A fast static site generator in a single binary with everything built-in. https://www.getzola.org
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).
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.
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.
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.
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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | docs/content/documentation/deployment/zeabur.md | 14 | ## Step 1: Create a Project on Zeabur | COMMENT |
| LOW | docs/content/documentation/deployment/zeabur.md | 20 | ## Step 2: Push Your Zola Files to GitHub | COMMENT |
| LOW⚡ | docs/content/documentation/deployment/zeabur.md | 40 | ## Step 3: Create a Service on Zeabur | COMMENT |
| LOW⚡ | docs/content/documentation/deployment/zeabur.md | 45 | ## Step 4: Select Your Zola Repository | COMMENT |
| LOW⚡ | docs/content/documentation/deployment/zeabur.md | 49 | ## Step 5: Automatic Deployment | COMMENT |
| LOW⚡ | docs/content/documentation/deployment/zeabur.md | 56 | ## Step 6: Domain Binding | COMMENT |
| LOW⚡ | docs/content/documentation/deployment/zeabur.md | 62 | ## Step 7: Your Site is Live! | COMMENT |
| LOW | docs/content/themes/tale-zola/index.md | 56 | ### Step 1: Create a new zola site | COMMENT |
| LOW | docs/content/themes/tale-zola/index.md | 62 | ### Step 2: Install Tale-Zola | COMMENT |
| LOW | docs/content/themes/tale-zola/index.md | 79 | ### Step 3: Configuration | COMMENT |
| LOW | docs/content/themes/tale-zola/index.md | 94 | ### Step 4: Add new content | COMMENT |
| LOW | docs/content/themes/tale-zola/index.md | 130 | ### Step 5: Run the project | COMMENT |
| LOW | docs/content/themes/zola-hacker/index.md | 51 | ### Step 1: Create a new zola site | COMMENT |
| LOW | docs/content/themes/zola-hacker/index.md | 57 | ### Step 2: Install Zola Hacker Theme | COMMENT |
| LOW | docs/content/themes/zola-hacker/index.md | 74 | ### Step 3: Configuration | COMMENT |
| LOW | docs/content/themes/zola-hacker/index.md | 89 | ### Step 4: Add new content | COMMENT |
| LOW | docs/content/themes/zola-hacker/index.md | 100 | ### Step 5: Run the project | COMMENT |
| LOW | docs/content/themes/adidoks/index.md | 54 | ### Step 1: Create a new zola site | COMMENT |
| LOW | docs/content/themes/adidoks/index.md | 60 | ### Step 2: Install AdiDoks | COMMENT |
| LOW | docs/content/themes/adidoks/index.md | 77 | ### Step 3: Configuration | COMMENT |
| LOW | docs/content/themes/adidoks/index.md | 92 | ### Step 4: Add new content | COMMENT |
| LOW | docs/content/themes/adidoks/index.md | 103 | ### Step 5: Run the project | COMMENT |
| LOW | docs/content/themes/resume/index.md | 49 | ### Step 1: Create a new zola site | COMMENT |
| LOW | docs/content/themes/resume/index.md | 55 | ### Step 2: Install zola-resume | COMMENT |
| LOW | docs/content/themes/resume/index.md | 71 | ### Step 3: Configuration | COMMENT |
| LOW | docs/content/themes/resume/index.md | 103 | ### Step 4: Add new content | COMMENT |
| LOW | docs/content/themes/resume/index.md | 113 | ### Step 5: Run the project | COMMENT |
| LOW⚡ | components/markdown/src/lib.rs | 23 | // Step 1: we render the MD shortcodes before rendering the markdown so they can get processed | COMMENT |
| LOW⚡ | components/markdown/src/lib.rs | 27 | // Step 2: we render the markdown and the HTML markdown at the same time | COMMENT |
| LOW⚡ | components/markdown/src/markdown.rs | 312 | // Step 2: retain only footnotes which was actually referenced | COMMENT |
| LOW⚡ | components/markdown/src/markdown.rs | 320 | // Step 3: Sort footnotes in the order of their appearance | COMMENT |
| LOW⚡ | components/markdown/src/markdown.rs | 328 | // Step 4: Add backreferences to footnotes | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | docs/content/documentation/content/page.md | 121 | # The section path will still be used. | COMMENT |
| LOW | docs/content/documentation/content/section.md | 61 | # Lower values have higher priority. | COMMENT |
| LOW | docs/content/documentation/content/section.md | 81 | COMMENT | |
| LOW | docs/content/documentation/content/section.md | 101 | # Useful for the same reason as `render` but when you don't want a 404 when | COMMENT |
| LOW | …content/documentation/getting-started/configuration.md | 81 | # this limit is not set (the default). | COMMENT |
| LOW | …content/documentation/getting-started/configuration.md | 141 | # For example, `...` into `…`, `"quote"` into `“curly”` etc | COMMENT |
| LOW | …content/documentation/getting-started/configuration.md | 161 | # will result in the following generated HTML: | COMMENT |
| LOW | …content/documentation/getting-started/configuration.md | 241 | # Whether to include the rendered content of the page/section in the index | COMMENT |
| LOW | …content/documentation/getting-started/configuration.md | 261 | COMMENT | |
| LOW | docs/content/documentation/templates/pages-sections.md | 81 | components: Array<String>; | COMMENT |
| LOW | docs/content/themes/linkita/index.md | 421 | menu_i18n = false | COMMENT |
| LOW | docs/content/themes/linkita/index.md | 441 | COMMENT | |
| LOW | docs/content/themes/linkita/index.md | 461 | COMMENT | |
| LOW | docs/content/themes/linkita/index.md | 541 | COMMENT | |
| LOW | docs/content/themes/linkita/index.md | 681 | # No default value. | COMMENT |
| LOW | docs/content/themes/coast/index.md | 121 | # When set to "true", the generated HTML files are minified. | COMMENT |
| LOW | docs/content/themes/coffee/index.md | 121 | # When set to "true", the generated HTML files are minified. | COMMENT |
| LOW | docs/sass/site.scss | 21 | //@import url("syntax-theme-dark.css") (prefers-color-scheme: dark); | COMMENT |
| LOW | components/config/src/config/markup.rs | 141 | /// CSS class to add to external links | COMMENT |
| LOW | components/markdown/src/markdown.rs | 41 | Regex::new(r#"<sup class="footnote-reference"( id=\s*.*?)?><a href=\s*.*?>\s*.*?</a></sup>"#) | COMMENT |
| LOW | components/markdown/src/markdown.rs | 321 | footnotes.sort_by_cached_key(|f| match f.first() { | COMMENT |
| LOW | components/markdown/src/markdown.rs | 341 | // | COMMENT |
| LOW | components/content/src/page.rs | 41 | pub ancestors: Vec<String>, | COMMENT |
| LOW | components/content/src/page.rs | 61 | /// as summary | COMMENT |
| LOW | components/content/src/section.rs | 41 | /// All direct pages of that section | COMMENT |
| LOW | components/content/src/types.rs | 1 | use serde::{Deserialize, Serialize}; | COMMENT |
| LOW | components/content/src/front_matter/page.rs | 21 | pub description: Option<String>, | COMMENT |
| LOW | components/content/src/front_matter/page.rs | 41 | pub draft: bool, | COMMENT |
| LOW | components/content/src/front_matter/page.rs | 61 | pub aliases: Vec<String>, | COMMENT |
| LOW | components/content/src/front_matter/section.rs | 21 | /// Whether to sort by "date", "order", "weight" or "none". Defaults to `none`. | COMMENT |
| LOW | components/content/src/front_matter/section.rs | 41 | pub paginate_path: String, | COMMENT |
| LOW | components/imageproc/tests/resize_image.rs | 421 | // "png.png", | COMMENT |
| LOW | components/imageproc/src/ops.rs | 1 | use errors::{Result, anyhow}; | COMMENT |
| LOW | components/site/benches/load.rs | 41 | //} | COMMENT |
| LOW | components/site/benches/load.rs | 61 | // let mut site = Site::new(&path, &config_file).unwrap(); | COMMENT |
| LOW | components/site/benches/load.rs | 81 | // path.push("benches"); | COMMENT |
| LOW | components/site/benches/load.rs | 121 | b.iter(|| site.load().unwrap()); | COMMENT |
| LOW | components/site/benches/load.rs | 141 | // let mut site = Site::new(&path, &config_file).unwrap(); | COMMENT |
| LOW | components/site/benches/load.rs | 161 | // path.push("benches"); | COMMENT |
| LOW | components/templates/src/global_fns/helpers.rs | 1 | use std::borrow::Cow; | COMMENT |
| LOW | components/templates/src/global_fns/load_data.rs | 461 | }) | COMMENT |
| LOW | components/templates/src/global_fns/load_data.rs | 541 | /// <item>1</item> | COMMENT |
| LOW | src/cmd/serve.rs | 1 | // Contains an embedded version of livereload-js 3.2.4 | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | docs/content/documentation/templates/feeds/index.md | 35 | name, for example `"John Doe"`. While according to the | CODE |
| LOW | docs/content/themes/zola-theme-hikari/index.md | 54 | author_bio = "Lorem ipsum dolor sit amet, consectetur adipisicing elit. Ex, pariatur!" | CODE |
| LOW | docs/content/themes/zola-theme-hikari/index.md | 54 | author_bio = "Lorem ipsum dolor sit amet, consectetur adipisicing elit. Ex, pariatur!" | CODE |
| LOW | docs/content/themes/minimal-dark/index.md | 78 | author = "John Doe" # author. Will be puth in page metadata | CODE |
| LOW⚡ | docs/content/themes/minimal-dark/index.md | 106 | "title":"Lorem Ipsum Event", | CODE |
| LOW⚡ | docs/content/themes/minimal-dark/index.md | 107 | "body":"Lorem Ipsum is simply dummy text of the printing and typesetting industry.", | CODE |
| LOW⚡ | docs/content/themes/minimal-dark/index.md | 111 | "title":"Lorem Ipsum event 2", | CODE |
| LOW⚡ | docs/content/themes/minimal-dark/index.md | 112 | "body":"Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry | CODE |
| LOW | docs/content/themes/radion/index.md | 202 | authors = ["John Smith", "Joe Schmoe", "Jane Doe"] | CODE |
| LOW | docs/content/themes/BelResume/index.md | 129 | title = "John Doe" | CODE |
| LOW | docs/content/themes/docsascode-theme/index.md | 101 | authors = ["John Doe"] | CODE |
| LOW | docs/content/themes/pico/index.md | 85 | author = "John Doe" # author. Will be puth in page metadata | CODE |
| LOW⚡ | docs/content/themes/pico/index.md | 99 | "title":"Lorem Ipsum Event", | CODE |
| LOW⚡ | docs/content/themes/pico/index.md | 100 | "body":"Lorem Ipsum is simply dummy text of the printing and typesetting industry.", | CODE |
| LOW⚡ | docs/content/themes/pico/index.md | 104 | "title":"Lorem Ipsum event 2", | CODE |
| LOW⚡ | docs/content/themes/pico/index.md | 105 | "body":"Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry | CODE |
| LOW | docs/content/themes/zola-quiet/index.md | 119 | author = "Jane Doe" | CODE |
| LOW | docs/content/themes/anatole-zola/index.md | 169 | author = "John Doe" | CODE |
| LOW | docs/content/themes/zolarwind/index.md | 302 | authors = ["Jane Doe"] | CODE |
| LOW | docs/content/themes/zolarwind/index.md | 322 | - **authors**: an optional array of all the post's authors, e.g. `["Jane Doe"]`. | CODE |
| LOW | docs/content/themes/hallo/index.md | 114 | { title = "E-Mail", url = "mailto:mail@example.org", iconset = "fas", icon = "envelope" }, | CODE |
| LOW | docs/content/themes/zola-paper/index.md | 61 | title = "Lorem ipsum!" | CODE |
| LOW | docs/content/themes/zola-paper/index.md | 72 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nunc eu feugiat sapien. Aenean ligula nunc, laoreet id sem in, | CODE |
| LOW | docs/content/themes/zola-paper/index.md | 72 | Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nunc eu feugiat sapien. Aenean ligula nunc, laoreet id sem in, | CODE |
| LOW⚡ | docs/content/themes/particle/index.md | 54 | description = "A blog about lorem ipsum dolor sit amet" | CODE |
| LOW⚡ | docs/content/themes/particle/index.md | 54 | description = "A blog about lorem ipsum dolor sit amet" | CODE |
| LOW⚡ | docs/content/themes/particle/index.md | 57 | username = "Lorem Ipsum" | CODE |
| LOW⚡ | docs/content/themes/particle/index.md | 58 | user_description = "Anon Developer at Lorem Ipsum Dolor" | CODE |
| LOW | docs/content/themes/blow/index.md | 103 | name = "John Doe" | CODE |
| LOW | components/markdown/tests/markdown.rs | 321 | 1. Lorem ipsum dolor sit amet | CODE |
| LOW | components/markdown/tests/markdown.rs | 321 | 1. Lorem ipsum dolor sit amet | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | components/markdown/src/lib.rs | 23 | // Step 1: we render the MD shortcodes before rendering the markdown so they can get processed | COMMENT |
| LOW⚡ | components/markdown/src/lib.rs | 27 | // Step 2: we render the markdown and the HTML markdown at the same time | COMMENT |
| LOW⚡ | components/markdown/src/markdown.rs | 312 | // Step 2: retain only footnotes which was actually referenced | COMMENT |
| LOW⚡ | components/markdown/src/markdown.rs | 320 | // Step 3: Sort footnotes in the order of their appearance | COMMENT |
| LOW⚡ | components/markdown/src/markdown.rs | 328 | // Step 4: Add backreferences to footnotes | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | components/content/src/library.rs | 309 | // Don't forget to push the actual parent | COMMENT |
| LOW | components/site/tests/common.rs | 326 | // Don't forget to remove / because | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | src/cmd/serve.rs | 549 | // The first entry is ultimately to watch config.toml in a more robust manner on Linux when | COMMENT |