Repository Analysis

bitcoin-dot-org/Bitcoin.org

Bitcoin.org Website

3.4 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of bitcoin-dot-org/Bitcoin.org, a HTML project with 1,765 GitHub stars. SynthScan v2.0 examined 99,220 lines of code across 424 source files, recording 141 pattern matches distributed across 6 syntactic categories. The overall adjusted score of 3.4 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).

3.4
Adjusted Score
3.4
Raw Score
100%
Time Factor
2026-07-14
Last Push
1.8K
Stars
HTML
Language
99.2K
Lines of Code
424
Files
141
Pattern Hits
2026-07-14
Scan Date
0.01
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 3HIGH 1MEDIUM 82LOW 55

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 141 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.

Self-Referential Comments82 hits · 246 pts
SeverityFileLineSnippetContext
MEDIUMindex.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM404.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUMcss/main.scss2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUMcss/rtl.scss2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/exchanges.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/sell.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/community.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/legal.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/press.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/index.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/bitcoin-for-individuals.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/bitcoin-paper.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/you-need-to-know.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/scams.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/bitcoin-for-businesses.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/resources.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/choose-your-wallet.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/getting-started.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/development.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/bitcoin-for-developers.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/buy.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/about-us.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/download.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/how-it-works.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/vocabulary.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/events.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/support-bitcoin.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/innovation.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/spend-bitcoin.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/secure-your-wallet.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/faq.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/privacy.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_templates/protect-your-privacy.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUMjs/bitcoin-core.js2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUMjs/cookieconsent/cookieconsent.js3# This file is licensed under the GNU General Public License Version 3 available onCOMMENT
MEDIUM_layouts/post.html2# This file is licensed under the MIT License (MIT) available on # http://opensource.org/licenses/MIT.COMMENT
MEDIUM_layouts/about-sidebar.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_layouts/redirect.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_layouts/wallet-platform.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_layouts/base.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_layouts/development-sidebar.html2# This file is licensed under the MIT License (MIT) available on # http://opensource.org/licenses/MIT.COMMENT
MEDIUM_layouts/base-core.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_layouts/wallet-container.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_layouts/release.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_layouts/alert.html2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_layouts/sidebar.html2# This file is licensed under the MIT License (MIT) available on # http://opensource.org/licenses/MIT.COMMENT
MEDIUM_contrib/schema-validator.rb2# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_contrib/updatetx.rb3# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_contrib/comparelinks.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_plugins/liquid-die.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_plugins/markdown.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_plugins/htmlescape.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_plugins/templates.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_plugins/releases.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_plugins/liquid-warn.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_plugins/redirects.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_plugins/events.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_plugins/githubify.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_plugins/wallets.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
MEDIUM_plugins/sitemap.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
22 more matches not shown…
Over-Commented Block39 hits · 39 pts
SeverityFileLineSnippetContext
LOWjs/base.js221COMMENT
LOWdocs/adding-events-release-notes-and-alerts.md41## Optional title. If not set, default is: Bitcoin Core version %v releasedCOMMENT
LOW_releases/v0.11.1.md1---COMMENT
LOW_releases/v0.10.0.md1---COMMENT
LOW_releases/v0.11.0.md1---COMMENT
LOW_releases/v0.10.1.md1---COMMENT
LOW_releases/v0.13.2.md1---COMMENT
LOW_releases/v0.17.1.md1---COMMENT
LOW_releases/v0.16.0.md1---COMMENT
LOW_releases/v0.20.0.md1---COMMENT
LOW_releases/v0.14.2.md1---COMMENT
LOW_releases/v0.20.1.md1---COMMENT
LOW_releases/v0.14.3.md1---COMMENT
LOW_releases/v0.15.2.md1---COMMENT
LOW_releases/v0.21.0.md1---COMMENT
LOW_releases/v0.17.0.md1---COMMENT
LOW_releases/v0.16.1.md1---COMMENT
LOW_releases/v0.14.0.md1---COMMENT
LOW_releases/v0.15.1.md1---COMMENT
LOW_releases/v0.18.0.md1---COMMENT
LOW_releases/v0.16.2.md1---COMMENT
LOW_releases/v0.19.1.md1---COMMENT
LOW_releases/v0.18.1.md1---COMMENT
LOW_releases/v0.16.3.md1---COMMENT
LOW_releases/v0.14.1.md1---COMMENT
LOW_releases/v0.15.0.md1---COMMENT
LOW_releases/v0.17.0.1.md1---COMMENT
LOW_releases/v0.10.2.md1---COMMENT
LOW_releases/v0.12.0.md1---COMMENT
LOW_releases/v0.13.1.md1---COMMENT
LOW_releases/v0.12.1.md1---COMMENT
LOW_releases/v0.13.0.md1---COMMENT
LOW_releases/v0.11.2.md1---COMMENT
LOW_releases/v0.19.0.1.md1---COMMENT
LOW_releases/v0.10.3.md1---COMMENT
LOW_releases/v0.15.0.1.md1---COMMENT
LOW_plugins/alerts.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
LOW_plugins/translate.rb1# This file is licensed under the MIT License (MIT) available onCOMMENT
LOW_sass/screen.scss5181// }COMMENT
Hallucination Indicators3 hits · 30 pts
SeverityFileLineSnippetContext
CRITICALjs/jquery/jquery-ui.min.js6(function(e){"function"==typeof define&&define.amd?define(["jquery"],e):e(jQuery)})(function(e){function t(t,s){var n,a,CODE
CRITICALjs/jquery/jquery-ui.min.js8},_doKeyUp:function(t){var i,s=e.datepicker._getInst(t.target);if(s.input.val()!==s.lastVal)try{i=e.datepicker.parseDateCODE
CRITICALjs/jquery/jquery-1.11.2.min.js4}m.Tween=Zb,Zb.prototype={constructor:Zb,init:function(a,b,c,d,e,f){this.elem=a,this.prop=c,this.easing=e||"swing",this.CODE
Hyper-Verbose Identifiers15 hits · 16 pts
SeverityFileLineSnippetContext
LOWjs/walletSelector.js27function updateQueryStringParameter(key, value) {CODE
LOWjs/walletSelector.js51function changeAccordionButtonText(button, text) {CODE
LOWjs/walletSelector.js81function displaySelectedHeaderValues(accordionType, selectedFilters, accordion) {CODE
LOWjs/walletSelector.js93function openRelevantStepAccordion(selectedStep, accordionStep, accordion) {CODE
LOWjs/walletSelector.js108function highlightSelectedWizardInputs() {CODE
LOWjs/walletSelector.js120function displayRelevantWizardContent(selectedStep) {CODE
LOWjs/walletSelector.js209function highlightCheckedSelectorInputs(filters) {CODE
LOWjs/walletSelector.js247function displayRelevantSelectortSection(filters) {CODE
LOWjs/walletSelector.js309function displayRelevantSelectorContent() {CODE
LOWjs/walletSelector.js336function verifyPreviousStepsChecks(step) {CODE
LOWjs/walletSelector.js360function collectCheckedInputsValues(selectedInputs) {CODE
LOWjs/walletSelector.js479function onWalletSelectorInputChange(input) {CODE
LOWjs/main.js692function updateQueryStringParameter(key, value) {CODE
LOWjs/main.js730function changeAccordionButtonText(button, text) {CODE
LOWjs/lottie-player.js78 */function o(t,e,r){var i,s=t;return"object"==typeof t?(s=t.slot,i=t):i={flatten:e},r?l({slot:s,flatten:e,selector:r}COMMENT
Synthetic Comment Markers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGH_includes/references.md73[blocktransactions]: # "A P2P Networking data structure used to provide some of the transactions in a block as requestedCODE
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOW_contrib/comparelinks.rb88 # Display resulting diffCOMMENT