AI Slop Code Risk Monitor

getzola/zola

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

A fast static site generator in a single binary with everything built-in. https://www.getzola.org

1.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for getzola/zola, a Rust project with 17,570 GitHub stars. SynthScan examined 46,128 lines of code across 403 source files, recording 63 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 1.6 (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.

1.6
Adjusted Signal
1.6
Raw Pattern Score
100%
Time Factor
2026-10-30
Last Push
17.6K
Stars
Rust
Language
46.1K
Lines of Code
403
Files
63
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 7.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 56 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

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

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 6.8/100 · LOW

Which changes need focused human review? 63 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 62

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 63 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.

Over-Commented Block41 hits · 41 pts
SeverityFileLineSnippetContext
LOWdocs/content/documentation/content/page.md101# will not be rendered.COMMENT
LOWdocs/content/documentation/content/page.md121# The section path will still be used.COMMENT
LOWdocs/content/documentation/content/section.md61# Lower values have higher priority.COMMENT
LOWdocs/content/documentation/content/section.md81COMMENT
LOWdocs/content/documentation/content/section.md101# Useful for the same reason as `render` but when you don't want a 404 whenCOMMENT
LOW…content/documentation/getting-started/configuration.md81# The filenames to use for the feeds. Used as the template filenames, too.COMMENT
LOW…content/documentation/getting-started/configuration.md101# taxonomies = [COMMENT
LOW…content/documentation/getting-started/configuration.md161# When set to "true", support for GitHub-style alerts, a.k.a. callouts or admonitions, is enabled in the Markdown parserCOMMENT
LOW…content/documentation/getting-started/configuration.md241# Whether to remove date prefixes for page path slugs.COMMENT
LOW…content/documentation/getting-started/configuration.md261# Whether to produce the search index as a javascript file or as a JSON fileCOMMENT
LOW…content/documentation/getting-started/configuration.md281# For exampleCOMMENT
LOWdocs/content/documentation/templates/pages-sections.md41// earlier / heavierCOMMENT
LOWdocs/content/documentation/templates/pages-sections.md101assets: Array<String>;COMMENT
LOWdocs/content/themes/linkita/index.md321# If you disable default favicons, you can useCOMMENT
LOWdocs/content/themes/linkita/index.md341# Default value: falseCOMMENT
LOWdocs/content/themes/linkita/index.md361# Information shown on post pages.COMMENT
LOWdocs/content/themes/linkita/index.md461COMMENT
LOWdocs/content/themes/linkita/index.md541[extra.languages.en]COMMENT
LOWdocs/content/themes/coast/index.md121# Whether to automatically compile all Sass files in the sass directoryCOMMENT
LOWdocs/content/themes/coffee/index.md121# When set to "true", the generated HTML files are minified.COMMENT
LOWdocs/sass/site.scss21//@import url("syntax-theme-dark.css") (prefers-color-scheme: dark);COMMENT
LOWcomponents/config/src/config/markup.rs21 /// Emit an error for missing highlight languages. Defaults to falseCOMMENT
LOWcomponents/config/src/config/markup.rs141 /// Syntax highlighting optionCOMMENT
LOWcomponents/content/src/page.rs41 /// The HTML rendered of the pageCOMMENT
LOWcomponents/content/src/page.rs61 pub toc: Vec<Heading>,COMMENT
LOWcomponents/content/src/section.rs41 /// Not listed directly anywhere but we still render them in the queueCOMMENT
LOWcomponents/content/src/types.rs1use serde::{Deserialize, Serialize};COMMENT
LOWcomponents/content/src/utils.rs61/// Eg if there is the following tree:COMMENT
LOWcomponents/content/src/utils.rs101/// `unicode_words()`. Unlisted languages fall back to 200 wpm.COMMENT
LOWcomponents/content/src/front_matter/page.rs21 pub title: Option<String>,COMMENT
LOWcomponents/content/src/front_matter/page.rs41 pub datetime_tuple: Option<(i32, u8, u8)>,COMMENT
LOWcomponents/content/src/front_matter/page.rs61 /// redirect to thisCOMMENT
LOWcomponents/content/src/front_matter/section.rs21 /// Whether to sort by "date", "order", "weight" or "none". Defaults to `none`.COMMENT
LOWcomponents/content/src/front_matter/section.rs41 pub paginate_path: String,COMMENT
LOWcomponents/content/src/front_matter/section.rs61 /// sections for each year under a posts section.COMMENT
LOWcomponents/imageproc/tests/resize_image.rs461// fn resize_image_png_avif_max_quality_min_speed() {COMMENT
LOWcomponents/imageproc/src/ops.rs1use errors::{Result, anyhow};COMMENT
LOWcomponents/templates/src/helpers.rs1use std::borrow::Cow;COMMENT
LOWcomponents/templates/src/functions/load_data.rs481/// ```COMMENT
LOWcomponents/templates/src/functions/load_data.rs541/// An example XML file `example.xml` could be:COMMENT
LOWsrc/cmd/serve.rs1// Contains an embedded version of livereload-js 3.2.4COMMENT
Structural Annotation Overuse12 hits · 22 pts
SeverityFileLineSnippetContext
LOWdocs/content/documentation/deployment/zeabur.md14## Step 1: Create a Project on ZeaburCOMMENT
LOWdocs/content/documentation/deployment/zeabur.md20## Step 2: Push Your Zola Files to GitHubCOMMENT
LOW⚡docs/content/documentation/deployment/zeabur.md40## Step 3: Create a Service on ZeaburCOMMENT
LOW⚡docs/content/documentation/deployment/zeabur.md45## Step 4: Select Your Zola RepositoryCOMMENT
LOW⚡docs/content/documentation/deployment/zeabur.md49## Step 5: Automatic DeploymentCOMMENT
LOW⚡docs/content/documentation/deployment/zeabur.md56## Step 6: Domain BindingCOMMENT
LOW⚡docs/content/documentation/deployment/zeabur.md62## Step 7: Your Site is Live!COMMENT
LOWdocs/content/themes/zola-hacker/index.md51### Step 1: Create a new zola siteCOMMENT
LOWdocs/content/themes/zola-hacker/index.md57### Step 2: Install Zola Hacker ThemeCOMMENT
LOWdocs/content/themes/zola-hacker/index.md74### Step 3: ConfigurationCOMMENT
LOWdocs/content/themes/zola-hacker/index.md89### Step 4: Add new contentCOMMENT
LOWdocs/content/themes/zola-hacker/index.md100### Step 5: Run the projectCOMMENT
Fake / Example Data7 hits · 7 pts
SeverityFileLineSnippetContext
LOWdocs/content/documentation/templates/feeds/index.md35name, for example `"John Doe"`. While according to theCODE
LOWdocs/content/themes/radion/index.md205authors = ["John Smith", "Joe Schmoe", "Jane Doe"]CODE
LOWdocs/content/themes/zola-quiet/index.md123author = "Jane Doe"CODE
LOWdocs/content/themes/zolarwind/index.md307authors = ["Jane Doe"]CODE
LOWdocs/content/themes/zolarwind/index.md327- **authors**: an optional array of all the post's authors, e.g. `["Jane Doe"]`.CODE
LOWcomponents/markdown/tests/markdown.rs3241. Lorem ipsum dolor sit ametCODE
LOWcomponents/markdown/tests/markdown.rs3241. Lorem ipsum dolor sit ametCODE
Slop Phrases2 hits · 3 pts
SeverityFileLineSnippetContext
LOWcomponents/content/src/library.rs448 // Don't forget to push the actual parentCOMMENT
LOWcomponents/site/tests/common.rs330 // Don't forget to remove / becauseCOMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/cmd/serve.rs573 // The first entry is ultimately to watch config.toml in a more robust manner on Linux whenCOMMENT