AI Slop Code Risk Monitor

sub-store-org/Sub-Store

SlopCodeMonitor badge for sub-store-org/Sub-Store Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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2.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for sub-store-org/Sub-Store, a JavaScript project with 10,804 GitHub stars. SynthScan examined 67,085 lines of code across 166 source files, recording 149 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 2.3 (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.

2.3
Adjusted Signal
2.3
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
10.8K
Stars
JavaScript
Language
67.1K
Lines of Code
166
Files
149
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 10.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 146 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 9.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 116 finding(s).

PR Review Velocity Impact 10.5/100 · LOW

Which changes need focused human review? 149 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 0LOW 149

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 149 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 Identifiers116 hits · 126 pts
SeverityFileLineSnippetContext
LOWbackend/src/core/proxy-utils/vmess-security.js29function canonicalizeVmessSecurity(security) {CODE
LOWbackend/src/core/proxy-utils/vmess-security.js57export function normalizeClashVmessSecurity(security) {CODE
LOWbackend/src/core/proxy-utils/vmess-security.js75export function formatSurgeVmessEncryptMethod(security) {CODE
LOWbackend/src/core/proxy-utils/transport-path.js89export function getSafeIntegerPathQueryParam(rawPath, paramName) {CODE
LOWbackend/src/core/proxy-utils/transport-path.js125export function normalizeWebSocketEarlyDataPath(wsOpts) {CODE
LOWbackend/src/core/proxy-utils/transport-path.js160export function deleteHttpUpgradeEarlyDataMetadata(wsOpts) {CODE
LOWbackend/src/core/proxy-utils/index.js650function isRootHeaderSensitiveProxy(proxy) {CODE
LOWbackend/src/core/proxy-utils/xhttp-utils.js1function parseNormalizedXhttpRangeBounds(CODE
LOW⚡backend/src/core/proxy-utils/xhttp-utils.js61function parseNormalizedXhttpPositiveRangeBounds(value) {CODE
LOW⚡backend/src/core/proxy-utils/xhttp-utils.js67function parseNormalizedXhttpStrictPositiveRangeBounds(value) {CODE
LOW⚡backend/src/core/proxy-utils/xhttp-utils.js74export function normalizeXhttpPositiveRange(value) {CODE
LOW⚡backend/src/core/proxy-utils/xhttp-utils.js84export function normalizeXhttpStrictPositiveRangeString(value) {CODE
LOW⚡backend/src/core/proxy-utils/xhttp-utils.js94export function normalizeXhttpStrictPositiveRangeValue(value) {CODE
LOW⚡backend/src/core/proxy-utils/xhttp-utils.js104export function normalizeXhttpNonNegativeRange(value) {CODE
LOW⚡backend/src/core/proxy-utils/xhttp-utils.js114export function normalizeXhttpIntegerValue(CODE
LOWbackend/src/core/proxy-utils/ech-utils.js39export function isSupportedXrayEchConfigList(echConfigList) {CODE
LOWbackend/src/core/proxy-utils/ech-utils.js43export function isSupportedXrayEchForceQuery(forceQuery) {CODE
LOWbackend/src/core/proxy-utils/ech-utils.js60export function buildMihomoEchOptsFromXrayFields({CODE
LOWbackend/src/core/proxy-utils/ech-utils.js93export function buildXrayEchFieldsFromMihomo(CODE
LOWbackend/src/core/proxy-utils/ech-utils.js142export function buildXrayEchConfigListFromMihomo(CODE
LOWbackend/src/core/proxy-utils/parsers/index.js57function decodeShadowsocksUserInfo(rawUserInfoStr) {CODE
LOWbackend/src/core/proxy-utils/parsers/index.js121function parseWireGuardURIAddressValue(value) {CODE
LOWbackend/src/core/proxy-utils/parsers/peggy/surge.js83 function startsWithQuotedHeaderKey(text) {CODE
LOWbackend/src/core/proxy-utils/producers/shadowrocket.js316function hasShadowrocketSnellShadowTlsObfsConflict(proxy) {CODE
LOWbackend/src/core/proxy-utils/producers/clashmeta.js26function warnMihomoUnsupportedEchDns(proxy, echOpts, echOptsPath) {CODE
LOWbackend/src/core/proxy-utils/producers/clashmeta.js39function warnMihomoUnsupportedEchDnsFields(proxy, type) {CODE
LOWbackend/src/core/proxy-utils/producers/clashmeta.js482function hasMihomoSnellShadowTlsObfsConflict(proxy) {CODE
LOWbackend/src/core/proxy-utils/producers/clashmeta.js492function getMihomoShadowTlsVersion(proxy) {CODE
LOWbackend/src/core/proxy-utils/producers/utils.js59export function normalizePluginMuxBooleanValue(mux) {CODE
LOWbackend/src/core/proxy-utils/producers/utils.js94export function restoreShadowTLSProxyOpts(proxy) {CODE
LOWbackend/src/core/proxy-utils/producers/utils.js119function parseWireGuardInterfaceAddress(value, family) {CODE
LOWbackend/src/core/proxy-utils/producers/utils.js135function normalizeWireGuardInterfaceAddress(proxy, config) {CODE
LOWbackend/src/core/proxy-utils/producers/utils.js152export function normalizeWireGuardInterface(proxy = {}) {CODE
LOWbackend/src/core/proxy-utils/producers/utils.js168export function getWireGuardAddressWithCIDR(proxy = {}, family = 'ipv4') {CODE
LOWbackend/src/core/proxy-utils/producers/uri.js54function setHttpUpgradeEarlyDataPath(path, transportOpts) {CODE
LOWbackend/src/core/proxy-utils/producers/uri.js66function setWebSocketEarlyDataPath(path, transportOpts) {CODE
LOWbackend/src/core/proxy-utils/producers/uri.js96function getSerializableXhttpRangeValue(value) {CODE
LOWbackend/src/core/proxy-utils/producers/uri.js171function applyStructuredXhttpExtraFields(CODE
LOWbackend/src/core/proxy-utils/producers/uri.js286function buildXhttpDownloadSettings(CODE
LOWbackend/src/core/proxy-utils/producers/uri.js435function buildStructuredVlessExtraObject(proxy) {CODE
LOWbackend/src/core/proxy-utils/producers/uri.js471function mergeUnsupportedXhttpExtraValue(baseValue, unsupportedValue) {CODE
LOWbackend/src/core/proxy-utils/producers/uri.js487function mergeUnsupportedXhttpExtraObject(baseObject, unsupportedObject) {CODE
LOWbackend/src/core/proxy-utils/processors/index.js29export function isResponseTransformerType(type) {CODE
LOWbackend/src/core/proxy-utils/processors/index.js530function AddProxiesFromSubscriptionOperator(CODE
LOWbackend/src/core/proxy-utils/processors/index.js611function normalizeResolveDomainConcurrency(concurrency) {CODE
LOWbackend/src/core/proxy-utils/processors/index.js628function normalizeResolveDomainCustomDnsConcurrency(concurrency) {CODE
LOWbackend/src/core/proxy-utils/processors/index.js645function normalizeResolveDomainTimeout(timeout, defaultTimeout) {CODE
LOWbackend/src/core/proxy-utils/processors/index.js677function normalizeResolveDomainCacheTtl(cacheTtl) {CODE
LOWbackend/src/core/proxy-utils/processors/index.js703function normalizeCustomDnsUrlList(url) {CODE
LOWbackend/src/core/proxy-utils/processors/index.js707async function resolveDomainsWithConcurrency(CODE
LOWbackend/src/core/proxy-utils/processors/index.js725async function resolveWithCustomDnsConcurrency(urls, concurrency, resolveUrl) {CODE
LOWbackend/src/core/proxy-utils/processors/index.js801function getCachedDomainResolverResult(CODE
LOWbackend/src/core/proxy-utils/processors/index.js854function packCustomDnsCachedResult(result, resolverUrl) {CODE
LOWbackend/src/core/proxy-utils/processors/index.js861function unpackCustomDnsCachedResult(cached) {CODE
LOWbackend/src/core/proxy-utils/processors/index.js873function getCustomDnsResultResolverUrl(result) {CODE
LOWbackend/src/test/utils/request-concurrency.spec.js26 function setRequestConcurrencySettings(settings) {CODE
LOWbackend/src/test/restful/download.spec.js107async function requestDownloadSubscription(query) {CODE
LOWbackend/src/test/restful/download.spec.js152async function requestDownloadCollection(query) {CODE
LOWbackend/src/utils/download.js39function maybePrefixGithubProxyUrl(url, githubProxy, githubProxyRegex) {CODE
LOWbackend/src/utils/download.js125function formatPlainDownloadResult(result, returnRaw) {CODE
56 more matches not shown…
Over-Commented Block30 hits · 27 pts
SeverityFileLineSnippetContext
LOWbackend/src/core/proxy-utils/producers/sing-box.js1521 // proxy.cipher = 'none';COMMENT
LOWbackend/src/core/proxy-utils/producers/clashmeta.js261 // 会先把 flow 截断到 16 个字符,并且只接受COMMENT
LOWbackend/src/utils/index.js61COMMENT
LOWbackend/src/utils/index.js81// (array[i++] & 0x3f);COMMENT
LOWscripts/demo.js1function operator(proxies = [], targetPlatform, context) {COMMENT
LOWscripts/demo.js21 // 输出到 Clash/Stash 时, 会过滤掉配置了前置代理的节点, 并提示使用对应的功能.COMMENT
LOWscripts/demo.js41 // 非空 certificate/certificate_path 不能与非空 certificate_sha256/certificate_public_key_sha256 共存, 冲突时会报错并过滤该节点; certifCOMMENT
LOWscripts/demo.js61 // 32. mihomo 中 Snell shadow-tls 字段与 ss shadow-tls 字段不同, 使用的是 obfs-opts 而不是 plugin+plugin-opts, 不能与 obfs http/tls 共存. COMMENT
LOWscripts/demo.js81 // 43. sing-box WireGuard 支持 `_name` 设置系统接口名称 `name`, 配合 `system: true` 使用; 节点的 `name` 仍用于输出 `tag`. 例如: $server._name COMMENT
LOWscripts/demo.js101 // 先这样处理 encodeURIComponent('arg1=a&arg2=b')COMMENT
LOWscripts/demo.js121 // 则会在输出时设置响应头, 例如:COMMENT
LOWscripts/demo.js141 // const ua = headers?.['user-agent'] || headers?.['User-Agent']COMMENT
LOWscripts/demo.js161 // 'user-agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/14COMMENT
LOWscripts/demo.js181 // cache.get('a:1')COMMENT
LOWscripts/demo.js201COMMENT
LOWscripts/demo.js221 // 可参考 https://telegram.me/zhetengsha/1066COMMENT
LOWscripts/demo.js241 // },COMMENT
LOWscripts/demo.js261 // type: 'file',COMMENT
LOWscripts/demo.js281 // 'age1...'COMMENT
LOWscripts/demo.js301 // })COMMENT
LOWscripts/demo.js321 // 3. clash.metaCOMMENT
LOWscripts/demo.js341 // const content = ProxyUtils.produce([...proxies], platform)COMMENT
LOWscripts/demo.js361 // $content = ProxyUtils.Base64.encode($content ?? $files[0])COMMENT
LOWscripts/demo.js381 // console.log(`User-Agent: ${ua}`);COMMENT
LOWscripts/demo.js401 // 适用于 type: 'subscription' / 'sub' / 'collection' / 'col', 不传时仍直接返回处理结果COMMENT
LOWscripts/demo.js421 // for (const [key, value] of Object.entries(context.source)) {COMMENT
LOWscripts/demo.js441 // "icon": "",COMMENT
LOWscripts/demo.js461 // "icon": "",COMMENT
LOWscripts/demo.js481 // "process": [],COMMENT
LOWscripts/demo.js501 // },COMMENT
Fake / Example Data3 hits · 3 pts
SeverityFileLineSnippetContext
LOWbackend/src/test/utils/gist.spec.js122 content: 'placeholder',CODE
LOWbackend/src/test/utils/gist.spec.js129 content: 'placeholder',CODE
LOWbackend/src/test/utils/gist.spec.js174 content: 'placeholder',CODE