AI Slop Code Risk Monitor

HBAI-Ltd/Toonflow-app

SlopCodeMonitor badge for HBAI-Ltd/Toonflow-app Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

短剧、漫剧制作工具 Toonflow:开源 AI 视频创作平台,集成剧本创作、智能分镜、角色与场景资产管理、图像生成和视频生成。融合无限画布、AI Agent 与可视化工作流,支持本地部署、自选模型、跨平台客户端、MCP 与插件扩展。Open-source AI short drama and motion comic creation tool with an infinite canvas, AI agents, storyboarding, image and video generation. Self-hosted and extensible, with a canvas-based approach similar to LibTV and TapNow.

0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for HBAI-Ltd/Toonflow-app, a Vue project with 20,060 GitHub stars. SynthScan examined 210,068 lines of code across 965 source files, recording 75 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.6 (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.

0.6
Adjusted Signal
0.6
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
20.1K
Stars
Vue
Language
210.1K
Lines of Code
965
Files
75
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 0.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 23 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.3/100 · LOW

Are imports declared and package/API names verified? 52 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 21 finding(s).

PR Review Velocity Impact 2.8/100 · LOW

Which changes need focused human review? 75 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 5HIGH 0MEDIUM 0LOW 70

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 75 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.

Hallucination Indicators5 hits · 50 pts
SeverityFileLineSnippetContext
CRITICALapps/server/src/routes/tools/get.ts9 const tools = (await u.plugins.listTools()).map(tool => ({ ...tool, builtin: req.app.locals.builtinPlugins.tool.has(toCODE
CRITICALapps/server/src/routes/nodes/get.ts29 builtin: req.app.locals.builtinPlugins.node.has(name),CODE
CRITICALapps/server/src/routes/ext/list.ts22 builtin: req.app.locals.builtinPlugins.ext.has(name),CODE
CRITICALapps/server/src/routes/agents/get.ts10 builtin: team.kind === "local" && req.app.locals.builtinPlugins.agent.has(team.name),CODE
CRITICALapps/server/src/routes/skills/get.ts28 builtin: req.app.locals.builtinPlugins.skill.has(relative(skillsDirectory, skill.filePath).split(sep)[0]),CODE
Fake / Example Data47 hits · 47 pts
SeverityFileLineSnippetContext
LOWpackages/i18n/src/transform.ts9 "title", "label", "placeholder", "aria-label", "alt", "description", "content", "header", "message", "tip",CODE
LOWpackages/i18n/src/transform.ts15 "label", "title", "description", "groupLabel", "text", "tooltip", "placeholder", "emptyText", "noDataText", "loadingTeCODE
LOWpackages/i18n/src/elementPlus/tr.json98 "placeholder": "Seç"CODE
LOWpackages/i18n/src/elementPlus/tr.json109 "placeholder": "Seç",CODE
LOWpackages/i18n/src/elementPlus/mr.json98 "placeholder": "निवडा"CODE
LOWpackages/i18n/src/elementPlus/mr.json109 "placeholder": "निवडा",CODE
LOWpackages/i18n/src/elementPlus/zhCn.json98 "placeholder": "请选择"CODE
LOWpackages/i18n/src/elementPlus/zhCn.json109 "placeholder": "请选择",CODE
LOWpackages/i18n/src/elementPlus/bn.json98 "placeholder": "নির্বাচন করুন"CODE
LOWpackages/i18n/src/elementPlus/bn.json109 "placeholder": "নির্বাচন করুন",CODE
LOWpackages/i18n/src/elementPlus/ms.json98 "placeholder": "Pilih"CODE
LOWpackages/i18n/src/elementPlus/ms.json109 "placeholder": "Pilih",CODE
LOWpackages/i18n/src/elementPlus/ja.json98 "placeholder": "選択してください"CODE
LOWpackages/i18n/src/elementPlus/ja.json109 "placeholder": "選択してください",CODE
LOWpackages/i18n/src/elementPlus/ru.json98 "placeholder": "Выбрать"CODE
LOWpackages/i18n/src/elementPlus/ru.json109 "placeholder": "Выбрать",CODE
LOWpackages/i18n/src/elementPlus/ta.json98 "placeholder": "தேர்வு செய்"CODE
LOWpackages/i18n/src/elementPlus/ta.json109 "placeholder": "தேர்வு செய்",CODE
LOWpackages/i18n/src/elementPlus/fil.json98 "placeholder": "Pumili"CODE
LOWpackages/i18n/src/elementPlus/fil.json109 "placeholder": "Pumili",CODE
LOWpackages/i18n/src/elementPlus/ur.json98 "placeholder": "منتخب کریں"CODE
LOWpackages/i18n/src/elementPlus/ur.json109 "placeholder": "منتخب کریں",CODE
LOWpackages/i18n/src/elementPlus/en.json98 "placeholder": "Select"CODE
LOWpackages/i18n/src/elementPlus/en.json109 "placeholder": "Select",CODE
LOWpackages/i18n/src/elementPlus/pa.json98 "placeholder": "ਚੁਣੋ"CODE
LOWpackages/i18n/src/elementPlus/pa.json109 "placeholder": "ਚੁਣੋ",CODE
LOWpackages/i18n/src/elementPlus/hi.json98 "placeholder": "चुनें"CODE
LOWpackages/i18n/src/elementPlus/hi.json109 "placeholder": "चुनें",CODE
LOWpackages/i18n/src/elementPlus/ko.json98 "placeholder": "선택"CODE
LOWpackages/i18n/src/elementPlus/ko.json109 "placeholder": "선택",CODE
LOWpackages/i18n/src/elementPlus/vi.json98 "placeholder": "Chọn"CODE
LOWpackages/i18n/src/elementPlus/vi.json109 "placeholder": "Chọn",CODE
LOWpackages/i18n/src/elementPlus/fa.json98 "placeholder": "انتخاب کنید"CODE
LOWpackages/i18n/src/elementPlus/fa.json109 "placeholder": "انتخاب کنید",CODE
LOWpackages/i18n/src/elementPlus/te.json98 "placeholder": "ఎంచుకోండి"CODE
LOWpackages/i18n/src/elementPlus/te.json109 "placeholder": "ఎంచుకోండి",CODE
LOWpackages/i18n/src/elementPlus/id.json98 "placeholder": "Pilih"CODE
LOWpackages/i18n/src/elementPlus/id.json109 "placeholder": "Pilih",CODE
LOWpackages/i18n/src/elementPlus/th.json98 "placeholder": "เลือก"CODE
LOWpackages/i18n/src/elementPlus/th.json109 "placeholder": "เลือก",CODE
LOWpackages/i18n/src/elementPlus/ar.json98 "placeholder": "إختر"CODE
LOWpackages/i18n/src/elementPlus/ar.json109 "placeholder": "إختر",CODE
LOWpackages/i18n/src/elementPlus/zhTw.json98 "placeholder": "請選擇"CODE
LOWpackages/i18n/src/elementPlus/zhTw.json109 "placeholder": "請選擇",CODE
LOWapps/web/src/components/singleAgentDialog.vue34 <el-input v-model="draft" type="textarea" :rows="3" resize="none" :placeholder="placeholder" :disabled="busyCODE
LOW…eb/src/components/settings/panels/general/keyInput.vue26 <span v-if="recording" class="placeholder">请按快捷键…</span>CODE
LOW…eb/src/components/settings/panels/general/keyInput.vue27 <span v-else-if="!draft" class="placeholder">未绑定</span>CODE
Hyper-Verbose Identifiers21 hits · 21 pts
SeverityFileLineSnippetContext
LOWcompat/ohos/browserCompatibility.ts1export function installBrowserCompatibility() {CODE
LOWpackages/nodes/imageNode/src/imageMultiAngle.ts39export function getMultiAngleCameraPosition(value: Pick<MultiAngleSettings, "azimuth" | "elevation" | "distance">) {CODE
LOWpackages/providers/src/media/compshare.ts598function ensureNoUnsupportedImageOptions(protocol: string, request: ImageRequest): void {CODE
LOWpackages/asr/src/index.ts42function getRecognitionConstructor() {CODE
LOWpackages/asr/src/index.ts55export function isBrowserAudioAsrSupported() {CODE
LOWapps/web/src/stores/desktopUpdate.ts87export function stopDesktopUpdateObservation() {CODE
LOWapps/web/src/stores/desktopUpdate.ts91export function registerDesktopAutoUpdate() {CODE
LOW…s/web/src/components/settings/panels/general/index.vue117function refreshNotificationPermission() {CODE
LOWapps/web/src/lib/browserCapabilities.ts2export function getMissingBrowserFeatures(): string[] {CODE
LOWapps/web/src/lib/notification.ts6export function getNotificationPermission(): NotificationPermission | "unsupported" | "insecure" {CODE
LOWapps/web/src/lib/notification.ts13export async function requestNotificationPermission() {CODE
LOWapps/web/src/pages/workspace/index.vue156function preventSideButtonNavigation(event: MouseEvent) {CODE
LOWapps/web/src/pages/workspace/canvasFile.ts6export function getCanvasAssetDirectories(nodes: CanvasAssetNode[], retainedNodes: CanvasAssetNode[]) {CODE
LOWapps/desktop/src/index.ts38async function restoreInstallRegistration(installDirectory: string) {CODE
LOWapps/desktop/src/update/windowsUpdater.ts20export function confirmWindowsUpdateStartup(resourcesDirectory: string, failed = false) {CODE
LOWapps/server/src/utils/mobileLink/index.ts29export function initializeMobileLinkRuntime(app: Application) {CODE
LOWapps/server/src/utils/singleAgent/index.ts354export function assertWorkspaceBrowserAccess(browserSessionId: string) {CODE
LOWapps/server/src/utils/media/provider.ts300export function validateMediaProviderSource(source: string) {CODE
LOWapps/server/src/utils/media/provider.ts305export function replaceMediaProviderModels(source: string, models: z.infer<typeof mediaModelsSchema>) {CODE
LOWapps/server/src/utils/media/provider.ts455export async function refreshMediaProviderModels(fileName: string, revision: string) {CODE
LOWapps/server/src/agent/runtime/model.ts7export function getAgentModelConfiguration(providerId: string, modelId: string, thinkingLevel?: ThinkingLevel) {CODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOWcompat/ohos/native/nodeHost.cpp1#include <node.h>COMMENT
LOWcompat/ohos/native/runtime.cpp1#include <napi/native_api.h>COMMENT