AI Slop Code Risk Monitor

recloudstream/cloudstream

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

Android app for streaming and downloading media.

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for recloudstream/cloudstream, a Kotlin project with 11,112 GitHub stars. SynthScan examined 178,052 lines of code across 1434 source files, recording 28 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.3 (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.

0.3
Adjusted Signal
0.3
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
11.1K
Stars
Kotlin
Language
178.1K
Lines of Code
1.4K
Files
28
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 0.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 16 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 1.4/100 · LOW

Which changes need focused human review? 28 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 12LOW 16

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 28 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.

Decorative Section Separators9 hits · 32 pts
SeverityFileLineSnippetContext
MEDIUM…adost/cloudstream3/ui/player/DynamicRangeCompressor.kt124 // ── AudioProcessor ────────────────────────────────────────────────────────COMMENT
MEDIUM…adost/cloudstream3/ui/player/DynamicRangeCompressor.kt232 // ── Helpers ───────────────────────────────────────────────────────────────COMMENT
MEDIUM…m/lagradost/cloudstream3/ui/player/FullScreenPlayer.kt730 // ── Visual update helpers ──────────────────────────────────────────COMMENT
MEDIUM⚡…m/lagradost/cloudstream3/ui/player/FullScreenPlayer.kt841 // ── Restore UI to current compressor state ─────────────────────────COMMENT
MEDIUM⚡…m/lagradost/cloudstream3/ui/player/FullScreenPlayer.kt851 // ── On / Off ───────────────────────────────────────────────────────COMMENT
MEDIUM⚡…m/lagradost/cloudstream3/ui/player/FullScreenPlayer.kt861 // ── Threshold slider + FABs ────────────────────────────────────────COMMENT
MEDIUM…m/lagradost/cloudstream3/ui/player/FullScreenPlayer.kt890 // ── Makeup gain slider + FABs (reusing ratio_minus/plus ids) ──────COMMENT
MEDIUM…m/lagradost/cloudstream3/ui/player/FullScreenPlayer.kt919 // ── Preset buttons ─────────────────────────────────────────────────COMMENT
MEDIUM…m/lagradost/cloudstream3/ui/player/FullScreenPlayer.kt930 // ── Dialog lifecycle ───────────────────────────────────────────────COMMENT
Over-Commented Block13 hits · 13 pts
SeverityFileLineSnippetContext
LOW…ava/com/lagradost/cloudstream3/ui/home/HomeFragment.kt121 }COMMENT
LOW…ava/com/lagradost/cloudstream3/ui/home/HomeFragment.kt161COMMENT
LOW…agradost/cloudstream3/ui/result/ResultFragmentPhone.kt301COMMENT
LOW…oudstream3/ui/subtitles/ChromecastSubtitlesFragment.kt61class ChromecastSubtitlesFragment : BaseFragment<ChromecastSubtitleSettingsBinding>(COMMENT
LOW…cloudstream3/ui/player/CustomSubtitleDecoderFactory.kt261 MimeTypes.APPLICATION_TX3G -> Tx3gParser(fallbackFormat.initializationData)COMMENT
LOW…ava/com/lagradost/cloudstream3/network/DohProviders.kt41 )COMMENT
LOW…agradost/cloudstream3/syncproviders/providers/Subdl.kt201 // most of it is IETF BPC 47 conformant tagCOMMENT
LOW…agradost/cloudstream3/syncproviders/providers/Subdl.kt221 // "en" to "EN", // "English"COMMENT
LOW…agradost/cloudstream3/syncproviders/providers/Subdl.kt241 // "lv" to "LV", // "Latvian"COMMENT
LOW…agradost/cloudstream3/syncproviders/providers/Subdl.kt261 // "th" to "TH", // "Thai"COMMENT
LOW…va/com/lagradost/cloudstream3/utils/AppContextUtils.kt121 //fun Context.deleteFavorite(data: SearchResponse) {COMMENT
LOW…adost/cloudstream3/utils/downloader/DownloadManager.kt1101 // @downloadexplanationCOMMENT
LOW…tlin/com/lagradost/cloudstream3/extractors/Vidsonic.kt41 .replace("'", "")COMMENT
AI Slop Vocabulary3 hits · 8 pts
SeverityFileLineSnippetContext
MEDIUM…agradost/cloudstream3/ui/download/DownloadViewModel.kt166 // This and all backup keys may be removed in a future update if the key removal is proven to be robCOMMENT
MEDIUM…agradost/cloudstream3/ui/download/DownloadViewModel.kt200 // This and all backup keys may be removed in a future update if the key removal is proven to beCOMMENT
MEDIUM…va/com/lagradost/cloudstream3/utils/AppContextUtils.kt102 return if (layoutManager == null || adapter == null) false else layoutManager.findLastCompletelyVisibleItemPositCODE
Fake / Example Data3 hits · 4 pts
SeverityFileLineSnippetContext
LOW⚡…red/src/commonMain/composeResources/values/strings.xml12 <string name="lorem_title">Lorem ipsum</string>CODE
LOW⚡…red/src/commonMain/composeResources/values/strings.xml13 <string name="lorem_content">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididuCODE
LOW⚡…red/src/commonMain/composeResources/values/strings.xml13 <string name="lorem_content">Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididuCODE