AI Slop Code Risk Monitor

linkwarden/linkwarden

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

⚡️⚡️⚡️ Self-hosted collaborative bookmark manager to collect, read, annotate, and fully preserve what matters, all in one place.

0.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for linkwarden/linkwarden, a TypeScript project with 20,280 GitHub stars. SynthScan examined 75,877 lines of code across 620 source files, recording 64 pattern matches distributed across 6 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
2026-10-26
Last Push
20.3K
Stars
TypeScript
Language
75.9K
Lines of Code
620
Files
64
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 4.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 63 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 2.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 32 finding(s).

PR Review Velocity Impact 4.5/100 · LOW

Which changes need focused human review? 64 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 0LOW 63

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 64 distinct pattern matches across 6 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 Identifiers32 hits · 32 pts
SeverityFileLineSnippetContext
LOWpackages/lib/ssrf.ts193export function isHostnameBlockedForServerSideFetch(hostname: string) {CODE
LOWpackages/lib/ssrf.ts204export function isIpAddressBlockedForServerSideFetch(address: string) {CODE
LOWpackages/lib/ssrf.ts259export async function resolveHostnameForServerSideFetch(CODE
LOWpackages/lib/ssrf.ts306export async function assertUrlIsSafeForServerSideFetch(CODE
LOWpackages/lib/ssrf.ts331export async function isUrlSafeForServerSideFetch(CODE
LOWapps/extension/src/@/lib/screenshot.ts117async function captureVisibleTabScreenshot(): Promise<Blob> {CODE
LOWapps/extension/src/@/lib/screenshot.ts129async function captureFullPageScreenshot(): Promise<Blob> {CODE
LOWapps/extension/src/@/lib/cache.ts55export async function getBookmarkMetadataByBookmarkId(CODE
LOW…components/ModalContent/EditCollectionSharingModal.tsx35export default function EditCollectionSharingModal({CODE
LOW…mponents/ModalContent/EmailChangeVerificationModal.tsx16export default function EmailChangeVerificationModal({CODE
LOW…components/ModalContent/DeleteRssSubscriptionModal.tsx15export default function DeleteRssSubscriptionModal({CODE
LOWapps/web/lib/utils.ts29export function customCollisionDetectionAlgorithm(args: any) {CODE
LOWapps/web/lib/copyToClipboard.ts1export function fallbackCopyTextToClipboard(text: string): boolean {CODE
LOWapps/web/lib/api/sendChangeEmailVerificationRequest.ts8export default async function sendChangeEmailVerificationRequest(CODE
LOWapps/web/lib/api/authProviders.ts77export function getAuthProviderButtonName(entry: AuthProviderEntry) {CODE
LOWapps/web/lib/api/google.ts8export async function verifyGoogleIdentityToken(CODE
LOWapps/web/lib/api/getAccessibleCollectionIds.ts16export default async function getAccessibleCollectionIds(userId: number) {CODE
LOWapps/web/lib/api/getCollectionRootOwnerAndMembers.ts18export default async function getCollectionRootOwnerAndMembers(CODE
LOWapps/web/lib/api/preserved/createPreservedFormatUrl.ts86export async function decodePreservedFormatToken(token: string) {CODE
LOW…llers/collections/collectionId/deleteCollectionById.ts177async function updateDashboardSectionLayout(CODE
LOW…eb/lib/api/controllers/migration/importFromHTMLFile.ts314// function sortBookmarksTreeByEffectiveDate(COMMENT
LOWapps/web/lib/api/billing/googlePlay.ts83export default async function getGoogleSubscriptionState(CODE
LOWapps/web/lib/api/billing/googlePlay.ts160export async function acknowledgeGoogleSubscription(CODE
LOWapps/web/lib/api/billing/appStore.ts104export default async function getAppleSubscriptionState(CODE
LOW…/web/lib/api/billing/checkStripeSubscriptionByEmail.ts5export default async function checkStripeSubscriptionByEmail(email: string) {CODE
LOWapps/web/pages/login.tsx210 function displayLoginExternalButton() {CODE
LOWapps/web/pages/register.tsx116 function displayLoginExternalButton() {CODE
LOWapps/mobile/plugins/with-daynight-transparent-nav.js38module.exports = function withDayNightTransparentNav(config) {CODE
LOWapps/mobile/plugins/with-network-security-config.js25module.exports = function withNetworkSecurityConfig(config) {CODE
LOW…mponents/ActionSheets/RefreshPreservedFormatsSheet.tsx17export default function RefreshPreservedFormatsSheet(CODE
LOWapps/mobile/store/reader.ts114function parseStoredReaderSettings(value: string | null): Partial<ReaderSettings> {CODE
LOWapps/worker/lib/countUnprocessedBillableLinks.ts3export async function countUnprocessedBillableLinks() {CODE
Over-Commented Block27 hits · 27 pts
SeverityFileLineSnippetContext
LOW.devcontainer/devcontainer.json1// For format details, see https://aka.ms/devcontainer.json. For config options, see theCOMMENT
LOWpackages/prisma/index.ts21// console.log("\x1b[31m", `Duration: ${e.duration}ms`, "\x1b[0m");COMMENT
LOWapps/extension/src/pages/Background/index.ts41// async (_id: string, bookmark: BookmarkTreeNode) => {COMMENT
LOWapps/extension/src/pages/Background/index.ts61// await performLoginOrLogoutFetch(COMMENT
LOWapps/extension/src/pages/Background/index.ts81// description: bookmark.title,COMMENT
LOWapps/extension/src/pages/Background/index.ts101// return;COMMENT
LOWapps/extension/src/pages/Background/index.ts121// redirect: false,COMMENT
LOWapps/extension/src/pages/Background/index.ts141// const newLinkUrl: bookmarkMetadata = updatedLinkJson.response;COMMENT
LOWapps/extension/src/pages/Background/index.ts161// if (!link) {COMMENT
LOWapps/extension/src/pages/Background/index.ts181// } else if (!session && usingSSO) {COMMENT
LOWapps/extension/src/@/components/BookmarkForm.tsx161 updateBadge(t.id, duplicate);COMMENT
LOWapps/extension/src/@/lib/cache.ts101// const { apiKey } = await getConfig();COMMENT
LOWapps/extension/src/@/lib/cache.ts121// const newLocalBookmark = await createBookmarkInBrowser(link);COMMENT
LOWapps/extension/src/@/lib/actions/links.ts101COMMENT
LOWapps/web/playwright.config.ts61 use: { ...devices["Desktop Safari"] },COMMENT
LOWapps/web/playwright.config.ts81 // name: 'Google Chrome',COMMENT
LOW…ps/web/lib/api/controllers/users/userId/getUserById.ts21 },COMMENT
LOW…eb/lib/api/controllers/migration/importFromHTMLFile.ts321// const getAttrCaseInsensitive = (el: Element, key: string) =>COMMENT
LOW…eb/lib/api/controllers/migration/importFromHTMLFile.ts341COMMENT
LOW…eb/lib/api/controllers/migration/importFromHTMLFile.ts361// } else {COMMENT
LOW…eb/lib/api/controllers/migration/importFromHTMLFile.ts381COMMENT
LOW…b/api/controllers/migration/importFromHTMLFile.test.ts321 });COMMENT
LOW…b/api/controllers/migration/importFromHTMLFile.test.ts341 // <DT><H3>Folder One</H3>COMMENT
LOW…b/api/controllers/migration/importFromHTMLFile.test.ts361 // orderBy: { id: "asc" },COMMENT
LOWapps/mobile/nativewind-env.d.ts1/// <reference types="nativewind/types" />COMMENT
LOWapps/worker/workers/linkIndexing.ts241COMMENT
LOWapps/worker/workers/linkIndexing.ts261// timeOutMs: 1000000,COMMENT
Synthetic Comment Markers1 hit · 8 pts
SeverityFileLineSnippetContext
HIGHpackages/prisma/seed.js439// Sample data (generated by ChatGPT...)COMMENT
Structural Annotation Overuse2 hits · 3 pts
SeverityFileLineSnippetContext
LOWapps/extension/README.md34### Step 1: Clone this repoCOMMENT
LOWapps/extension/README.md42### Step 2: BuildCOMMENT
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpackages/prisma/seed.js22 name: "John Doe",CODE
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWapps/worker/lib/ssrfProxy.ts85function handleRequest(req: http.IncomingMessage, res: http.ServerResponse) {CODE