AI Slop Code Risk Monitor

11ty/eleventy

SlopCodeMonitor badge for 11ty/eleventy Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

A simpler site generator. Transforms a directory of templates (of varying types) into HTML.

0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for 11ty/eleventy, a JavaScript project with 19,999 GitHub stars. SynthScan examined 66,761 lines of code across 445 source files, recording 38 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 0.6 (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.

0.6
Adjusted Signal
0.6
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
20.0K
Stars
JavaScript
Language
66.8K
Lines of Code
445
Files
38
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? 38 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 2.8/100 · LOW

Which changes need focused human review? 38 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 38

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 38 distinct pattern matches across 2 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 Identifiers20 hits · 20 pts
SeverityFileLineSnippetContext
LOWtypes/index.d.ts64export function EleventyServerlessBundlerPlugin(): never;CODE
LOWtest/TemplateTest.js1467async function getPrematureErrorFromRendering(t, inputPath, configCallback) {CODE
LOWtest/IncrementalIncludesTest.js377async function getJavaScriptWatchInstance(name) {CODE
LOWtest/IncrementalIncludesTest.js436async function getRenderPluginWatchInstance(name) {CODE
LOWtest/TemplateLayoutTest.js10async function getTemplateLayoutInstance(key, inputDir, map) {CODE
LOWtest/TemplateTest_Permalink.js17async function getTemplateMapEntryWithContent(template, data) {CODE
LOWtest/_testHelpers.js14export async function getTemplateConfigInstance(configObj, dirs, configObjOverride = undefined) {CODE
LOWtest/_testHelpers.js44export async function getTemplateConfigInstanceCustomCallback(dirObject, configCallback) {CODE
LOWtest/_testHelpers.js58export function getTemplateWriterInstance(formats, templateConfig) {CODE
LOWsrc/Core.js734export function EleventyServerlessBundlerPlugin() {CODE
LOWsrc/Util/FilePathUtil.js29export function isEligibleJavaScriptFileExtension(ext) {CODE
LOWsrc/Util/FilePathUtil.js34export function expandEligibleJavaScriptFilePaths(fileslug) {CODE
LOWsrc/Util/Require.js73async function dynamicImportAbsolutePath(absolutePath, options = {}) {CODE
LOWsrc/Util/RequireUtils.js26export function requireCommonJsTypeScript(filePath) {CODE
LOWsrc/Util/RequireUtils.core.js12export function requireCommonJsTypeScript() {CODE
LOWsrc/Util/ImportJsonSync.js43function getWorkingProjectPackageJsonPath() {CODE
LOWsrc/Util/ImportJsonSync.js48function getWorkingProjectPackageJson(filePath) {CODE
LOWsrc/Plugins/IdAttributePlugin.js44 function idAttributePosthtmlPlugin(pluginOptions = {}) {CODE
LOWsrc/Plugins/PreserveClosingTagsPlugin.js3export function PreserveClosingTagsPlugin(eleventyConfig, options = {}) {CODE
LOWsrc/Plugins/PreserveClosingTagsPlugin.js21 function preserveClosingTagsPlugin(pluginOptions = {}) {CODE
Over-Commented Block18 hits · 18 pts
SeverityFileLineSnippetContext
LOWtsconfig.json21 // "disableReferencedProjectLoad": true, /* Reduce the number of projects loaded automatically by TypeScriCOMMENT
LOWtsconfig.json41 // "baseUrl": "./", /* Specify the base directory to resolve non-relative module nameCOMMENT
LOWtsconfig.json61 "maxNodeModuleJsDepth": 0, /* Specify the maximum folder depth used for checking JavaScript filCOMMENT
LOWtsconfig.json81 // "noEmitHelpers": true, /* Disable generating custom helper functions like '__extends' inCOMMENT
LOWtsconfig.json101 // "strictPropertyInitialization": true, /* Check for class properties that are declared but not set in thCOMMENT
LOWtest/TemplatePassthroughTest.js261 "_site",COMMENT
LOWtest/TemplateWriterTest.js601 "./test/stubs/template-passthrough/static/": "./",COMMENT
LOWtest/Issue3808Test.js21 t.is(result.filter((entry) => entry.url === "/")[0]?.content.trim(), "2")COMMENT
LOWtest/Issue3808Test.js41COMMENT
LOWpackages/build-awesome/tsconfig.json21 "target": "esnext", /* Set the JavaScript language version for emitted JavaScript andCOMMENT
LOWpackages/build-awesome/tsconfig.json61 "declaration": true, /* Generate .d.ts files from TypeScript and JavaScript files in yourCOMMENT
LOWpackages/build-awesome/tsconfig.json81 // "declarationDir": "./types/", /* Specify the output directory for generated declaration fCOMMENT
LOWpackages/build-awesome/tsconfig.json101 // "alwaysStrict": true, /* Ensure 'use strict' is always emitted. */COMMENT
LOW.github/workflows/scorecard.yml41 with:COMMENT
LOW.github/workflows/scorecard.yml61 # - name: "Upload artifact"COMMENT
LOWsrc/Util/Require.js141COMMENT
LOWsrc/Util/importer.core.js21 throw new Error("Could not find content for module: " + JSON.stringify(modInfo));COMMENT
LOWsrc/Engines/JavaScript.js201 }COMMENT