AI Slop Code Risk Monitor

OpenHub-Store/GitHub-Store

SlopCodeMonitor badge for OpenHub-Store/GitHub-Store Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

🩵 A free, open-source app store for developers' releases on GitHub, Codeberg & Forgejo — browse, discover, and install apps with one click. Formerly GitHub Store.

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for OpenHub-Store/GitHub-Store, a Kotlin project with 20,158 GitHub stars. SynthScan examined 193,254 lines of code across 1594 source files, recording 33 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 0.9 (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.

0.9
Adjusted Signal
0.9
Raw Pattern Score
100%
Time Factor
2026-10-25
Last Push
20.2K
Stars
Kotlin
Language
193.3K
Lines of Code
1.6K
Files
33
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? 7 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.3/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 12 finding(s).

PR Review Velocity Impact 4.4/100 · LOW

Which changes need focused human review? 33 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 13HIGH 1MEDIUM 10LOW 9

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 33 distinct pattern matches across 8 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.

Hallucination Indicators13 hits · 130 pts
SeverityFileLineSnippetContext
CRITICAL…ervices/DefaultDownloadOrchestratorAssetRefetchTest.kt208 zed.rainxch.core.domain.utils.ResolvedRelease(CODE
CRITICAL…ervices/DefaultDownloadOrchestratorAssetRefetchTest.kt247 zed.rainxch.core.domain.utils.ResolvedRelease(CODE
CRITICAL…/rainxch/core/data/repository/StarredRepositoryImpl.kt154 zed.rainxch.core.domain.model.repository.StarredRepository(CODE
CRITICAL…/rainxch/core/data/repository/StarredRepositoryImpl.kt251 zed.rainxch.core.domain.model.repository.StarredRepository(CODE
CRITICAL…d/rainxch/core/data/repository/ParkedInstallSettler.kt81 return zed.rainxch.core.data.repository.parkedBytesMatch(CODE
CRITICAL…lin/zed/rainxch/githubstore/app/di/ViewModelsModule.kt102 zed.rainxch.details.presentation.markdownviewer.MarkdownViewerViewModel(CODE
CRITICAL…inxch/details/data/repository/DetailsRepositoryImpl.kt79 private fun zed.rainxch.core.data.dto.ForgejoRepoNetworkModel.toForgejoSummary(sourceHost: String): GithubRepoSummarCODE
CRITICAL…details/presentation/components/ReleaseAssetsPicker.kt258 zed.rainxch.core.domain.utils.assetPlatformOf(it.name)CODE
CRITICAL…h/details/presentation/components/sections/WhatsNew.kt140 zed.rainxch.core.domain.utils.separateAdjacentImageLinks(themed)CODE
CRITICAL…nxch/details/presentation/components/sections/About.kt137 zed.rainxch.core.domain.utils.separateAdjacentImageLinks(themed)CODE
CRITICAL…lin/zed/rainxch/tweaks/presentation/TweaksViewModel.kt891 if (!zed.rainxch.core.domain.model.installation.InstallerAttributionDefaults.isValidPackageName(CODE
CRITICAL…lin/zed/rainxch/tweaks/presentation/TweaksViewModel.kt902 zed.rainxch.core.domain.model.installation.InstallerAttribution.Custom(CODE
CRITICAL…/kotlin/zed/rainxch/apps/presentation/AppsViewModel.kt2026 zed.rainxch.core.domain.system.ExternalAppCandidate(CODE
Decorative Section Separators8 hits · 24 pts
SeverityFileLineSnippetContext
MEDIUMpackaging/flatpak/disable-android-for-flatpak.sh16# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackaging/flatpak/disable-android-for-flatpak.sh18# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackaging/flatpak/disable-android-for-flatpak.sh70# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackaging/flatpak/disable-android-for-flatpak.sh72# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackaging/flatpak/disable-android-for-flatpak.sh139# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackaging/flatpak/disable-android-for-flatpak.sh141# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackaging/flatpak/disable-android-for-flatpak.sh164# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackaging/flatpak/disable-android-for-flatpak.sh166# ─────────────────────────────────────────────────────────────────────COMMENT
Modern AI Meta-Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUM…ed/rainxch/core/presentation/layout/ScaffoldPadding.kt10// scaffold padding without its bottom, and the list adds the bottom to its content padding so itsCOMMENT
MEDIUM…inxch/core/presentation/components/bars/KomiTabCard.kt152// A tab screen's scaffold runs its top bar here, ahead of the card, instead of in Material's topCOMMENT
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHpackaging/flatpak/generate-all-sources.py83except:CODE
Deep Nesting3 hits · 3 pts
SeverityFileLineSnippetContext
LOWpackaging/flatpak/generate-all-sources.py72CODE
LOWpackaging/flatpak/generate-all-sources.py97CODE
LOWpackaging/flatpak/generate-all-sources.py116CODE
Excessive Try-Catch Wrapping3 hits · 3 pts
SeverityFileLineSnippetContext
LOWpackaging/flatpak/verify-sources.py32 except Exception as e:CODE
LOWtools/asset-replay/collect_corpus.py89 except Exception:CODE
LOWtools/asset-replay/collect_corpus.py113 except Exception as exc: # collection keeps going; the replay just sees fewer reposCODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOWpackaging/flatpak/com.kurikomi.komistore.yml141 dest-filename: gradle-bin.zipCOMMENT
LOWpackaging/linux/github-store-launcher.sh1#!/usr/bin/env bashCOMMENT
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…sentation/components/markdown/SyntaxHighlightedCode.kt180private fun MarkdownElementTypes.placeholder(): Nothing = error("placeholder")CODE