AI Slop Code Risk Monitor

filipedeschamps/tabnews.com.br

SlopCodeMonitor badge for filipedeschamps/tabnews.com.br Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

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0.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for filipedeschamps/tabnews.com.br, a HTML project with 6,385 GitHub stars. SynthScan examined 84,822 lines of code across 465 source files, recording 58 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.7 (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.

0.7
Adjusted Signal
0.7
Raw Pattern Score
100%
Time Factor
2026-10-19
Last Push
6.4K
Stars
HTML
Language
84.8K
Lines of Code
465
Files
58
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 2.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 47 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 11 finding(s).

Agent Over-Engineering Ratio 2.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 44 finding(s).

PR Review Velocity Impact 3.5/100 · LOW

Which changes need focused human review? 58 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 1LOW 57

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 58 distinct pattern matches across 5 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 Identifiers44 hits · 44 pts
SeverityFileLineSnippetContext
LOWinterface/components/PastTime/index.jsx20function formatDistanceFromServerNow(date, clockOffset) {CODE
LOWinfra/database.js57async function tryToGetNewClientFromPool() {CODE
LOWinfra/database.js99async function checkForTooManyConnections(client) {CODE
LOWtests/orchestrator.js375async function createActivateAccountToken(userObject) {CODE
LOWtests/orchestrator.js379async function updateActivateAccountTokenByUserId(userId, tokenBody) {CODE
LOWtests/orchestrator.js398async function updateEmailConfirmationToken(tokenId, tokenBody) {CODE
LOWtests/orchestrator.js417async function createFirewallTestFunctions() {CODE
LOW…/integration/api/v1/_use-cases/csrf-protection.test.js20 async function buildAuthenticatedRequest(customHeaders) {CODE
LOW…/integration/api/v1/_use-cases/csrf-protection.test.js45 function unsupportedContentTypeError(responseBody) {CODE
LOWmodels/notification.js10async function sendReplyEmailToParentUser(createdContent) {CODE
LOWmodels/notification.js123function getFirewallDeletedContentLine(contents) {CODE
LOWmodels/session.js25function setSessionIdCookieInResponse(sessionToken, response) {CODE
LOWmodels/recovery.js31async function findUserByUsernameOrEmail({ username, email }) {CODE
LOWmodels/analytics.js6async function getChildContentsPublished() {CODE
LOWmodels/balance.js81async function getContentTabcoinsCreditDebit({ recipientId }, options = {}) {CODE
LOWmodels/content.js68 async function replaceOwnerUsernameWithOwnerId(values) {CODE
LOWmodels/content.js399function throwIfSpecifiedParentDoesNotExist(postedContent, newContent) {CODE
LOWmodels/content.js414function parseQueryErrorToCustomError(error) {CODE
LOWmodels/content.js868function throwIfContentIsAlreadyDeleted(oldContent) {CODE
LOWmodels/content.js880function throwIfContentPublishedIsChangedToDraft(oldContent, newContent) {CODE
LOWmodels/content.js1028 function recursiveInjectChildrenDeepCount(node) {CODE
LOWmodels/content.js1058function rankContentListByRelevance(contentList) {CODE
LOWmodels/activation.js9async function createAndSendActivationEmail(user) {CODE
LOWmodels/activation.js46function getActivationPageEndpoint(tokenId) {CODE
LOWmodels/ban.js49 async function getAllRatingEventsFromUser(userId, options = {}) {CODE
LOWmodels/email-confirmation.js49function getEmailConfirmationPageEndpoint(tokenId) {CODE
LOWmodels/authentication.js73function rejectUnsafeCookieRequest(request) {CODE
LOWmodels/authentication.js105async function createSessionAndSetCookies(userId, response) {CODE
LOWmodels/firewall/review.js77async function validateAndGetRelatedEventsToReview(eventId) {CODE
LOWmodels/firewall/review.js77async function validateAndGetRelatedEventsToReview(eventId) {CODE
LOWmodels/firewall/rules.js83async function createContentTextRootRule(context) {CODE
LOWmodels/firewall/rules.js101async function createContentTextRootRuleSideEffect(context) {CODE
LOWmodels/firewall/rules.js125async function createContentTextChildRule(context) {CODE
LOWmodels/firewall/rules.js143async function createContentTextChildRuleSideEffect(context) {CODE
LOWmodels/firewall/rules.js182function sendContentTextNotification(contentRows, event) {CODE
LOWpackages/ui/src/_document.test.jsx95function suppressDOMNestingWarnings(callback) {CODE
LOWpackages/ui/src/useConfirm/useConfirm.js13function translateCloseTooltipWhenRendered() {CODE
LOW…ages/ui/src/Markdown/plugins/copy-code-to-clipboard.js10export function copyCodeToClipboardPlugin() {CODE
LOW…rc/Markdown/plugins/remove-duplicate-clobber-prefix.js7export function removeDuplicateClobberPrefix({ clobberPrefix = 'user-content-' }) {CODE
LOWpackages/ui/src/Dialog/closeTooltip.js6export function translateDialogCloseTooltip() {CODE
LOWpackages/ui/src/Notifications/NotificationList.jsx123function isEventFromTrailingButton(event, id, selectors) {CODE
LOWpackages/hooks/src/useTreeCollapse/useTreeCollapse.js214function distributeRemainingBudget(nodes, remainingBudget) {CODE
LOWpackages/helpers/src/dom.js7export function isTopLeftInUpperLeftViewport(element) {CODE
LOWpages/api/v1/contents/index.js99function firewallValidationHandler(request, response, next) {CODE
Fake / Example Data11 hits · 11 pts
SeverityFileLineSnippetContext
LOWpublic/museu/post-01.html5--><meta charset=utf-8><meta name=viewport content="width=device-width"><meta name=next-head-count content=2><style>*,:aCODE
LOWpublic/museu/post-01.html5--><meta charset=utf-8><meta name=viewport content="width=device-width"><meta name=next-head-count content=2><style>*,:aCODE
LOWpublic/museu/post-02.html5--><meta charset=utf-8><meta name=viewport content="width=device-width"><meta name=next-head-count content=2><style>*,:aCODE
LOWpublic/museu/post-02.html5--><meta charset=utf-8><meta name=viewport content="width=device-width"><meta name=next-head-count content=2><style>*,:aCODE
LOWpublic/museu/home-12.html5--><meta charset=utf-8><meta name=viewport content="width=device-width"><title>TabNews - Drops diários de notícias</titlCODE
LOWpublic/museu/home-12.html5--><meta charset=utf-8><meta name=viewport content="width=device-width"><title>TabNews - Drops diários de notícias</titlCODE
LOWpublic/museu/home-04.html5--><meta charset=utf-8><meta name=viewport content="width=device-width"><meta name=next-head-count content=2><style>*,:aCODE
LOWpublic/museu/home-04.html5--><meta charset=utf-8><meta name=viewport content="width=device-width"><meta name=next-head-count content=2><style>*,:aCODE
LOWpackages/forms/src/fields/name.test.js25 expect(fullName.validateOnBlurAndSubmit('John Doe')).toBeNull();CODE
LOWpackages/forms/src/fields/name.test.js27 expect(fullName.validateOnBlurAndSubmit('John Doe'.repeat(8) + 'a')).toBe(CODE
LOWpackages/helpers/src/email.test.js240 'user@example.com',CODE
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMpackage-lock.json15900 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOWnext.config.js67 // TODO: implement "Content-Security-Policy" sectionCOMMENT
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpages/api/v1/contents/rss/index.js17async function handleRequest(request, response) {CODE