AI Slop Code Risk Monitor

Viren070/AIOStreams

SlopCodeMonitor badge for Viren070/AIOStreams Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

AIOStreams brings your Stremio addons, debrid services and Usenet together into one list, filtered, sorted and formatted your way, and plays it in Stremio or in its own apps for every screen.

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Viren070/AIOStreams, a TypeScript project with 3,070 GitHub stars. SynthScan examined 395,272 lines of code across 1681 source files, recording 120 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
2026-10-31
Last Push
3.1K
Stars
TypeScript
Language
395.3K
Lines of Code
1.7K
Files
120
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 1.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 116 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 1.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 104 finding(s).

PR Review Velocity Impact 1.7/100 · LOW

Which changes need focused human review? 120 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 6LOW 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 120 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.

Hyper-Verbose Identifiers100 hits · 102 pts
SeverityFileLineSnippetContext
LOWpackages/core/src/release-blocklist/publish/provider.ts85export function checkArtifactsAgainstCapabilities(CODE
LOWpackages/core/src/variants/runtime.ts389async function prepareConditionResources(CODE
LOWpackages/core/src/variants/runtime.ts428export async function evaluateVariantConditions(CODE
LOWpackages/core/src/variants/runtime.ts583export async function validateConditionalActivation(CODE
LOWpackages/core/src/debrid/utils.ts1005export function hasTooManySelectableFiles(files?: DebridFile[]): boolean {CODE
LOWpackages/core/src/debrid/index.ts106function createStremThruNewzService(CODE
LOWpackages/core/src/config/settings-store.ts54function makeUninitialisedSectionProxy(sectionName: string): unknown {CODE
LOW…kages/core/src/linked-accounts/platforms/aiomanager.ts287function assertDistinctInAioManager(urls: string[]): void {CODE
LOWpackages/core/src/usenet/integration/verify-content.ts240export async function verifyEntryContentAndMark(CODE
LOWpackages/core/src/usenet/integration/census-shadow.ts220export async function applyCensusVerdictToLibrary(args: {CODE
LOWpackages/core/src/usenet/integration/library.ts719function scheduleArrHoldExpiryNudge(CODE
LOWpackages/core/src/usenet/integration/library.ts1464export async function backfillProxiedNzbAliases(): Promise<{CODE
LOWpackages/core/src/usenet/integration/library.ts1488export async function requeueInterruptedInspects(): Promise<void> {CODE
LOW…ges/core/src/usenet/integration/dashboard/providers.ts365async function runProviderSpeedTestInner(CODE
LOWpackages/core/src/usenet/nntp/errors.ts122export function isProviderUnavailableError(err: unknown): boolean {CODE
LOWpackages/core/src/usenet/nntp/errors.ts136export function isCredentialRejectionText(text: string): boolean {CODE
LOWpackages/core/src/usenet/nntp/errors.ts145export function isConnectionLimitResponse(code: number, text: string): boolean {CODE
LOWpackages/core/src/usenet/pool/yenc.ts267export function isImplausibleYencFileSize(CODE
LOWpackages/core/src/usenet/pool/inspect/probe-plan.ts125function archiveGroupingIsAmbiguous(nzb: Nzb): boolean {CODE
LOWpackages/core/src/usenet/pool/archive/archive-volume.ts241function mergeObfuscatedArchiveParts(CODE
LOWpackages/core/src/formatters/engine/parser.ts1563function tokenizeTemplateArguments(CODE
LOWpackages/core/src/utils/regex.ts64export function formRegexFromKeywordsSync(keywords: string[]): RegExp {CODE
LOWpackages/core/src/utils/private-addresses.ts119export function installPrivateAddressGuard(): void {CODE
LOWpackages/core/src/utils/languages.ts195function computeNormalisedLanguage(value: string): string | undefined {CODE
LOWpackages/core/src/utils/templates.ts420export function registerCommunityTemplateTrust(templates: Template[]): void {CODE
LOWpackages/core/src/utils/template-sanitise.ts215export function buildTemplateReviewSummary(CODE
LOW⚡packages/core/src/utils/config.ts60function getServiceCredentialDefault(CODE
LOW⚡packages/core/src/utils/config.ts67function getServiceCredentialForced(CODE
LOW⚡packages/core/src/utils/config.ts74export function getEnvironmentServiceDetails(): typeof constants.SERVICE_DETAILS {CODE
LOWpackages/core/src/utils/config.ts534function removeInvalidPresetReferences(config: UserData) {CODE
LOWpackages/core/src/utils/config.ts1026function validateSyncedPlaceholders(config: UserData) {CODE
LOWpackages/core/src/utils/auth.ts198export function warnLegacyAuthVarsIfNeeded(): void {CODE
LOWpackages/core/src/utils/auth.ts224export function warnMissingConfigPermission(): void {CODE
LOWpackages/core/src/utils/oidc.ts267export async function buildOidcAuthorisationRequest(): Promise<OidcAuthorisationRequest> {CODE
LOWpackages/core/src/parser/streamExpression.ts1951export function extractNamesFromExpression(CODE
LOWpackages/core/src/parser/utils.ts499export function extractInfoHashFromMagnet(magnet: string): string | undefined {CODE
LOWpackages/core/src/parser/utils.ts531function extractLanguagesFromFlags(text: string): string[] {CODE
LOWpackages/core/src/parser/utils.ts547export function getRegexForTextAfterEmojis(emojis: string[]): RegExp {CODE
LOWpackages/core/src/parser/merge.ts66export function applySeasonPackHeuristics(CODE
LOWpackages/core/src/builtins/library/catalog.ts463export async function refreshLibraryCacheForService(CODE
LOWpackages/core/src/builtins/utils/general.ts59export function isNonAnimeAbsoluteEligible(CODE
LOWpackages/core/src/builtins/utils/debrid.ts56export function extractTrackersFromMagnet(magnet: string): string[] {CODE
LOWpackages/core/src/builtins/utils/debrid.ts62function getValidationFailureReason(CODE
LOWpackages/core/src/builtins/utils/debrid.ts245async function processTorrentsForDebridService(CODE
LOWpackages/core/src/builtins/utils/debrid.ts635async function processNZBsForDebridService(CODE
LOWpackages/core/src/builtins/base/nab/api.ts129function extractBtihFromEnclosures(CODE
LOWpackages/core/src/anime-database/selector.ts50export function filterCandidatesBySeasonType(CODE
LOWpackages/core/src/anime-database/enrich.ts32export function enrichParsedIdWithAnimeEntry(CODE
LOW…/core/src/db/repositories/release-blocklist-publish.ts14export function clampPublishIntervalSeconds(value: number): number {CODE
LOWpackages/core/src/community/validators/template.ts31export function validateCommunityTemplate(payload: unknown): {CODE
LOWpackages/core/src/community/validators/formatter.ts14export function validateCommunityFormatter(CODE
LOWpackages/core/src/main/serviceWrapper.ts69export async function resolveServiceWrappedStreams(CODE
LOWpackages/core/src/main/serviceWrapper.ts299function buildAndDeduplicateTorrents(streams: ParsedStream[]): Torrent[] {CODE
LOWpackages/core/src/main/catalog.ts253export async function applyCatalogModifications(CODE
LOWpackages/core/src/metadata/episode-resolver.ts62export function cinemetaReleasedToLocalDate(CODE
LOWpackages/core/src/poster/index.ts76export function createPosterServiceFromParams(CODE
LOWpackages/frontend/src/context/userData.tsx342export function removeInvalidPresetReferences(config: UserData) {CODE
LOW…ges/frontend/src/context/dashboard-command-palette.tsx14export function DashboardCommandPaletteProvider({CODE
LOWpackages/frontend/src/app/dashboard/usenet/queries.ts488export function useUsenetPerformanceProfiles(opts?: { enabled?: boolean }) {CODE
LOWpackages/frontend/src/app/dashboard/usenet/queries.ts733export function useDeleteAllLibraryEntries() {CODE
40 more matches not shown…
Over-Commented Block14 hits · 14 pts
SeverityFileLineSnippetContext
LOWpackages/ui/src/form/fields.tsx181// const DateRangePickerField = React.memo(COMMENT
LOWpackages/ui/src/form/fields.tsx381 // itemContainerClass={cn(COMMENT
LOWpackages/ui/src/form/fields.tsx461// const context = useFormContext();COMMENT
LOWpackages/ui/src/form/fields.tsx481// />COMMENT
LOWpackages/ui/src/form/fields.tsx501COMMENT
LOWpackages/ui/src/form/fields.tsx521// )}COMMENT
LOWpackages/ui/src/form/fields.tsx541// fieldClass="w-full"COMMENT
LOWpackages/ui/src/form/fields.tsx561// />COMMENT
LOWpackages/core/src/usenet/pool/archive/rar/walk.ts81 fragment: { offset: res.dataOff, length: res.file.packedSize },COMMENT
LOWpackages/core/src/presets/aiSearch.ts121 // @deprecated TMDB API Key is now handled in the services menuCOMMENT
LOWpackages/android/exoplayer/src/main/cpp/ass_surface.c1// libass, owned by one thread, which renders moments ahead of the video intoCOMMENT
LOWpackages/android/exoplayer/src/main/cpp/sound_shaper.c1#include <jni.h>COMMENT
LOWpackages/android/exoplayer/src/main/cpp/ass/ass_types.h81#define HALIGN_CENTER 2COMMENT
LOWpackages/android/exoplayer/src/main/cpp/ass/ass.h21#define LIBASS_ASS_HCOMMENT
Decorative Section Separators4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMpackages/frontend/src/utils/diff/manifest.ts259 // ── Catalog-related changes ───────────────────────────────────────────────COMMENT
MEDIUMpackages/frontend/src/utils/diff/manifest.ts325 // ── idPrefixes at top level ───────────────────────────────────────────────COMMENT
MEDIUMpackages/frontend/src/utils/diff/manifest.ts343 // ── idPrefixes inside a resource object ───────────────────────────────────COMMENT
MEDIUMpackages/frontend/src/utils/diff/manifest.ts372 // ── New resource object added ─────────────────────────────────────────────COMMENT
AI Slop Vocabulary2 hits · 5 pts
SeverityFileLineSnippetContext
MEDIUMpackages/core/src/usenet/pool/archive/sevenzip/parse.ts404 r.pos = end; // robust: always continue at the declared property endCODE
MEDIUMpackages/core/src/usenet/nzb/obfuscation.ts14 // --- Certainly obfuscated ---COMMENT