Repository Analysis

alshedivat/al-folio

A beautiful, simple, clean, and responsive Jekyll theme for academics

8.7 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of alshedivat/al-folio, a HTML project with 15,862 GitHub stars. SynthScan v2.0 examined 19,853 lines of code across 151 source files, recording 77 pattern matches distributed across 9 syntactic categories. The overall adjusted score of 8.7 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).

8.7
Adjusted Score
8.7
Raw Score
100%
Time Factor
2026-07-08
Last Push
15.9K
Stars
HTML
Language
19.9K
Lines of Code
151
Files
77
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 43LOW 34

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 77 distinct pattern matches across 9 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.

Decorative Section Separators40 hits · 120 pts
SeverityFileLineSnippetContext
MEDIUM_config.yml76# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml78# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml82# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml84# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml96# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml98# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml105# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml107# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml174# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml176# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml183# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml185# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml314# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml316# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml322# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml324# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml414# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml416# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml425# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml427# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml1# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml3# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml27# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml29# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml46# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml48# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml121# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml123# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml199# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml201# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml300# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml302# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml339# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml341# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml456# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml458# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml473# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml475# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml682# -----------------------------------------------------------------------------COMMENT
MEDIUM_config.yml684# -----------------------------------------------------------------------------COMMENT
Fake / Example Data18 hits · 27 pts
SeverityFileLineSnippetContext
LOW_books/the_godfather.md20Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras sollicitudin eros sit amet ante aliquet, sit amet vulputatCODE
LOW_books/the_godfather.md20Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras sollicitudin eros sit amet ante aliquet, sit amet vulputatCODE
LOW_books/the_godfather.md22Nunc commodo elit nec turpis feugiat consectetur. Nullam in nisi egestas, fermentum ligula hendrerit, euismod enim. NullCODE
LOW_books/the_godfather.md22Nunc commodo elit nec turpis feugiat consectetur. Nullam in nisi egestas, fermentum ligula hendrerit, euismod enim. NullCODE
LOW_books/the_godfather.md28Cras fermentum dignissim pretium. Donec quis turpis eu neque lacinia facilisis in sit amet nibh. Nulla non tortor ultricCODE
LOW_books/the_godfather.md28Cras fermentum dignissim pretium. Donec quis turpis eu neque lacinia facilisis in sit amet nibh. Nulla non tortor ultricCODE
LOW_posts/2023-07-12-post-bibliography.md16Lorem ipsum dolor sit amet, consectetur adipisicing elit,CODE
LOW_posts/2023-07-12-post-bibliography.md16Lorem ipsum dolor sit amet, consectetur adipisicing elit,CODE
LOW_posts/2023-07-12-post-bibliography.md19Lorem ipsum dolor sit amet, consectetur adipisicing.CODE
LOW_posts/2023-07-12-post-bibliography.md19Lorem ipsum dolor sit amet, consectetur adipisicing.CODE
LOW_data/cv.yml185 reference: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquam condimentum, diam quis convallis euiCODE
LOW_data/cv.yml185 reference: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquam condimentum, diam quis convallis euiCODE
LOW_data/cv.yml189 reference: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquam condimentum, diam quis convallis euiCODE
LOW_data/cv.yml189 reference: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquam condimentum, diam quis convallis euiCODE
LOWassets/json/resume.json204 "reference": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquam condimentum, diam quis convallis euCODE
LOWassets/json/resume.json204 "reference": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquam condimentum, diam quis convallis euCODE
LOWassets/json/resume.json209 "reference": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquam condimentum, diam quis convallis euCODE
LOWassets/json/resume.json209 "reference": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aliquam condimentum, diam quis convallis euCODE
Structural Annotation Overuse4 hits · 6 pts
SeverityFileLineSnippetContext
LOWdocs/QUICKSTART.md22## Step 1: Create Your Repository (1 min)COMMENT
LOWdocs/QUICKSTART.md35## Step 2: Configure Deployment (1 min)COMMENT
LOWdocs/QUICKSTART.md41## Step 3: Personalize (2 min)COMMENT
LOWdocs/QUICKSTART.md54## Step 4: View Your Site (1 min)COMMENT
Excessive Try-Catch Wrapping5 hits · 5 pts
SeverityFileLineSnippetContext
LOWbin/update_scholar_citations.py58 except Exception as e:CODE
LOWbin/update_scholar_citations.py70 except Exception as e:CODE
LOWbin/update_scholar_citations.py106 except Exception as e:CODE
LOWbin/update_scholar_citations.py120 except Exception as e:CODE
LOWbin/update_scholar_citations.py130 except Exception as e:CODE
AI Slop Vocabulary2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUM…se_results/desktop/alshedivat_github_io_al_folio_.html31 <script>window.__LIGHTHOUSE_JSON__ = {"lighthouseVersion":"9.6.8","requestedUrl":"https://alshedivat.github.io/al-foliCODE
MEDIUM…use_results/mobile/alshedivat_github_io_al_folio_.html31 <script>window.__LIGHTHOUSE_JSON__ = {"lighthouseVersion":"9.6.8","requestedUrl":"https://alshedivat.github.io/al-foliCODE
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOWtest/integration_css_minify.sh1#!/usr/bin/env bashCOMMENT
LOW.github/workflows/codeql.yml1# For most projects, this workflow file will not need changing; you simply needCOMMENT
LOW.github/workflows/codeql.yml61COMMENT
LOW.github/workflows/lighthouse-badger.yml1# Lighthouse-Badger-Easy | GitHub Action WorkflowCOMMENT
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWbin/update_scholar_citations.py44 # Check if the output file was already updated todayCOMMENT
LOW.github/workflows/update-tocs.yml38 # Check if the file is a markdown fileCOMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/codeql.yml56 # If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize howCOMMENT
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWbin/update_scholar_citations.py39CODE