AI Slop Code Risk Monitor

requarks/wiki

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

Wiki.js | Next Generation Open Source Wiki

1.0 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for requarks/wiki, a TypeScript project with 29,112 GitHub stars. SynthScan examined 291,499 lines of code across 879 source files, recording 104 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 1.0 (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.

1.0
Adjusted Signal
1.0
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
29.1K
Stars
TypeScript
Language
291.5K
Lines of Code
879
Files
104
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 0.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 39 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 3.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 57 finding(s).

PR Review Velocity Impact 4.4/100 · LOW

Which changes need focused human review? 104 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 5HIGH 0MEDIUM 56LOW 43

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 104 distinct pattern matches across 9 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 Separators51 hits · 186 pts
SeverityFileLineSnippetContext
MEDIUM⚡config.sample.yml7# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml9# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml13# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml15# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml44# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml46# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml51# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml53# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml62# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml64# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml78# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml80# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml84# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml86# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml94# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml96# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml102# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml104# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml112# ---------------------------------------------------------------------COMMENT
MEDIUM⚡config.sample.yml114# ---------------------------------------------------------------------COMMENT
MEDIUMconfig.sample.yml130# ---------------------------------------------------------------------COMMENT
MEDIUMconfig.sample.yml132# ---------------------------------------------------------------------COMMENT
MEDIUMbackend/base.yml1# ---------------------------------COMMENT
MEDIUMbackend/base.yml4# ---------------------------------COMMENT
MEDIUM.github/workflows/build.yml27 # ---------------------------------------------------COMMENT
MEDIUM.github/workflows/build.yml29 # ---------------------------------------------------COMMENT
MEDIUM⚡.github/workflows/build.yml76 # ---------------------------------------------------COMMENT
MEDIUM⚡.github/workflows/build.yml78 # ---------------------------------------------------COMMENT
MEDIUM⚡.github/workflows/build.yml88 # ---------------------------------------------------COMMENT
MEDIUM⚡.github/workflows/build.yml90 # ---------------------------------------------------COMMENT
MEDIUM.github/workflows/build.yml103 # ---------------------------------------------------COMMENT
MEDIUM.github/workflows/build.yml105 # ---------------------------------------------------COMMENT
MEDIUM.github/workflows/build.yml154 # ---------------------------------------------------COMMENT
MEDIUM.github/workflows/build.yml156 # ---------------------------------------------------COMMENT
MEDIUM.github/workflows/build.yml171 # ---------------------------------------------------COMMENT
MEDIUM.github/workflows/build.yml173 # ---------------------------------------------------COMMENT
MEDIUM.github/workflows/build.yml193 # ---------------------------------------------------COMMENT
MEDIUM.github/workflows/build.yml195 # ---------------------------------------------------COMMENT
MEDIUM.github/workflows/build.yml209 # ---------------------------------------------------COMMENT
MEDIUM.github/workflows/build.yml211 # ---------------------------------------------------COMMENT
MEDIUMdev/chart/values.yaml32# ---------------------------------------------------------------------------------------------------COMMENT
MEDIUMdev/chart/values.yaml34# ---------------------------------------------------------------------------------------------------COMMENT
MEDIUMdev/chart/values.yaml81# ---------------------------------------------------------------------------------------------------COMMENT
MEDIUMdev/chart/values.yaml83# ---------------------------------------------------------------------------------------------------COMMENT
MEDIUMdev/chart/values.yaml211# ---------------------------------------------------------------------------------------------------COMMENT
MEDIUMdev/chart/values.yaml213# ---------------------------------------------------------------------------------------------------COMMENT
MEDIUMdev/chart/values.yaml270# ---------------------------------------------------------------------------------------------------COMMENT
MEDIUMdev/chart/values.yaml272# ---------------------------------------------------------------------------------------------------COMMENT
MEDIUMdev/chart/values.yaml427 # ── Option 1: a connection string ───────────────────────────────────────────────────────────────COMMENT
MEDIUMdev/chart/values.yaml439 # ── Option 2: individual parameters ─────────────────────────────────────────────────────────────COMMENT
MEDIUMdev/chart/values.yaml450 # ── Either way ──────────────────────────────────────────────────────────────────────────────────COMMENT
Hallucination Indicators5 hits · 50 pts
SeverityFileLineSnippetContext
CRITICALfrontend/src/renderers/markdown.js238 const spanRule = this.md.inline.ruler.__rules__.find((rule) => rule.name === 'mdc_inline_span')CODE
CRITICALfrontend/src/renderers/markdown.js271 const propsRule = this.md.inline.ruler.__rules__.find(CODE
CRITICALfrontend/src/stores/page.js718 if (!this.router.currentRoute.value.path.startsWith('/_create/') && !fromNavigate) {CODE
CRITICALfrontend/src/stores/page.js1379 if (this.router.currentRoute.value.path.startsWith('/_edit')) {CODE
CRITICALfrontend/src/stores/page.js1394 if (this.router.currentRoute.value.path.startsWith('/_edit')) {CODE
Over-Commented Block27 hits · 24 pts
SeverityFileLineSnippetContext
LOWconfig.sample.yml1#######################################################################COMMENT
LOWconfig.sample.yml21 user: postgresCOMMENT
LOWconfig.sample.yml41#######################################################################COMMENT
LOWconfig.sample.yml61COMMENT
LOWconfig.sample.yml81# Writeable data path used for cache and temporary user uploads.COMMENT
LOWconfig.sample.yml101COMMENT
LOWconfig.sample.yml121# total must stay under the server's `max_connections`. Three of eachCOMMENT
LOWblocks/block-media-player/component.js61 async connectedCallback() {COMMENT
LOWfrontend/index.html161 line-height: 1.25;COMMENT
LOWfrontend/.oxlintrc.json61 // Not in the `correctness` category, so it has to be asked for by name -- and worth asking for:COMMENT
LOWfrontend/src/css/_palette.scss81// The measure a page's content is held to when the site theme's Content Width is CenteredCOMMENT
LOWfrontend/src/css/_base.scss321 .q-separator--dark {COMMENT
LOWbackend/base.yml81 dkimDomainName: ''COMMENT
LOWbackend/base.yml121 scim:COMMENT
LOWbackend/base.yml141 # Far more generous than the auth limit, because the traffic is not the same shape: a firstCOMMENT
LOWbackend/index.ts261async function initHTTPServer() {COMMENT
LOWbackend/index.ts821 // return reply.code(404).send('Site Not Found')COMMENT
LOWbackend/index.ts981// ----------------------------------------COMMENT
LOWbackend/core/maintenance.ts81 WIKI.events.inbound.on('reloadLocales', async () => {COMMENT
LOWbackend/models/sites.ts181 }COMMENT
LOWbackend/models/jobs.ts41 // more often than once a dayCOMMENT
LOWbackend/modules/extensions/puppeteer/definition.yml21#COMMENT
LOW.devcontainer/wait-for.sh1#!/bin/shCOMMENT
LOW.github/workflows/build.yml21COMMENT
LOWdev/chart/values.yaml21# included, so no sticky sessions are needed. Anything kept on the data volume is per replica unlessCOMMENT
LOWdev/chart/values.yaml181volumeMounts: []COMMENT
LOWdev/chart/values.yaml421# An existing PostgreSQL 17+ server, used when `postgresql.enabled` is false. The user needs to own theCOMMENT
Fake / Example Data9 hits · 9 pts
SeverityFileLineSnippetContext
LOWfrontend/src/components/PageCommentEditor.vue52 :placeholder="placeholder"CODE
LOWfrontend/src/components/PageCommentEditor.vue53 :aria-label="placeholder"CODE
LOWfrontend/src/components/FeedbackMarkdownField.vue40 :placeholder="placeholder"CODE
LOWfrontend/src/components/shared/WInput.vue79 :placeholder="placeholder"CODE
LOWfrontend/src/pages/AdminGeneral.vue533 <div class="text-caption ml-2">Lorem ipsum</div>CODE
LOWfrontend/src/pages/AdminGeneral.vue537 <div class="text-caption ml-2">Dolor sit amet...</div>CODE
LOWbackend/models/users.ts1586 email: process.env.ADMIN_EMAIL ?? 'admin@example.com',CODE
LOWbackend/api/users.ts1573 name: 'Jane Doe',CODE
LOWdev/chart/templates/NOTES.txt34Sign in as {{ .Values.admin.email | default "admin@example.com" }} with the password 12345678; you will be asked to chanCODE
Hyper-Verbose Identifiers6 hits · 6 pts
SeverityFileLineSnippetContext
LOWfrontend/src/components/EditorAsciidoc.vue1035function insertAdmonitionImportant() {CODE
LOWfrontend/src/pages/AdminUtilities.vue563function invalidateApiCertificates() {CODE
LOWbackend/models/pages.ts974function normalizeFeedbackCategories(value: unknown): FeedbackCategory[] {CODE
LOWbackend/models/apiKeys.ts56export function generateSigningCertificates(): SigningCertificates {CODE
LOWbackend/helpers/common.ts438export function normalizePastedDestination(input?: string | null): string {CODE
LOWbackend/helpers/publishing.ts60export function maySeeUnpublishedAnywhere(actor: AccessActor): boolean {CODE
Modern AI Meta-Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMbackend/base.yml183 # the rest, since everything here lands in a model's context window.COMMENT
MEDIUMdev/specs/mcp.md777### 6.1 Output is sized for a context windowCOMMENT
AI Slop Vocabulary2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMblocks/package-lock.json2995 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMfrontend/package-lock.json6944 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMfrontend/src/helpers/sampleContent.js966## Creating a pageCOMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOW.github/auto_assign.yml16# Set 0 to add all the reviewers (default: 0)COMMENT