AI Slop Code Risk Monitor

Maintainerr/Maintainerr

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

Looks and smells like Seerr, does the opposite. A library maintenance tool for Plex, Jellyfin and Emby.

1.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Maintainerr/Maintainerr, a TypeScript project with 2,382 GitHub stars. SynthScan examined 195,812 lines of code across 902 source files, recording 105 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 1.0 (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.

1.0
Adjusted Signal
1.0
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
2.4K
Stars
TypeScript
Language
195.8K
Lines of Code
902
Files
105
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 1.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 57 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 4.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 65 finding(s).

PR Review Velocity Impact 5.0/100 · LOW

Which changes need focused human review? 105 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 49LOW 56

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 105 distinct pattern matches across 6 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 Separators47 hits · 141 pts
SeverityFileLineSnippetContext
MEDIUMpackages/contracts/src/overlays/overlay-element.ts36// ── Enums ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/contracts/src/overlays/overlay-element.ts51// ── Variable segment ──────────────────────────────────────────────────────COMMENT
MEDIUMpackages/contracts/src/overlays/overlay-element.ts75// ── Base element fields ───────────────────────────────────────────────────COMMENT
MEDIUMpackages/contracts/src/overlays/overlay-element.ts89// ── Text element ──────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/contracts/src/overlays/overlay-element.ts111// ── Variable element ──────────────────────────────────────────────────────COMMENT
MEDIUMpackages/contracts/src/overlays/overlay-element.ts140// ── Shape element ─────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/contracts/src/overlays/overlay-element.ts154// ── Image element ─────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/contracts/src/overlays/overlay-element.ts171// ── Discriminated union ───────────────────────────────────────────────────COMMENT
MEDIUMpackages/contracts/src/overlays/overlay-template.ts5// ── Template mode ─────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/contracts/src/overlays/overlay-template.ts18// ── Canvas dimension defaults ─────────────────────────────────────────────COMMENT
MEDIUMpackages/contracts/src/overlays/overlay-template.ts23// ── Schema ────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/contracts/src/overlays/overlay-template.ts63// ── Export / Import (template sharing) ────────────────────────────────────COMMENT
MEDIUMpackages/contracts/src/overlays/overlay-template.ts76// ── Preset template helpers ───────────────────────────────────────────────COMMENT
MEDIUMapps/ui/src/components/Settings/Overlays/index.tsx33// ── Toggle helper ───────────────────────────────────────────────────────COMMENT
MEDIUMapps/ui/src/components/Settings/Overlays/index.tsx73// ── Main component ──────────────────────────────────────────────────────COMMENT
MEDIUM…ps/ui/src/components/OverlayEditor/PropertiesPanel.tsx146// ── Type-specific sub-panels ────────────────────────────────────────────────COMMENT
MEDIUM…ps/ui/src/components/OverlayEditor/PropertiesPanel.tsx473// ── Shared field components ─────────────────────────────────────────────────COMMENT
MEDIUMapps/ui/src/api/overlays.ts174// ── Template API ──────────────────────────────────────────────────────────COMMENT
MEDIUMapps/ui/src/api/collections.ts103// ── Custom collection poster ───────────────────────────────────────────────COMMENT
MEDIUM…/server/src/modules/overlays/overlay-render.service.ts49 // ── Helpers ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…/server/src/modules/overlays/overlay-render.service.ts224 // ── Frame drawing ───────────────────────────────────────────────────────COMMENT
MEDIUM…/server/src/modules/overlays/overlay-render.service.ts282 // ── Pill rendering ──────────────────────────────────────────────────────COMMENT
MEDIUM…/server/src/modules/overlays/overlay-render.service.ts331 // ── Main render ─────────────────────────────────────────────────────────COMMENT
MEDIUM…/server/src/modules/overlays/overlay-render.service.ts505 // ── Template-based rendering ──────────────────────────────────────────COMMENT
MEDIUM…/server/src/modules/overlays/overlay-render.service.ts643 // ── Element renderers ─────────────────────────────────────────────────COMMENT
MEDIUM…/server/src/modules/overlays/overlay-render.service.ts787 // ── Per-element date/variable formatting ──────────────────────────────COMMENT
MEDIUM…erver/src/modules/overlays/overlay-template.service.ts60 // ── Preset seeding ──────────────────────────────────────────────────────COMMENT
MEDIUM…erver/src/modules/overlays/overlay-template.service.ts105 // ── CRUD ────────────────────────────────────────────────────────────────COMMENT
MEDIUM…erver/src/modules/overlays/overlay-template.service.ts256 // ── Import / Export ─────────────────────────────────────────────────────COMMENT
MEDIUM…erver/src/modules/overlays/overlay-template.service.ts288 // ── Helpers ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…rver/src/modules/overlays/overlay-processor.service.ts107 // ── Date helpers ──────────────────────────────────────────────────────────COMMENT
MEDIUM…rver/src/modules/overlays/overlay-processor.service.ts148 // ── Overlay inheritance ───────────────────────────────────────────────────COMMENT
MEDIUM…rver/src/modules/overlays/overlay-processor.service.ts346 // ── Poster backup helpers ─────────────────────────────────────────────────COMMENT
MEDIUM…rver/src/modules/overlays/overlay-processor.service.ts407 // ── Revert ────────────────────────────────────────────────────────────────COMMENT
MEDIUM…rver/src/modules/overlays/overlay-processor.service.ts606 // ── Process single collection ─────────────────────────────────────────────COMMENT
MEDIUM…rver/src/modules/overlays/overlay-processor.service.ts774 // ── Process all enabled collections ───────────────────────────────────────COMMENT
MEDIUM…rver/src/modules/overlays/overlay-processor.service.ts934 // ── Reset all overlays ────────────────────────────────────────────────────COMMENT
MEDIUM…rver/src/modules/overlays/overlay-processor.service.ts1018 // ── Template-based overlay application ────────────────────────────────────COMMENT
MEDIUMapps/server/src/modules/overlays/overlays.controller.ts129 // ── Settings ────────────────────────────────────────────────────────────COMMENT
MEDIUMapps/server/src/modules/overlays/overlays.controller.ts154 // ── Media server helpers (for preview UI) ───────────────────────────────COMMENT
MEDIUMapps/server/src/modules/overlays/overlays.controller.ts202 // ── Processing ──────────────────────────────────────────────────────────COMMENT
MEDIUMapps/server/src/modules/overlays/overlays.controller.ts288 // ── Fonts ───────────────────────────────────────────────────────────────COMMENT
MEDIUMapps/server/src/modules/overlays/overlays.controller.ts394 // ── Images ──────────────────────────────────────────────────────────────COMMENT
MEDIUMapps/server/src/modules/overlays/overlays.controller.ts521 // ── Templates ───────────────────────────────────────────────────────────COMMENT
MEDIUM…ps/server/src/modules/api/plex-api/plex-api.service.ts1967 // ── Overlay poster helpers ────────────────────────────────────────────────COMMENT
MEDIUM…/api/media-server/jellyfin/jellyfin-adapter.service.ts463 // ── Overlay helpers ───────────────────────────────────────────────────────COMMENT
MEDIUM…rver/src/modules/collections/collections.controller.ts700 // ── Custom collection poster ─────────────────────────────────────────────COMMENT
Over-Commented Block37 hits · 37 pts
SeverityFileLineSnippetContext
LOWtypeorm_instructions.txt1// TypeORM 1.x (better-sqlite3). Repository code uses object-formCOMMENT
LOWtypeorm_instructions.txt21// "incremental": false,COMMENT
LOWtypeorm_instructions.txt41COMMENT
LOWtypeorm_instructions.txt61// Wait for the server to fully start (migrations run automatically on boot), then stop it.COMMENT
LOWtypeorm_instructions.txt81// EXCEPT the one you are generating. If a previous attempt of your own migrationCOMMENT
LOWdocker/start.sh1#!/bin/shCOMMENT
LOWpackages/contracts/src/streamystats/watchlists.ts1import z from 'zod'COMMENT
LOWpackages/contracts/src/media-server/features.ts41 MediaServerFeature.PLAYLISTS,COMMENT
LOW.github/lock.yml21 related bugs.COMMENT
LOW.github/workflows/fider-invite-codeowners.yml1name: Fider - Invite CODEOWNERSCOMMENT
LOW.github/workflows/weblate_review.yml41 # base commit it diffs against.COMMENT
LOW.github/workflows/weblate_merge.yml61 GITHUB_TOKEN: ${{ steps.app-token.outputs.token }}COMMENT
LOW.github/workflows/media_server_labels.yml1name: Media server labelsCOMMENT
LOW.github/workflows/fider-pre-existing-scan.yml1name: Fider - Pre-existing scanCOMMENT
LOW.github/workflows/fider-stale.yml1name: Fider - Stale sweepCOMMENT
LOW.github/workflows/weblate_catalog.yml101 HEAD_REPO: ${{ github.event.pull_request.head.repo.full_name }}COMMENT
LOWapps/ui/src/test-utils/react-cleanup.ts1import { cleanup, configure } from '@testing-library/react'COMMENT
LOWapps/server/test/rules-test-matrix.e2e.ts1// Regression matrix for the rules test endpoint.COMMENT
LOW…server/src/database/migration-tests/migrations.spec.ts1import * as fs from 'fs';COMMENT
LOW…ps/server/src/modules/actions/sonarr-action-handler.ts1041 // monitored AND holding files. Seasons the user never downloaded stayCOMMENT
LOW…src/modules/storage-metrics/storage-metrics.service.ts281 seen.set(key, mount);COMMENT
LOW…erver/src/modules/rules/tasks/rule-executor.service.ts281COMMENT
LOW…erver/src/modules/rules/tasks/rule-executor.service.ts961COMMENT
LOW…r/src/modules/rules/helpers/rule.comparator.service.ts121 }COMMENT
LOW…src/modules/api/tracearr-api/tracearr-api.constants.ts21COMMENT
LOW…les/api/streamystats-api/streamystats-api.constants.ts1// Shared id of the Streamystats NodeCache (see modules/api/lib/cache.ts).COMMENT
LOW…erver/src/modules/api/seerr-api/seerr-api.constants.ts1// Shared id of the Seerr requests NodeCache (see modules/api/lib/cache.ts).COMMENT
LOW…api/sportarr-metadata-api/sportarr-metadata.service.ts21// One page of cards walks the sources many times over, and the connectionCOMMENT
LOW…/server/src/modules/api/plex-api/plex-api.constants.ts1export const PLEX_PAGE_SIZE = {COMMENT
LOW…/server/src/modules/api/plex-api/plex-api.constants.ts21// authenticated account's own watchlist), so this comes from probing it: queryCOMMENT
LOW…/server/src/modules/api/plex-api/plex-api.constants.ts41// history - a false never-watched on a tool that deletes media. A miss on anCOMMENT
LOW…/modules/api/media-server/emby/emby-adapter.service.ts1001 }COMMENT
LOW…/server/src/modules/collections/collections.service.ts2761 serverColl &&COMMENT
LOW…/server/src/modules/collections/collections.service.ts2801 if (!serverColl) {COMMENT
LOW…/server/src/modules/collections/collections.service.ts3821 collectionId: collectionDbId,COMMENT
LOW…/server/src/modules/collections/collections.service.ts4341 );COMMENT
LOW…/server/src/modules/collections/collections.service.ts4921 expectedType,COMMENT
Hyper-Verbose Identifiers18 hits · 18 pts
SeverityFileLineSnippetContext
LOWpackages/contracts/src/sportarr/sportarr.constants.ts70export function sportarrLeagueNumberFromTvdbAlias(CODE
LOWapps/ui/src/utils/metadataPreference.ts4export function resolveMetadataPreference(CODE
LOWapps/ui/src/components/Settings/Metadata/index.tsx63function useOptimisticMetadataPreference(CODE
LOWapps/server/src/main.ts82function createDataDirectoryStructure() {CODE
LOWapps/server/src/utils/prefetch-progress.ts14export function createPrefetchProgressReporter(CODE
LOW…/server/src/modules/settings/rule-migration.service.ts69function computePropertyCompatibility(CODE
LOW…/src/modules/rules/helpers/exclusion-cascade.helper.ts25export function buildExclusionCascadeSets(CODE
LOW…src/modules/rules/helpers/collection-exclude.helper.ts17export function buildCollectionExcludeNames(CODE
LOW…rver/src/modules/rules/helpers/rule-property.helper.ts21export function normalizeRulePropertyName(name: string): string {CODE
LOW…rver/src/modules/rules/helpers/rule-property.helper.ts29export function uniqueTrimmedRulePropertyNames(CODE
LOW…rver/src/modules/rules/helpers/rule-property.helper.ts43export function filterRuleCollectionNames(CODE
LOW…/server/src/modules/rules/helpers/section-operators.ts17export function reassertSectionBoundaryOperators(CODE
LOW…ps/server/src/modules/rules/helpers/diskspace.utils.ts17export function filterDiskspaceByTargetPath(CODE
LOW…odules/api/servarr-api/helpers/sportarr-external-id.ts12function leagueExternalIdFromNativeId(CODE
LOW…odules/api/servarr-api/helpers/sportarr-external-id.ts22export function sportarrLeagueExternalIdFromTvdbAlias(CODE
LOW…odules/api/servarr-api/helpers/sportarr-external-id.ts35export function sportarrLeagueExternalIdFromProviderIds(CODE
LOW…/src/modules/api/media-server/media-server-id.utils.ts79export function shouldRefreshMetadataItemId(CODE
LOW…ps/server/src/modules/metadata/metadata-lookup.util.ts6export function formatMetadataLookupCandidates(CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMpackages/contracts/src/streamystats/itemDetails.ts6// so the schema stays robust to that wire-format quirk.COMMENT
Modern AI Meta-Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…/src/modules/rules/tasks/rule-executor.service.spec.ts253 // the type in the shared layer is what the architecture guardrails forbid, andCOMMENT
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…/server/src/modules/notifications/agents/email.spec.ts32 emailTo: 'admin@example.com',CODE