AI Slop Code RIsk Monitor

alpinejs/alpine

A rugged, minimal framework for composing JavaScript behavior in your markup.

1.5 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for alpinejs/alpine, a HTML project with 32,004 GitHub stars. SynthScan examined 72,767 lines of code across 303 source files, recording 59 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 1.5 (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.

1.5
Adjusted Signal
1.5
Raw Pattern Score
100%
Time Factor
2026-10-25
Last Push
32.0K
Stars
HTML
Language
72.8K
Lines of Code
303
Files
59
Pattern Hits
2026-10-31
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 3.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 40 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 4.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 31 finding(s).

PR Review Velocity Impact 5.5/100 · LOW

Which changes need focused human review? 59 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 12LOW 47

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 59 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.

Decorative Section Separators12 hits · 46 pts
SeverityFileLineSnippetContext
MEDIUMscripts/setup.sh4# ── Install deps ─────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/worktree.sh4# ── Resolve the repo root from this script's location ────────────────────────COMMENT
MEDIUMscripts/worktree.sh7# ── Usage ────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡scripts/worktree.sh26# ── Check if it already exists ───────────────────────────────────────────────COMMENT
MEDIUM⚡scripts/worktree.sh34# ── Fetch & create ───────────────────────────────────────────────────────────COMMENT
MEDIUM⚡scripts/worktree.sh41# ── Install deps ─────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡scripts/worktree.sh47# ── Done ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/cleanup-worktree.sh4# ── Resolve the repo root from this script's location ────────────────────────COMMENT
MEDIUMscripts/cleanup-worktree.sh7# ── Usage ────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡scripts/cleanup-worktree.sh23# ── Validate ─────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡scripts/cleanup-worktree.sh29# ── Remove ───────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡scripts/cleanup-worktree.sh33# ── Prune any stale worktree references ──────────────────────────────────────COMMENT
Structural Annotation Overuse16 hits · 29 pts
SeverityFileLineSnippetContext
LOW.claude/skills/summarize-activity/SKILL.md15## Step 1: Parse timeframeCOMMENT
LOW.claude/skills/summarize-activity/SKILL.md33## Step 2: Fetch activity in parallelCOMMENT
LOW.claude/skills/summarize-activity/SKILL.md88## Step 3: Fetch comment threads for active itemsCOMMENT
LOW.claude/skills/summarize-activity/SKILL.md118## Step 4: Filter by timeframeCOMMENT
LOW.claude/skills/summarize-activity/SKILL.md125## Step 5: Analyze and write reportCOMMENT
LOW⚡.claude/skills/review-pr/SKILL.md15## Step 1: Pick a PRCOMMENT
LOW⚡.claude/skills/review-pr/SKILL.md23## Step 2: Check if already reviewedCOMMENT
LOW⚡.claude/skills/review-pr/SKILL.md33## Step 3: Fetch PR dataCOMMENT
LOW⚡.claude/skills/review-pr/SKILL.md44## Step 4: Checkout locally and merge mainCOMMENT
LOW⚡.claude/skills/review-pr/SKILL.md53## Step 5: Read and classifyCOMMENT
LOW⚡.claude/skills/review-pr/SKILL.md63## Step 6: Challenge the contributor's framingCOMMENT
LOW⚡.claude/skills/review-pr/SKILL.md72## Step 7: EvaluateCOMMENT
LOW.claude/skills/review-pr/SKILL.md112## Step 8: Run relevant tests onlyCOMMENT
LOW.claude/skills/review-pr/SKILL.md148## Step 9: Make fixes directlyCOMMENT
LOW.claude/skills/review-pr/SKILL.md168## Step 10: Push to PR branchCOMMENT
LOW.claude/skills/review-pr/SKILL.md201## Step 11: Post verdict commentCOMMENT
Hyper-Verbose Identifiers19 hits · 19 pts
SeverityFileLineSnippetContext
LOWtests/cypress/integration/error-handling.spec.js18export function assertConsoleInterceptorHadErrorWithCorrectElement() {CODE
LOWpackages/sort/src/index.js65function getConfigurationOverrides(el, modifiers, evaluate)CODE
LOWpackages/sort/src/index.js162function keepElementsWithinMorphMarkers(el) {CODE
LOWpackages/morph/src/morph.js545function monkeyPatchDomSetAttributeToAllowAtSymbols() {CODE
LOWpackages/morph/src/old_morph.js85 function differentElementNamesTypesOrKeys(from, to) {CODE
LOWpackages/alpinejs/src/mutation.js117export function flushAndStopDeferringMutations() {CODE
LOWpackages/alpinejs/src/deferInit.js84export function queueAttributesForDeferredTree(el, attrs) {CODE
LOWpackages/alpinejs/src/clone.js75function dontRegisterReactiveSideEffects(callback) {CODE
LOWpackages/alpinejs/src/evaluator.js7export function dontAutoEvaluateFunctions(callback) {CODE
LOWpackages/alpinejs/src/evaluator.js57export function generateEvaluatorFromFunction(dataStack, func) {CODE
LOWpackages/alpinejs/src/evaluator.js74function generateFunctionFromString(expression, el) {CODE
LOWpackages/alpinejs/src/evaluator.js116function generateEvaluatorFromString(dataStack, expression, el) {CODE
LOWpackages/alpinejs/src/directives/x-data.js122function shouldSkipRegisteringDataDuringClone(el) {CODE
LOWpackages/alpinejs/src/directives/index.js29function warnMissingPluginDirective(name, directiveName, slug) {CODE
LOWpackages/alpinejs/src/directives/x-transition.js18function registerTransitionsFromClassString(el, classString, stage) {CODE
LOWpackages/alpinejs/src/directives/x-transition.js33function registerTransitionsFromHelper(el, modifiers, stage) {CODE
LOWpackages/alpinejs/src/directives/x-for.js170function getIterationScopeVariables(iteratorNames, item, index, items) {CODE
LOWpackages/alpinejs/src/utils/on.js147function isListeningForASpecificKeyThatHasntBeenPressed(e, modifiers) {CODE
LOWpackages/alpinejs/src/utils/bind.js183function attributeShouldntBePreservedIfFalsy(name) {CODE
Fake / Example Data7 hits · 7 pts
SeverityFileLineSnippetContext
LOWtests/cypress/integration/plugins/ui/combobox.spec.js408 <article>lorem ipsum</article>CODE
LOWtests/cypress/integration/plugins/ui/combobox.spec.js499 <article>lorem ipsum</article>CODE
LOWtests/cypress/integration/plugins/ui/combobox.spec.js1278 <article>lorem ipsum</article>CODE
LOWtests/cypress/integration/plugins/ui/combobox.spec.js1408 <article>lorem ipsum</article>CODE
LOWpackages/docs/src/en/plugins/collapse.md75 Reprehenderit eu excepteur ullamco esse cillum reprehenderit exercitation labore non. Dolore dolore ea dolorCODE
LOWpackages/docs/src/en/plugins/collapse.md105 Reprehenderit eu excepteur ullamco esse cillum reprehenderit exercitation labore non. Dolore dolore ea dolorCODE
LOWpackages/docs/src/en/plugins/collapse.md134 Reprehenderit eu excepteur ullamco esse cillum reprehenderit exercitation labore non. Dolore dolore ea dolorCODE
Over-Commented Block5 hits · 5 pts
SeverityFileLineSnippetContext
LOWtests/cypress/plugins/index.js1/// <reference types="cypress" />COMMENT
LOWtests/cypress/integration/plugins/ui/dialog.spec.js201// Skipping these two tests as anything focus related seems to be flakyCOMMENT
LOWtests/cypress/support/index.js1// ***********************************************************COMMENT
LOWtests/cypress/support/commands.js1// ***********************************************COMMENT
LOWtests/cypress/support/commands.js21// Cypress.Commands.add("dismiss", { prevSubject: 'optional'}, (subject, options) => { ... })COMMENT