AI Slop Code Risk Monitor

freestylefly/awesome-gpt-image-2

Name: freestylefly/awesome-gpt-image-2 — JavaScript 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).

Prompt as Code | GPT Image 2 / 2.5 提示词与案例库，530+ 个案例、20+ 套工业级模板与可复用 Skills，新增 2.5 同提示词对比专区，附完整提示词与生成记录，持续更新。

0.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for freestylefly/awesome-gpt-image-2, a JavaScript project with 35,327 GitHub stars. SynthScan examined 45,650 lines of code across 99 source files, recording 32 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 0.8 (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.

0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-14

Last Push

35.3K

Stars

JavaScript

Language

45.6K

Lines of Code

Files

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 3.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 31 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

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

Agent Over-Engineering Ratio 2.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 27 finding(s).

PR Review Velocity Impact 4.3/100 · LOW

Which changes need focused human review? 32 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 4LOW 28

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 32 distinct pattern matches across 3 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 Identifiers27 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	shared/apimart.js	7	export function buildApimartGenerationPayload(prompt, options = {}) {	CODE
LOW	api/admin/metrics.js	72	function normalizeBusinessDailyRows(rows) {	CODE
LOW	api/_lib/alipay.js	120	export function getCommunityAlipayNotifyUrl(appUrl) {	CODE
LOW	api/_lib/alipay.js	185	export function sanitizeAlipayNotifyParams(params = {}) {	CODE
LOW	api/_lib/alipay.js	208	export function validateAlipayOrderResult(order, result) {	CODE
LOW	api/_lib/alipay.js	222	export async function completeAlipayCreditPackOrder(client, order, result, options = {}) {	CODE
LOW	api/_lib/community-alipay.js	13	export function shouldQueryCommunityOrderAtAlipay(status) {	CODE
LOW	api/_lib/community-alipay.js	17	export async function queryCommunityOrderAtAlipay(client, sdk, order) {	CODE
LOW	api/_lib/community-alipay.js	48	export async function closeCommunityOrderAtAlipay(client, sdk, order) {	CODE
LOW	api/_lib/supabase.js	15	export function isSupabaseServerConfigured() {	CODE
LOW	api/_lib/generation.js	4	export async function getGenerationResponseUser(client, userId) {	CODE
LOW	api/_lib/billing.js	146	export async function getOrCreateStripeCustomer({ client, stripe, user, profile }) {	CODE
LOW	api/_lib/billing.js	146	export async function getOrCreateStripeCustomer({ client, stripe, user, profile }) {	CODE
LOW	api/_lib/billing.js	249	function normalizeSubscriptionStatus(status) {	CODE
LOW	api/_lib/billing.js	254	export async function upsertMembershipFromSubscription(client, subscription, fallback = {}) {	CODE
LOW	api/_lib/billing.js	281	async function hasTransactionWithMetadata(client, userId, source, metadata) {	CODE
LOW	api/_lib/community.js	24	export function isCommunityPaymentEnabled(env = process.env) {	CODE
LOW	api/_lib/community.js	108	export function shouldExpireCommunityOrder(order, now = Date.now()) {	CODE
LOW	api/_lib/community.js	124	export function validateCommunityTradeResult(order, result) {	CODE
LOW	api/_lib/community.js	145	export function validateCommunityPaidNotification(order, params, runtime) {	CODE
LOW	api/_lib/community.js	166	export function sanitizeAlipayNotifyParams(params = {}) {	CODE
LOW	api/_lib/community.js	208	export function detectCommunityQrMediaType(buffer) {	CODE
LOW	api/_lib/community.js	225	export function validateCommunityQrUpload(buffer, declaredType = '') {	CODE
LOW	api/_lib/community.js	313	export async function closeCommunityOrderLocally(client, orderId) {	CODE
LOW	api/billing/webhook.js	100	async function handleSubscriptionChanged(client, subscription) {	CODE
LOW	src/apimartClient.js	278	export function cleanupExpiredGeneratedTests(storage, nowMs = Date.now()) {	CODE
LOW	src/main.jsx	3931	function handleOpenCaseFromAccount(caseItem) {	CODE

Modern AI Meta-Vocabulary4 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	428	<a href="docs/gallery-part-2.md#case-334"><img src="data/images/category-covers/infographic.jpg" alt="RAG technica	CODE
MEDIUM	README.ja.md	423	<a href="docs/gallery-part-2.md#case-334"><img src="data/images/category-covers/infographic.jpg" alt="RAG 技術解説図" w	CODE
MEDIUM	README.zh-CN.md	426	<a href="docs/gallery-part-2.md#case-334"><img src="data/images/category-covers/infographic.jpg" alt="RAG 技术详解图" w	CODE
MEDIUM	docs/gallery-part-2.md	5389	### 例 334：RAG 技术详解图	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/gallery-part-1.md	1474	"placeholder": "Reply to Emperor Zhu Yuanzhang..."	CODE