.json372 "placeholder": "نگهدارنده مکان",CODE
LOWassets/translations/cs.json379 "placeholder": "Zástupce",CODE
LOWassets/translations/en-EO.json372 "placeholder": "Rezervilo",CODE
LOWassets/translations/id.json372 "placeholder": "Tempat penampung",CODE
LOWassets/translations/da.json372 "placeholder": "Pladsholder",CODE
LOWassets/translations/sv.json372 "placeholder": "Platshållare",CODE
LOWassets/translations/es.json372 "placeholder": "Espacio reservado",CODE
LOWassets/translations/ar.json372 "placeholder": "عنصر نائب",CODE
Over-Commented Block10 hits · 10 pts
SeverityFileLineSnippetContext
LOW.agents/skills/issue-triage/scripts/list-to-check.sh1#!/usr/bin/env bashCOMMENT
LOWlib/providers/apps_provider_lifecycle.dart21COMMENT
LOWlib/providers/apps_provider_install.dart61const int _installConfirmPollAttempts = 300; // 300 × 1s ≈ 5 minutesCOMMENT
LOWlib/providers/apps_provider_install.dart541 /// reports whether retrying still makes sense.COMMENT
LOWlib/utils/version_normalization.dart1// Pure version-string analysis used to recognize when two strings describe theCOMMENT
LOWlib/utils/version_normalization.dart121 return _VersionParts(core, packaging, metadata);COMMENT
LOWlib/models/typed_settings.dart1// Type-safe wrapper around a raw settings map.COMMENT
LOWlib/services/version_service.dart1// Version extraction, standard-format classification, comparison, and theCOMMENT
LOWlib/services/version_service.dart341/// Applies the install-status reconciliation steps that depend only on versionCOMMENT
LOWtool/e2e.sh1#!/usr/bin/env bashCOMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMpubspec.yaml92# The following section is specific to Flutter packages.COMMENT
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWlib/app_sources/itchio.dart239 // Step 1: POST to /download_url to generate a tokenized URLCOMMENT
Structural Annotation Overuse1 hit · 2 pts
SeverityFileLineSnippetContext
LOWlib/app_sources/itchio.dart239 // Step 1: POST to /download_url to generate a tokenized URLCOMMENT