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This report presents the forensic synthetic code analysis of mmistakes/minimal-mistakes, a HTML project with 13,546 GitHub stars. SynthScan v2.0 examined 37,034 lines of code across 447 source files, recording 134 pattern matches distributed across 7 syntactic categories. The overall adjusted score of 5.9 places this repository in the Low AI signal 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 134 distinct pattern matches across 7 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 | test/_posts/2012-01-03-layout-table-of-contents-post.md | 29 | Lorem ipsum dolor sit amet, test link adipiscing elit. **This is strong**. Nullam dignissim convallis est. Quisque aliqu | CODE |
| LOW | test/_posts/2012-01-03-layout-table-of-contents-post.md | 29 | Lorem ipsum dolor sit amet, test link adipiscing elit. **This is strong**. Nullam dignissim convallis est. Quisque aliqu | CODE |
| LOW | test/_posts/2012-01-03-layout-table-of-contents-post.md | 40 | > Lorem ipsum dolor sit amet, test link adipiscing elit. Nullam dignissim convallis est. Quisque aliquam. | CODE |
| LOW | test/_posts/2012-01-03-layout-table-of-contents-post.md | 40 | > Lorem ipsum dolor sit amet, test link adipiscing elit. Nullam dignissim convallis est. Quisque aliquam. | CODE |
| LOW⚡ | test/_posts/2010-02-05-post-notice.md | 17 | **Primary Notice:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. [Praesent libero](#). Sed | CODE |
| LOW⚡ | test/_posts/2010-02-05-post-notice.md | 17 | **Primary Notice:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. [Praesent libero](#). Sed | CODE |
| LOW⚡ | test/_posts/2010-02-05-post-notice.md | 21 | **Primary Notice with code block:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. [Praesent | CODE |
| LOW⚡ | test/_posts/2010-02-05-post-notice.md | 21 | **Primary Notice with code block:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. [Praesent | CODE |
| LOW⚡ | test/_posts/2010-02-05-post-notice.md | 30 | **Info Notice:** Lorem ipsum dolor sit amet, [consectetur adipiscing elit](#). Integer nec odio. Praesent libero. Sed cu | CODE |
| LOW⚡ | test/_posts/2010-02-05-post-notice.md | 30 | **Info Notice:** Lorem ipsum dolor sit amet, [consectetur adipiscing elit](#). Integer nec odio. Praesent libero. Sed cu | CODE |
| LOW⚡ | test/_posts/2010-02-05-post-notice.md | 33 | **Warning Notice:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. [Integer nec odio](#). Praesent libero. Sed | CODE |
| LOW⚡ | test/_posts/2010-02-05-post-notice.md | 33 | **Warning Notice:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. [Integer nec odio](#). Praesent libero. Sed | CODE |
| LOW⚡ | test/_posts/2010-02-05-post-notice.md | 36 | **Danger Notice:** Lorem ipsum dolor sit amet, [consectetur adipiscing](#) elit. Integer nec odio. Praesent libero. Sed | CODE |
| LOW⚡ | test/_posts/2010-02-05-post-notice.md | 36 | **Danger Notice:** Lorem ipsum dolor sit amet, [consectetur adipiscing](#) elit. Integer nec odio. Praesent libero. Sed | CODE |
| LOW⚡ | test/_posts/2010-02-05-post-notice.md | 39 | **Success Notice:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. Praesent libero. Sed curs | CODE |
| LOW⚡ | test/_posts/2010-02-05-post-notice.md | 39 | **Success Notice:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. Praesent libero. Sed curs | CODE |
| LOW | …t/_posts/2012-01-03-layout-table-of-contents-sticky.md | 24 | Lorem ipsum dolor sit amet, test link adipiscing elit. **This is strong**. Nullam dignissim convallis est. Quisque aliqu | CODE |
| LOW | …t/_posts/2012-01-03-layout-table-of-contents-sticky.md | 24 | Lorem ipsum dolor sit amet, test link adipiscing elit. **This is strong**. Nullam dignissim convallis est. Quisque aliqu | CODE |
| LOW | …t/_posts/2012-01-03-layout-table-of-contents-sticky.md | 35 | > Lorem ipsum dolor sit amet, test link adipiscing elit. Nullam dignissim convallis est. Quisque aliquam. | CODE |
| LOW | …t/_posts/2012-01-03-layout-table-of-contents-sticky.md | 35 | > Lorem ipsum dolor sit amet, test link adipiscing elit. Nullam dignissim convallis est. Quisque aliquam. | CODE |
| LOW | test/_pages/page-b.md | 7 | (lorem ipsum) | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 2 | title: "Lorem Ipsum" | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 6 | Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Donec mollis. Quisque convallis libero in sapien pharetra tinc | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 6 | Lorem ipsum dolor sit amet, consectetuer adipiscing elit. Donec mollis. Quisque convallis libero in sapien pharetra tinc | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 8 | Cras volutpat, lacus quis semper pharetra, nisi enim dignissim est, et sollicitudin quam ipsum vel mi. Sed commodo urna | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 8 | Cras volutpat, lacus quis semper pharetra, nisi enim dignissim est, et sollicitudin quam ipsum vel mi. Sed commodo urna | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 14 | Cras pede. Nullam id velit sit amet turpis tincidunt sagittis. Nunc malesuada. Nunc consequat scelerisque odio. Donec eu | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 14 | Cras pede. Nullam id velit sit amet turpis tincidunt sagittis. Nunc malesuada. Nunc consequat scelerisque odio. Donec eu | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 28 | Lorem Ipsum-ը տպագրության և տպագրական արդյունաբերության համար նախատեսված մոդելային տեքստ է: Սկսած 1500-ականներից\` Lorem | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 32 | Lorem Ipsum е елементарен примерен текст, използван в печатарската и типографската индустрия. Lorem Ipsum е индустриален | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 36 | Lorem Ipsum és un text de farciment usat per la indústria de la tipografia i la impremta. Lorem Ipsum ha estat el text e | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 40 | Lorem Ipsum je jednostavno probni tekst koji se koristi u tiskarskoj i slovoslagarskoj industriji. Lorem Ipsum postoji k | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 44 | Lorem Ipsum je demonstrativní výplňový text používaný v tiskařském a knihařském průmyslu. Lorem Ipsum je považováno za s | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 48 | Lorem Ipsum este pur şi simplu o machetă pentru text a industriei tipografice. Lorem Ipsum a fost macheta standard a ind | CODE |
| LOW⚡ | test/_pages/lorem-ipsum.md | 52 | Lorem Ipsum је једноставно модел текста који се користи у штампарској и словослагачкој индустрији. Lorem ipsum је био ст | CODE |
| LOW | test/_pages/splash-page.md | 14 | excerpt: "Bacon ipsum dolor sit amet salami ham hock ham, hamburger corned beef short ribs kielbasa biltong t-bone drums | CODE |
| LOW | docs/_posts/2012-01-03-layout-table-of-contents-post.md | 29 | Lorem ipsum dolor sit amet, test link adipiscing elit. **This is strong**. Nullam dignissim convallis est. Quisque aliqu | CODE |
| LOW | docs/_posts/2012-01-03-layout-table-of-contents-post.md | 29 | Lorem ipsum dolor sit amet, test link adipiscing elit. **This is strong**. Nullam dignissim convallis est. Quisque aliqu | CODE |
| LOW | docs/_posts/2012-01-03-layout-table-of-contents-post.md | 40 | > Lorem ipsum dolor sit amet, test link adipiscing elit. Nullam dignissim convallis est. Quisque aliquam. | CODE |
| LOW | docs/_posts/2012-01-03-layout-table-of-contents-post.md | 40 | > Lorem ipsum dolor sit amet, test link adipiscing elit. Nullam dignissim convallis est. Quisque aliquam. | CODE |
| LOW⚡ | docs/_posts/2010-02-05-post-notice.md | 17 | **Primary Notice:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. [Praesent libero](#). Sed | CODE |
| LOW⚡ | docs/_posts/2010-02-05-post-notice.md | 17 | **Primary Notice:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. [Praesent libero](#). Sed | CODE |
| LOW⚡ | docs/_posts/2010-02-05-post-notice.md | 21 | **Primary Notice with code block:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. [Praesent | CODE |
| LOW⚡ | docs/_posts/2010-02-05-post-notice.md | 21 | **Primary Notice with code block:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. [Praesent | CODE |
| LOW⚡ | docs/_posts/2010-02-05-post-notice.md | 30 | **Info Notice:** Lorem ipsum dolor sit amet, [consectetur adipiscing elit](#). Integer nec odio. Praesent libero. Sed cu | CODE |
| LOW⚡ | docs/_posts/2010-02-05-post-notice.md | 30 | **Info Notice:** Lorem ipsum dolor sit amet, [consectetur adipiscing elit](#). Integer nec odio. Praesent libero. Sed cu | CODE |
| LOW⚡ | docs/_posts/2010-02-05-post-notice.md | 33 | **Warning Notice:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. [Integer nec odio](#). Praesent libero. Sed | CODE |
| LOW⚡ | docs/_posts/2010-02-05-post-notice.md | 33 | **Warning Notice:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. [Integer nec odio](#). Praesent libero. Sed | CODE |
| LOW⚡ | docs/_posts/2010-02-05-post-notice.md | 36 | **Danger Notice:** Lorem ipsum dolor sit amet, [consectetur adipiscing](#) elit. Integer nec odio. Praesent libero. Sed | CODE |
| LOW⚡ | docs/_posts/2010-02-05-post-notice.md | 36 | **Danger Notice:** Lorem ipsum dolor sit amet, [consectetur adipiscing](#) elit. Integer nec odio. Praesent libero. Sed | CODE |
| LOW⚡ | docs/_posts/2010-02-05-post-notice.md | 39 | **Success Notice:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. Praesent libero. Sed curs | CODE |
| LOW⚡ | docs/_posts/2010-02-05-post-notice.md | 39 | **Success Notice:** Lorem ipsum dolor sit amet, consectetur adipiscing elit. Integer nec odio. Praesent libero. Sed curs | CODE |
| LOW | …s/_posts/2012-01-03-layout-table-of-contents-sticky.md | 24 | Lorem ipsum dolor sit amet, test link adipiscing elit. **This is strong**. Nullam dignissim convallis est. Quisque aliqu | CODE |
| LOW | …s/_posts/2012-01-03-layout-table-of-contents-sticky.md | 24 | Lorem ipsum dolor sit amet, test link adipiscing elit. **This is strong**. Nullam dignissim convallis est. Quisque aliqu | CODE |
| LOW | …s/_posts/2012-01-03-layout-table-of-contents-sticky.md | 35 | > Lorem ipsum dolor sit amet, test link adipiscing elit. Nullam dignissim convallis est. Quisque aliquam. | CODE |
| LOW | …s/_posts/2012-01-03-layout-table-of-contents-sticky.md | 35 | > Lorem ipsum dolor sit amet, test link adipiscing elit. Nullam dignissim convallis est. Quisque aliquam. | CODE |
| LOW | docs/_docs/15-utility-classes.md | 50 | **Justified text.** `.text-justify` Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque vel eleifend o | CODE |
| LOW | docs/_docs/15-utility-classes.md | 50 | **Justified text.** `.text-justify` Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque vel eleifend o | CODE |
| LOW | docs/_drafts/post-draft.md | 11 | Monocle ipsum dolor sit amet handsome pariatur aliqua, hub remarkable irure commodo classic deserunt bespoke. Sunt commo | CODE |
| LOW | docs/_pages/page-b.md | 7 | (lorem ipsum) | CODE |
| 15 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | _data/ui-text.yml | 4 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 225 | # ---------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 377 | # -------------------------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 483 | # ---------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 545 | # -------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 648 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 700 | # ------------------------ | COMMENT |
| MEDIUM | _data/ui-text.yml | 912 | # ---------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 965 | # ---------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1176 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1229 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1282 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1335 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1388 | # -------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1441 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1494 | # -------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1547 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1599 | # -------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1652 | # -------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1700 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1751 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1912 | # -------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 1971 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 2026 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 2078 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 2131 | # ----------------- | COMMENT |
| MEDIUM | _data/ui-text.yml | 2184 | # -------------- | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | staticman.yml | 1 | # Name of the property. You can have multiple properties with completely | COMMENT |
| LOW | staticman.yml | 21 | COMMENT | |
| LOW | staticman.yml | 41 | # with a `type` property, which configures the generated field, or any value | COMMENT |
| LOW | staticman.yml | 61 | # type: "comment" | COMMENT |
| LOW | _config.yml | 1 | # Welcome to Jekyll! | COMMENT |
| LOW | _config.yml | 281 | COMMENT | |
| LOW | _config.yml | 301 | # jekyll-archives: | COMMENT |
| LOW | test/_config.yml | 221 | # Path (examples) | COMMENT |
| LOW | docs/_config.yml | 301 | # - GitHub Pages compatible archive pages built with Liquid ~> type: liquid (default) | COMMENT |
| LOW | docs/_docs/03-installation.md | 61 | source "https://rubygems.org" | COMMENT |
| LOW | _data/navigation.yml | 1 | # main links | COMMENT |
| LOW | assets/js/lunr/lunr.js | 3121 | } | COMMENT |
| LOW | assets/js/plugins/jquery.ba-throttle-debounce.js | 1 | /*! | COMMENT |
| LOW | assets/js/plugins/jquery.ba-throttle-debounce.js | 21 | // Copyright (c) 2010 "Cowboy" Ben Alman, | COMMENT |
| LOW | assets/js/plugins/jquery.ba-throttle-debounce.js | 41 | // Unit Tests - http://benalman.com/code/projects/jquery-throttle-debounce/unit/ | COMMENT |
| LOW | assets/js/plugins/jquery.ba-throttle-debounce.js | 61 | // $.method() or jQuery.method(), you'll need to use Cowboy.method(). | COMMENT |
| LOW | assets/js/plugins/jquery.ba-throttle-debounce.js | 81 | // In this visualization, | is a throttled-function call and X is the actual | COMMENT |
| LOW | assets/js/plugins/jquery.ba-throttle-debounce.js | 101 | // > jQuery('selector').bind( 'someevent', jQuery.throttle( delay, [ no_trailing, ] callback ) ); | COMMENT |
| LOW | assets/js/plugins/jquery.ba-throttle-debounce.js | 161 | exec(); | COMMENT |
| LOW | assets/js/plugins/jquery.ba-throttle-debounce.js | 201 | // very beginning of a series of calls, or at the very end. If you want to | COMMENT |
| LOW | assets/js/plugins/jquery.ba-throttle-debounce.js | 221 | // > jQuery('selector').unbind( 'someevent', debounced ); | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | docs/_posts/2016-10-06-gemified-theme-beta.md | 20 | ## Step 1: Remove Theme Files | COMMENT |
| LOW | docs/_posts/2016-10-06-gemified-theme-beta.md | 26 | ## Step 2: Update `Gemfile` | COMMENT |
| LOW | docs/_posts/2016-10-06-gemified-theme-beta.md | 47 | ## Step 3: Run Bundler | COMMENT |
| LOW | docs/_posts/2016-10-06-gemified-theme-beta.md | 51 | ## Step 4: Install the Theme | COMMENT |
| LOW | docs/_posts/2016-09-21-gemified-theme-alpha.md | 23 | ## Step 1: Remove Theme Files | COMMENT |
| LOW | docs/_posts/2016-09-21-gemified-theme-alpha.md | 29 | ## Step 2: Update `Gemfile` | COMMENT |
| LOW | docs/_posts/2016-09-21-gemified-theme-alpha.md | 62 | ## Step 3: Run Bundler | COMMENT |
| LOW | docs/_posts/2016-09-21-gemified-theme-alpha.md | 66 | ## Step 4: Install the Theme | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| CRITICAL | assets/js/main.min.js | 8 | !function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _config.yml | 248 | # Set enabled to true to use paginate v2 | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _includes/search/google-search-scripts.html | 12 | function googleCustomSearchExecute() { | CODE |