Repository Analysis

getzola/zola

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

2.7 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of getzola/zola, a Rust project with 17,240 GitHub stars. SynthScan v2.0 examined 56,681 lines of code across 492 source files, recording 114 pattern matches distributed across 6 syntactic categories. The overall adjusted score of 2.7 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

2.7
Adjusted Score
2.7
Raw Score
100%
Time Factor
2026-07-13
Last Push
17.2K
Stars
Rust
Language
56.7K
Lines of Code
492
Files
114
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 1LOW 113

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 114 distinct pattern matches across 6 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Structural Annotation Overuse32 hits · 56 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
LOWdocs/content/documentation/deployment/zeabur.md40## Step 3: Create a Service on ZeaburCOMMENT
LOWdocs/content/documentation/deployment/zeabur.md45## Step 4: Select Your Zola RepositoryCOMMENT
LOWdocs/content/documentation/deployment/zeabur.md49## Step 5: Automatic DeploymentCOMMENT
LOWdocs/content/documentation/deployment/zeabur.md56## Step 6: Domain BindingCOMMENT
LOWdocs/content/documentation/deployment/zeabur.md62## Step 7: Your Site is Live!COMMENT
LOWdocs/content/themes/tale-zola/index.md56### Step 1: Create a new zola siteCOMMENT
LOWdocs/content/themes/tale-zola/index.md62### Step 2: Install Tale-ZolaCOMMENT
LOWdocs/content/themes/tale-zola/index.md79### Step 3: ConfigurationCOMMENT
LOWdocs/content/themes/tale-zola/index.md94### Step 4: Add new contentCOMMENT
LOWdocs/content/themes/tale-zola/index.md130### Step 5: Run the projectCOMMENT
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
LOWdocs/content/themes/adidoks/index.md54### Step 1: Create a new zola siteCOMMENT
LOWdocs/content/themes/adidoks/index.md60### Step 2: Install AdiDoksCOMMENT
LOWdocs/content/themes/adidoks/index.md77### Step 3: ConfigurationCOMMENT
LOWdocs/content/themes/adidoks/index.md92### Step 4: Add new contentCOMMENT
LOWdocs/content/themes/adidoks/index.md103### Step 5: Run the projectCOMMENT
LOWdocs/content/themes/resume/index.md49### Step 1: Create a new zola siteCOMMENT
LOWdocs/content/themes/resume/index.md55### Step 2: Install zola-resumeCOMMENT
LOWdocs/content/themes/resume/index.md71### Step 3: ConfigurationCOMMENT
LOWdocs/content/themes/resume/index.md103### Step 4: Add new contentCOMMENT
LOWdocs/content/themes/resume/index.md113### Step 5: Run the projectCOMMENT
LOWcomponents/markdown/src/lib.rs23 // Step 1: we render the MD shortcodes before rendering the markdown so they can get processedCOMMENT
LOWcomponents/markdown/src/lib.rs27 // Step 2: we render the markdown and the HTML markdown at the same timeCOMMENT
LOWcomponents/markdown/src/markdown.rs312 // Step 2: retain only footnotes which was actually referencedCOMMENT
LOWcomponents/markdown/src/markdown.rs320 // Step 3: Sort footnotes in the order of their appearanceCOMMENT
LOWcomponents/markdown/src/markdown.rs328 // Step 4: Add backreferences to footnotesCOMMENT
Over-Commented Block43 hits · 43 pts
SeverityFileLineSnippetContext
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# this limit is not set (the default).COMMENT
LOW…content/documentation/getting-started/configuration.md141# For example, `...` into `…`, `"quote"` into `“curly”` etcCOMMENT
LOW…content/documentation/getting-started/configuration.md161# will result in the following generated HTML:COMMENT
LOW…content/documentation/getting-started/configuration.md241# Whether to include the rendered content of the page/section in the indexCOMMENT
LOW…content/documentation/getting-started/configuration.md261COMMENT
LOWdocs/content/documentation/templates/pages-sections.md81components: Array<String>;COMMENT
LOWdocs/content/themes/linkita/index.md421menu_i18n = falseCOMMENT
LOWdocs/content/themes/linkita/index.md441COMMENT
LOWdocs/content/themes/linkita/index.md461COMMENT
LOWdocs/content/themes/linkita/index.md541COMMENT
LOWdocs/content/themes/linkita/index.md681# No default value.COMMENT
LOWdocs/content/themes/coast/index.md121# When set to "true", the generated HTML files are minified.COMMENT
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.rs141 /// CSS class to add to external linksCOMMENT
LOWcomponents/markdown/src/markdown.rs41 Regex::new(r#"<sup class="footnote-reference"( id=\s*.*?)?><a href=\s*.*?>\s*.*?</a></sup>"#)COMMENT
LOWcomponents/markdown/src/markdown.rs321 footnotes.sort_by_cached_key(|f| match f.first() {COMMENT
LOWcomponents/markdown/src/markdown.rs341 //COMMENT
LOWcomponents/content/src/page.rs41 pub ancestors: Vec<String>,COMMENT
LOWcomponents/content/src/page.rs61 /// as summaryCOMMENT
LOWcomponents/content/src/section.rs41 /// All direct pages of that sectionCOMMENT
LOWcomponents/content/src/types.rs1use serde::{Deserialize, Serialize};COMMENT
LOWcomponents/content/src/front_matter/page.rs21 pub description: Option<String>,COMMENT
LOWcomponents/content/src/front_matter/page.rs41 pub draft: bool,COMMENT
LOWcomponents/content/src/front_matter/page.rs61 pub aliases: Vec<String>,COMMENT
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/imageproc/tests/resize_image.rs421// "png.png",COMMENT
LOWcomponents/imageproc/src/ops.rs1use errors::{Result, anyhow};COMMENT
LOWcomponents/site/benches/load.rs41//}COMMENT
LOWcomponents/site/benches/load.rs61// let mut site = Site::new(&path, &config_file).unwrap();COMMENT
LOWcomponents/site/benches/load.rs81// path.push("benches");COMMENT
LOWcomponents/site/benches/load.rs121 b.iter(|| site.load().unwrap());COMMENT
LOWcomponents/site/benches/load.rs141// let mut site = Site::new(&path, &config_file).unwrap();COMMENT
LOWcomponents/site/benches/load.rs161// path.push("benches");COMMENT
LOWcomponents/templates/src/global_fns/helpers.rs1use std::borrow::Cow;COMMENT
LOWcomponents/templates/src/global_fns/load_data.rs461 })COMMENT
LOWcomponents/templates/src/global_fns/load_data.rs541/// <item>1</item>COMMENT
LOWsrc/cmd/serve.rs1// Contains an embedded version of livereload-js 3.2.4COMMENT
Fake / Example Data31 hits · 37 pts
SeverityFileLineSnippetContext
LOWdocs/content/documentation/templates/feeds/index.md35name, for example `"John Doe"`. While according to theCODE
LOWdocs/content/themes/zola-theme-hikari/index.md54author_bio = "Lorem ipsum dolor sit amet, consectetur adipisicing elit. Ex, pariatur!"CODE
LOWdocs/content/themes/zola-theme-hikari/index.md54author_bio = "Lorem ipsum dolor sit amet, consectetur adipisicing elit. Ex, pariatur!"CODE
LOWdocs/content/themes/minimal-dark/index.md78author = "John Doe" # author. Will be puth in page metadataCODE
LOWdocs/content/themes/minimal-dark/index.md106 "title":"Lorem Ipsum Event",CODE
LOWdocs/content/themes/minimal-dark/index.md107 "body":"Lorem Ipsum is simply dummy text of the printing and typesetting industry.",CODE
LOWdocs/content/themes/minimal-dark/index.md111 "title":"Lorem Ipsum event 2",CODE
LOWdocs/content/themes/minimal-dark/index.md112 "body":"Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industryCODE
LOWdocs/content/themes/radion/index.md202authors = ["John Smith", "Joe Schmoe", "Jane Doe"]CODE
LOWdocs/content/themes/BelResume/index.md129title = "John Doe"CODE
LOWdocs/content/themes/docsascode-theme/index.md101authors = ["John Doe"]CODE
LOWdocs/content/themes/pico/index.md85author = "John Doe" # author. Will be puth in page metadataCODE
LOWdocs/content/themes/pico/index.md99 "title":"Lorem Ipsum Event",CODE
LOWdocs/content/themes/pico/index.md100 "body":"Lorem Ipsum is simply dummy text of the printing and typesetting industry.",CODE
LOWdocs/content/themes/pico/index.md104 "title":"Lorem Ipsum event 2",CODE
LOWdocs/content/themes/pico/index.md105 "body":"Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industryCODE
LOWdocs/content/themes/zola-quiet/index.md119author = "Jane Doe"CODE
LOWdocs/content/themes/anatole-zola/index.md169 author = "John Doe"CODE
LOWdocs/content/themes/zolarwind/index.md302authors = ["Jane Doe"]CODE
LOWdocs/content/themes/zolarwind/index.md322- **authors**: an optional array of all the post's authors, e.g. `["Jane Doe"]`.CODE
LOWdocs/content/themes/hallo/index.md114 { title = "E-Mail", url = "mailto:mail@example.org", iconset = "fas", icon = "envelope" },CODE
LOWdocs/content/themes/zola-paper/index.md61title = "Lorem ipsum!"CODE
LOWdocs/content/themes/zola-paper/index.md72Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nunc eu feugiat sapien. Aenean ligula nunc, laoreet id sem in, CODE
LOWdocs/content/themes/zola-paper/index.md72Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nunc eu feugiat sapien. Aenean ligula nunc, laoreet id sem in, CODE
LOWdocs/content/themes/particle/index.md54description = "A blog about lorem ipsum dolor sit amet"CODE
LOWdocs/content/themes/particle/index.md54description = "A blog about lorem ipsum dolor sit amet"CODE
LOWdocs/content/themes/particle/index.md57username = "Lorem Ipsum"CODE
LOWdocs/content/themes/particle/index.md58user_description = "Anon Developer at Lorem Ipsum Dolor"CODE
LOWdocs/content/themes/blow/index.md103name = "John Doe"CODE
LOWcomponents/markdown/tests/markdown.rs3211. Lorem ipsum dolor sit ametCODE
LOWcomponents/markdown/tests/markdown.rs3211. Lorem ipsum dolor sit ametCODE
Verbosity Indicators5 hits · 11 pts
SeverityFileLineSnippetContext
LOWcomponents/markdown/src/lib.rs23 // Step 1: we render the MD shortcodes before rendering the markdown so they can get processedCOMMENT
LOWcomponents/markdown/src/lib.rs27 // Step 2: we render the markdown and the HTML markdown at the same timeCOMMENT
LOWcomponents/markdown/src/markdown.rs312 // Step 2: retain only footnotes which was actually referencedCOMMENT
LOWcomponents/markdown/src/markdown.rs320 // Step 3: Sort footnotes in the order of their appearanceCOMMENT
LOWcomponents/markdown/src/markdown.rs328 // Step 4: Add backreferences to footnotesCOMMENT
Slop Phrases2 hits · 3 pts
SeverityFileLineSnippetContext
LOWcomponents/content/src/library.rs309 // Don't forget to push the actual parentCOMMENT
LOWcomponents/site/tests/common.rs326 // Don't forget to remove / becauseCOMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/cmd/serve.rs549 // The first entry is ultimately to watch config.toml in a more robust manner on Linux whenCOMMENT