AI Slop Code Risk Monitor

chatfire-AI/huobao-drama

Name: chatfire-AI/huobao-drama — Vue Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

🎬 火宝短剧 - 基于AI的一站式短剧生成平台《一句话生成完整短剧，从剧本到成片全自动化》 Huobao Drama - An AI-Powered End-to-End Short Drama Generator "One Sentence to Complete Drama: Fully Automated from Script to Final Video"

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for chatfire-AI/huobao-drama, a Vue project with 16,850 GitHub stars. SynthScan examined 54,984 lines of code across 176 source files, recording 30 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.9 (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.

0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-25

Last Push

16.9K

Stars

Vue

Language

55.0K

Lines of Code

176

Files

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 1.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 15 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 3.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 23 finding(s).

PR Review Velocity Impact 4.7/100 · LOW

Which changes need focused human review? 30 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 9LOW 20

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 30 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 · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/app/views/drama/episode.vue	1694	// ─── 手动新增资产 ────────────────────────────────────────────	COMMENT
MEDIUM	frontend/app/views/drama/episode.vue	1737	// ─── 删除资产 ────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/app/views/drama/episode.vue	2806	// ─── 批量视频提示词：后端异步逐分镜生成，前端轮询进度 ──────────	COMMENT
MEDIUM	backend/src/agents/tools/image-prompt-tools.ts	19	// ─── 角色提示词 ───────────────────────────────────────	COMMENT
MEDIUM	backend/src/agents/tools/image-prompt-tools.ts	74	// ─── 场景提示词 ───────────────────────────────────────	COMMENT
MEDIUM	backend/src/agents/tools/image-prompt-tools.ts	128	// ─── 道具提示词 ───────────────────────────────────────	COMMENT
MEDIUM	backend/src/agents/tools/extract-tools.ts	19	// ─── 关联辅助 ────────────────────────────────────────────────	COMMENT
MEDIUM	backend/src/agents/tools/extract-tools.ts	50	// ─── 名字归一化（近名去重） ───────────────────────────────────	COMMENT
MEDIUM	backend/src/services/generation.ts	594	// ─── 参考素材归一化 ───────────────────────────────────────────────	COMMENT

Hyper-Verbose Identifiers14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	frontend/app/utils/text-model-selection.ts	8	export function resolveTextModelSelection(options: TextModelOption[], selectedKey: string) {	CODE
LOW	frontend/app/views/drama/episode.vue	2620	function getStoryboardCharacterIds(sb) {	CODE
LOW	frontend/app/views/drama/episode.vue	2635	function isStoryboardCharacterSelected(sb, charId) {	CODE
LOW	frontend/app/views/drama/episode.vue	2639	function toggleStoryboardCharacter(sb, charId) {	CODE
LOW	backend/src/agents/tools/storyboard-tools.ts	63	async function validateStoryboardBindings(episodeId: number, dramaId: number, sceneId: number \| null \| undefined, charac	CODE
LOW	backend/src/utils/storage.ts	116	export async function readImageAsCompressedDataUrl(	CODE
LOW	backend/src/utils/storage.ts	130	export async function fetchImageAsCompressedDataUrl(	CODE
LOW	backend/src/routes/storyboards.ts	26	async function getStoryboardCharacterIds(storyboardId: number) {	CODE
LOW	backend/src/routes/storyboards.ts	53	async function validateStoryboardBindings(episodeId: number, sceneId: number \| null \| undefined, characterIds: number[]	CODE
LOW	backend/src/services/final-prompt.ts	35	export async function ensureCharacterFinalPrompt(char: CharacterRow, episodeId: number, force = false, opts?: PromptAgen	CODE
LOW	backend/src/services/video-prompts.ts	106	export function getVideoPromptBatchStatus(episodeId: number): VideoPromptBatchStatus \| null {	CODE
LOW	backend/src/services/generation.ts	641	async function normalizeVideoReferenceUrl(value: string \| null \| undefined): Promise<string \| null> {	CODE
LOW	backend/src/services/generation.ts	658	async function normalizeVideoReferenceUrls(refs: string[] \| null \| undefined): Promise<string[]> {	CODE
LOW	backend/src/services/generation.ts	696	function normalizeStoredVideoResolution(resolution: string \| null \| undefined): string \| undefined {	CODE

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	frontend/app/locales/zh.json	70	"placeholder": "请选择...",	CODE
LOW	frontend/app/locales/ja.json	70	"placeholder": "選択してください...",	CODE
LOW	frontend/app/locales/en.json	70	"placeholder": "Please select...",	CODE
LOW	frontend/app/locales/ko.json	70	"placeholder": "선택하세요...",	CODE
LOW	frontend/app/components/BaseSelect.vue	6	<span :class="selectedLabel ? '' : 'placeholder'" class="base-select-label">{{ selectedLabel \|\| effectivePlace	CODE
LOW	frontend/app/components/MentionTextarea.vue	11	:placeholder="placeholder"	CODE

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	frontend/app/locales/en.json	216	"finalPromptSub": "Generated by AI from the info; editable before saving",	CODE