AI Slop Code RIsk Monitor

Anil-matcha/Open-Generative-AI

Unrestricted Open-source alternative to AI video platforms — Free AI image & video generation studio with 600+ models (Flux, Midjourney, Kling, Sora, Veo). No content filters. Self-hosted, MIT licensed.

11.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Anil-matcha/Open-Generative-AI, a JavaScript project with 30,020 GitHub stars. SynthScan examined 72,785 lines of code across 200 source files, recording 317 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 11.5 (Moderate 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.

11.5
Adjusted Signal
11.5
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
30.0K
Stars
JavaScript
Language
72.8K
Lines of Code
200
Files
317
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 5.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 73 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 16 finding(s).

Agent Over-Engineering Ratio 42.6/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 292 finding(s).

PR Review Velocity Impact 41.4/100 · MEDIUM

Which changes need focused human review? 317 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 1MEDIUM 228LOW 88

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 317 distinct pattern matches across 7 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 Separators228 hits · 741 pts
SeverityFileLineSnippetContext
MEDIUMscripts/test_minimax_provider.js21// ── 1. Model registration check ──────────────────────────────────────────────COMMENT
MEDIUMscripts/test_minimax_provider.js89// ── 2. models_dump.json check ─────────────────────────────────────────────────COMMENT
MEDIUMscripts/test_minimax_provider.js103// ── 3. Live API smoke test (optional) ────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/ImageStudio.jsx1005 // ── Prompt / upload state ───────────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/ImageStudio.jsx1011 // ── UI state ────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/ImageStudio.jsx1018 // ── Canvas / history state ──────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx64// ─── helpers ────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx83// ─── UploadButton (inline picker) ───────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx627// ─── ModelDropdown ────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx942// ─── SimpleDropdown ───────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx967// ─── Main Component ───────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx988 // ── Model state ─────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1040 // ── Refs ────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1047 // ── Close dropdown on outside click ─────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1059 // ── Persistence: Load ────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1094 // ── Adjust height on load ────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1095 // ── Persistence: Save ────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1186 // ── Handle Dropped Files ────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1197 // ── Derived: current model lists & helpers ───────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1272 // ── Textarea auto-resize ─────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1273 // ── Upload picker callbacks ──────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1312 // ── Model selection ──────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1325 // ── History helpers ──────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1337 // ── View state ─────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1356 // ── Generation ───────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ImageStudio.jsx1466 // ── Render ───────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/AudioStudio.jsx550 // ── Mode & model state ──────────────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/AudioStudio.jsx570 // ── Generation state ──────────────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/AudioStudio.jsx577 // ── History state ────────────────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/AudioStudio.jsx584 // ── Initialize params when model changes ──────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/AudioStudio.jsx599 // ── Persistence: Load ────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/AudioStudio.jsx617 // ── Persistence: Save ────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/AudioStudio.jsx637 // ── Handle Dropped Files ────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/AudioStudio.jsx675 // ── History helpers ─────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ClippingStudio.jsx228 // ── Clipping Parameters State ───────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/ClippingStudio.jsx248 // ── Generation State ─────────────────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/ClippingStudio.jsx255 // ── Output State ─────────────────────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/ClippingStudio.jsx260 // ── History State ────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ClippingStudio.jsx303 // ── Load Persistent State from localStorage ──────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ClippingStudio.jsx321 // ── Save Persistent State to localStorage ───────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ClippingStudio.jsx341 // ── Handle Dropped Files ────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ClippingStudio.jsx371 // ── Highlight Seeking Helper ─────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ClippingStudio.jsx387 // ── Copy Link & Download Helpers ─────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/ClippingStudio.jsx492 // ── Dispatch Run / Call submitAndPoll ────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/LipSyncStudio.jsx421 // ── Prompt ──────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/LipSyncStudio.jsx424 // ── Generation / UI state ───────────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/LipSyncStudio.jsx431 // ── History ─────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/LipSyncStudio.jsx437 // ── Dropdown state ──────────────────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/LipSyncStudio.jsx443 // ── Video ref for result ────────────────────────────────────────────────COMMENT
MEDIUM⚡packages/studio/src/components/LipSyncStudio.jsx447 // ── Persistence: Load ────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/LipSyncStudio.jsx391 // ── Mode & model state ──────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/LipSyncStudio.jsx403 // ── Upload state ────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/LipSyncStudio.jsx481 // ── Persistence: Save ────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/LipSyncStudio.jsx518 // ── Derived model info ──────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/LipSyncStudio.jsx524 // ── Sync model when mode changes ────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/LipSyncStudio.jsx535 // ── Upload handlers ─────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/LipSyncStudio.jsx621 // ── Handle Dropped Files ────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/LipSyncStudio.jsx641 // ── Mode toggle ─────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/LipSyncStudio.jsx668 // ── Model selection ─────────────────────────────────────────────────────COMMENT
MEDIUMpackages/studio/src/components/LipSyncStudio.jsx679 // ── History helpers ─────────────────────────────────────────────────────COMMENT
168 more matches not shown…
Hyper-Verbose Identifiers64 hits · 68 pts
SeverityFileLineSnippetContext
LOWscripts/test_minimax_provider.js118async function testMiniMaxImageGeneration() {CODE
LOWpackages/studio/src/muapi.js35function includeRequiredArrayDefaults(model, payload) {CODE
LOWpackages/studio/src/muapi.js55function normalizePredictionResult(submitData, result, outputUrl) {CODE
LOWpackages/studio/src/muapi.js200export async function generateMarketingStudioAd(apiKey, params) {CODE
LOWpackages/studio/src/videoToolCapabilities.js532export function isContinuationSourceModel(modelOrId, sourceModelId) {CODE
LOWpackages/studio/src/videoToolCapabilities.js598export function resolveVideoUploadTransition({CODE
LOW⚡packages/studio/src/videoToolCapabilities.js624export function getVideoToolOptionDefinitions(model) {CODE
LOW⚡packages/studio/src/videoToolCapabilities.js633export function getDefaultVideoToolOptions(model) {CODE
LOW⚡packages/studio/src/videoToolCapabilities.js641export function serializeVideoToolOptions(model, values = {}) {CODE
LOWpackages/studio/src/videoToolCapabilities.js655function getVideoToolPayloadDefaults(model) {CODE
LOWpackages/studio/src/videoToolCapabilities.js716function resolveContinuationRequestId(entry) {CODE
LOWpackages/studio/src/videoToolCapabilities.js727export function getCompatibleContinuationSources(modelOrId, history = []) {CODE
LOWpackages/studio/src/modelParameters.js30export function getSupplementalModelInputs(model) {CODE
LOWpackages/studio/src/modelParameters.js102export function createModelParameterValues(model, previousValues = {}) {CODE
LOWpackages/studio/src/modelParameters.js114export function mergeModelParameterValues(model, previousValues = {}) {CODE
LOWpackages/studio/src/modelParameters.js118export function buildSupplementalInputPayload(model, values = {}) {CODE
LOW⚡packages/studio/src/groupedVideoParameters.js83export function planGroupedVideoSelection(options) {CODE
LOW⚡packages/studio/src/groupedVideoParameters.js92export function getGroupedVideoResolutionOptions(familyId, ...args) {CODE
LOW⚡packages/studio/src/groupedVideoParameters.js96export function getGroupedVideoSelectionAdjustments(options) {CODE
LOWpackages/studio/src/seedanceParameters.js23function followsSourceVideoResolution(modelId) {CODE
LOWpackages/studio/src/seedanceParameters.js86export function getSeedanceSelectionAdjustments({CODE
LOWpackages/studio/src/seedanceParameters.js255export function migrateSeedanceResolutionSelection(modelId, resolution) {CODE
LOWpackages/studio/src/seedanceParameters.js269export function getSeedanceResolutionOptions(CODE
LOWpackages/studio/src/imageInputContracts.js18export function normalizePrimaryImageUrls(imagesList, imageUrl) {CODE
LOWpackages/studio/src/imageInputContracts.js102export function getImageInputValidationError(CODE
LOWpackages/studio/src/videoModelParameters.js30export function matchingVideoParameterValue(options, value) {CODE
LOWpackages/studio/src/modelCapabilities.js89export function getModelMediaCapabilities(model) {CODE
LOWpackages/studio/src/seedanceModels.js157export function getSeedanceEndpointResolution(modelId) {CODE
LOWpackages/studio/src/seedanceModels.js178export function getSeedanceToolConfiguration(modelId) {CODE
LOWpackages/studio/src/seedanceModels.js295export function getSeedanceVariantOptions(familyId, workflowId = null, currentModelId = null) {CODE
LOWpackages/studio/src/videoWorkflows.js164export function getVideoWorkflowControlState(workflowFamilyOrId, variantId = null) {CODE
LOWpackages/studio/src/videoWorkflows.js189export function getVideoWorkflowControlLabel(workflow) {CODE
LOWpackages/studio/src/videoWorkflows.js232function variantCompatibilityTokens(variantId) {CODE
LOWpackages/studio/src/videoWorkflows.js279function resolveGroupedWorkflowVariant(CODE
LOWpackages/studio/src/videoWorkflows.js311export function resolveVideoWorkflowVariant(CODE
LOWpackages/studio/src/videoWorkflows.js362export function resolvePersistedVideoWorkflowSelection(CODE
LOWpackages/studio/src/videoWorkflows.js398export function getVideoWorkflowMediaConfig(model, workflowId) {CODE
LOWpackages/studio/src/videoWorkflows.js509export function getVideoWorkflowMediaSlots(model, workflowId) {CODE
LOWpackages/studio/src/videoWorkflows.js759export function migrateVideoWorkflowMediaDrafts(drafts) {CODE
LOWpackages/studio/src/videoWorkflows.js832export function projectVideoWorkflowMedia(model, workflowId, media = {}) {CODE
LOWpackages/studio/src/videoWorkflows.js841export function getVideoWorkflowMediaAdjustments(currentModel, nextModel, workflowId, media) {CODE
LOWpackages/studio/src/videoWorkflows.js857export function getVideoWorkflowSlotRemaining(slot, media = {}) {CODE
LOWpackages/studio/src/videoWorkflows.js871export function legacyVideoMediaToWorkflowDraft(model, workflowId, media = {}) {CODE
LOWpackages/studio/src/videoWorkflows.js891export function validateVideoWorkflowMedia(workflowId, media = {}, model = null) {CODE
LOWpackages/studio/src/videoWorkflows.js939export function buildVideoWorkflowMediaParams(model, workflowId, media = {}) {CODE
LOWpackages/studio/src/minimaxParameters.js30export function getMiniMaxResolutionOptions(familyId, workflowId = null, currentModelId = null, nativeResolution) {CODE
LOW⚡packages/studio/src/groupedVideoModels.js33export function getGroupedVideoConfiguration(modelId) {CODE
LOW⚡packages/studio/src/groupedVideoModels.js41export function resolveGroupedVideoVariant(options) {CODE
LOW⚡packages/studio/src/groupedVideoModels.js45export function getGroupedVideoVariantOptions(familyId, workflowId, modelId) {CODE
LOWpackages/studio/src/groupedVideoRegistry.js10export function createGroupedVideoRegistry({ facetOptions, facetLabels, registerVariants }) {CODE
LOWpackages/studio/src/modelFamilies.js523function getPickerEntryByVariantId(catalog, variantId) {CODE
LOWpackages/studio/src/modelFamilies.js820function buildVideoModelMenuEntries() {CODE
LOWpackages/studio/src/nativeVideoParameters.js16export function createNativeVideoParameters({ getConfiguration, resolveVariant, getResolutionVariants }) {CODE
LOWpackages/studio/src/videoMediaInputs.js37export function normalizeImageAttachments(profile, attachments) {CODE
LOWpackages/studio/src/videoMediaInputs.js64export function reconcileImageAttachments(CODE
LOWpackages/studio/src/utils/generationLifecycle.js20export function appendGenerationRefundNotice(message, error) {CODE
LOWpackages/studio/src/components/MotionControlStudio.jsx214function CharacterImagesMediaButton({CODE
LOW…ckages/studio/src/components/prompt/PromptComposer.jsx64export function promptMediaButtonClassName({CODE
LOWelectron/lib/localInferenceAssets.js3function pickBinaryAssetForPlatform({ platform, arch, zipNames }) {CODE
LOWelectron/lib/localInferenceAssets.js41function getBundledBinaryResourceDir({ resourcesPath, platform, arch }) {CODE
4 more matches not shown…
Fake / Example Data16 hits · 16 pts
SeverityFileLineSnippetContext
LOWmessages/zh/common.json63 "placeholder": "在此粘贴您的密钥...",CODE
LOWmessages/en/common.json63 "placeholder": "Paste your key here...",CODE
LOWpackages/studio/src/messages/zh/cinemaStudio.json39 "placeholder": "描述你的电影场景...",CODE
LOWpackages/studio/src/messages/zh/videoStudio.json12 "placeholder": "搜索模型..."CODE
LOWpackages/studio/src/messages/zh/lipSyncStudio.json23 "placeholder": "描述说话风格..."CODE
LOWpackages/studio/src/messages/zh/marketingStudio.json14 "placeholder": "描述您的广告脚本... 使用 @image1 表示产品,@image2 表示形象。"CODE
LOWpackages/studio/src/messages/zh/layersStudio.json107 "placeholder": "输入文字修改提示词...",CODE
LOWpackages/studio/src/messages/zh/aiInfluencerStudio.json51 "placeholder": "添加更多细节…例如霓虹赛博朋克灯光、戏剧性阴影"CODE
LOWpackages/studio/src/messages/zh/vibeMotionStudio.json37 "placeholder": {CODE
LOWpackages/studio/src/messages/en/cinemaStudio.json39 "placeholder": "Describe your cinema scene...",CODE
LOWpackages/studio/src/messages/en/videoStudio.json12 "placeholder": "Search models..."CODE
LOWpackages/studio/src/messages/en/lipSyncStudio.json23 "placeholder": "Describe speech style..."CODE
LOWpackages/studio/src/messages/en/marketingStudio.json14 "placeholder": "Describe your ad script... Use @image1 for product, @image2 for avatar."CODE
LOWpackages/studio/src/messages/en/layersStudio.json107 "placeholder": "Enter text modification prompt...",CODE
LOWpackages/studio/src/messages/en/aiInfluencerStudio.json51 "placeholder": "Add extra details… e.g. neon cyberpunk lighting, dramatic shadows"CODE
LOWpackages/studio/src/messages/en/vibeMotionStudio.json37 "placeholder": {CODE
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHpackages/studio/src/components/AppsStudio.jsx106 { thumbnail: "https://cdn.muapi.ai/apps/Social_Post.webp", name: "Social Post", description: "AI-generated social mediCODE
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOWpackages/studio/src/i18nUtils.js1// Tiny, dependency-free locale-copy resolver shared by every StudioCOMMENT
LOWlib/locales.js1// Locale registry for the standalone Open Generative AI studio app.COMMENT
LOWelectron/lib/wan2gpProvider.js1// Wan2GP provider — video (and large image) models from https://github.com/deepbeepmeep/Wan2GP.COMMENT
LOWsrc/lib/models.js1// Single source of truth lives in the studio workspace package.COMMENT
Verbosity Indicators2 hits · 3 pts
SeverityFileLineSnippetContext
LOWsrc/lib/muapi.js73 // Step 1: Submit the taskCOMMENT
LOWsrc/lib/muapi.js102 // Step 2: Poll for resultsCOMMENT
Structural Annotation Overuse2 hits · 3 pts
SeverityFileLineSnippetContext
LOWsrc/lib/muapi.js73 // Step 1: Submit the taskCOMMENT
LOWsrc/lib/muapi.js102 // Step 2: Poll for resultsCOMMENT