Bitcoin.org Website
This report presents the forensic synthetic code analysis of bitcoin-dot-org/Bitcoin.org, a SCSS project with 1,775 GitHub stars. SynthScan v2.0 examined 110,236 lines of code across 440 source files, recording 212 pattern matches distributed across 10 syntactic categories. The overall adjusted score of 4.2 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 212 distinct pattern matches across 10 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 |
|---|---|---|---|---|
| MEDIUM | index.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | 404.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | css/main.scss | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | css/rtl.scss | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/exchanges.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/sell.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/community.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/legal.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/press.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/index.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/bitcoin-for-individuals.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/bitcoin-paper.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/you-need-to-know.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/scams.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/halving.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/bitcoin-for-businesses.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/resources.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/choose-your-wallet.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/getting-started.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/development.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/bitcoin-for-developers.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/buy.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/about-us.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/download.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/how-it-works.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/vocabulary.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/support-bitcoin.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/innovation.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/spend-bitcoin.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/secure-your-wallet.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/faq.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/privacy.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _templates/protect-your-privacy.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | js/bitcoin-core.js | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | js/cookieconsent/cookieconsent.js | 3 | # This file is licensed under the GNU General Public License Version 3 available on | COMMENT |
| MEDIUM | _layouts/post.html | 2 | # This file is licensed under the MIT License (MIT) available on # https://opensource.org/licenses/MIT. | COMMENT |
| MEDIUM | _layouts/about-sidebar.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _layouts/redirect.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _layouts/wallet-platform.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _layouts/base.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _layouts/development-sidebar.html | 2 | # This file is licensed under the MIT License (MIT) available on # https://opensource.org/licenses/MIT. | COMMENT |
| MEDIUM | _layouts/base-core.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _layouts/wallet-container.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _layouts/release.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _layouts/bip.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _layouts/alert.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _layouts/bip-index.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _layouts/sidebar.html | 2 | # This file is licensed under the MIT License (MIT) available on # https://opensource.org/licenses/MIT. | COMMENT |
| MEDIUM | price/index.html | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _contrib/schema-validator.rb | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _contrib/updatetx.rb | 3 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _contrib/comparelinks.rb | 1 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _contrib/check-yaml.rb | 2 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _plugins/liquid-die.rb | 1 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _plugins/markdown.rb | 1 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _plugins/hreflang.rb | 1 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _plugins/htmlescape.rb | 1 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _plugins/templates.rb | 1 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _plugins/releases.rb | 1 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| MEDIUM | _plugins/liquid-warn.rb | 1 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| 28 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | js/walletSelector.js | 36 | function updateQueryStringParameter(key, value) { | CODE |
| LOW | js/walletSelector.js | 64 | function changeAccordionButtonText(button, text) { | CODE |
| LOW | js/walletSelector.js | 180 | function displaySelectedHeaderValues(accordionType, selectedFilters, accordion) { | CODE |
| LOW | js/walletSelector.js | 194 | function openRelevantStepAccordion(selectedStep, accordionStep, accordion) { | CODE |
| LOW | js/walletSelector.js | 209 | function highlightSelectedWizardInputs() { | CODE |
| LOW | js/walletSelector.js | 221 | function displayRelevantWizardContent(selectedStep) { | CODE |
| LOW | js/walletSelector.js | 328 | function highlightCheckedSelectorInputs(filters) { | CODE |
| LOW | js/walletSelector.js | 380 | function displayRelevantSelectortSection(filters) { | CODE |
| LOW | js/walletSelector.js | 453 | function displayRelevantSelectorContent() { | CODE |
| LOW | js/walletSelector.js | 482 | function verifyPreviousStepsChecks(step) { | CODE |
| LOW | js/walletSelector.js | 506 | function collectCheckedInputsValues(selectedInputs) { | CODE |
| LOW | js/walletSelector.js | 663 | function onWalletSelectorInputChange(input) { | CODE |
| LOW | js/main.js | 511 | function clearDonationSelectedAmount() { | CODE |
| LOW | js/main.js | 544 | function refreshDonationAmountButtons() { | CODE |
| LOW | js/main.js | 596 | function getDonationFocusableElements() { | CODE |
| LOW | js/main.js | 602 | function handleDonationModalKeydown(event) { | CODE |
| LOW | js/main.js | 693 | function fallbackCopyDonationAddress(address) { | CODE |
| LOW | js/main.js | 714 | function markDonationAddressCopied(button, copied) { | CODE |
| LOW | js/main.js | 922 | function updateQueryStringParameter(key, value) { | CODE |
| LOW | js/main.js | 960 | function changeAccordionButtonText(button, text) { | CODE |
| LOW | js/main.js | 1014 | function requestMoonPayAllowedIpAddress() { | CODE |
| LOW | js/main.js | 1039 | function initializeSignedMoonPayWidget(flow, containerSelector) { | CODE |
| LOW | js/lottie-player.js | 78 | */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 |
| LOW | js/price.js | 381 | function normalizeCoinGeckoCurrent(response) { | CODE |
| LOW | js/price.js | 417 | function normalizeBlockchainCurrent(response) { | CODE |
| LOW⚡ | _build/test_bips.py | 179 | def test_ids_with_spaces_and_underscores_become_safe_fragments(self) -> None: | CODE |
| LOW⚡ | _build/test_bips.py | 187 | def test_generated_id_suffixes_cannot_collide_with_existing_ids(self) -> None: | CODE |
| LOW⚡ | _build/test_bips.py | 197 | def test_bip_links_and_fragments_use_pretty_local_routes(self) -> None: | CODE |
| LOW⚡ | _build/test_bips.py | 405 | def test_spanned_title_header_becomes_a_caption(self) -> None: | CODE |
| LOW⚡ | _build/test_bips.py | 415 | def test_rowspan_tables_become_protected_html(self) -> None: | CODE |
| LOW⚡ | _build/test_bips.py | 447 | def test_code_pipes_do_not_split_or_convert_cells(self) -> None: | CODE |
| LOW⚡ | _build/test_bips.py | 457 | def test_tables_glued_to_raw_html_get_breathing_room(self) -> None: | CODE |
| LOW⚡ | _build/test_bips.py | 464 | def test_nested_references_are_paired_correctly(self) -> None: | CODE |
| LOW⚡ | _build/test_bips.py | 479 | def test_table_inside_a_reference_survives(self) -> None: | CODE |
| LOW⚡ | _build/test_bips.py | 488 | def test_stray_reference_closers_are_removed(self) -> None: | CODE |
| LOW⚡ | _build/test_bips.py | 501 | def test_cell_parity_counter_bounds(self) -> None: | CODE |
| LOW⚡ | _build/test_bips.py | 515 | def test_cell_parity_validator_rejects_losses(self) -> None: | CODE |
| LOW | _build/test_bips.py | 36 | def test_mediawiki_header_and_leading_notice_are_preserved(self) -> None: | CODE |
| LOW | _build/test_bips.py | 65 | def test_markdown_header_and_continuation_line(self) -> None: | CODE |
| LOW | _build/test_bips.py | 92 | def test_named_references_create_one_note_and_multiple_backlinks(self) -> None: | CODE |
| LOW | _build/test_bips.py | 105 | def test_unindented_markdown_footnote_continuations_are_preserved(self) -> None: | CODE |
| LOW | _build/test_bips.py | 113 | def test_mediawiki_file_markup_becomes_an_accessible_figure(self) -> None: | CODE |
| LOW | _build/test_bips.py | 132 | def test_mediawiki_poem_tags_become_valid_html_blocks(self) -> None: | CODE |
| LOW | _build/test_bips.py | 142 | def test_tables_receive_a_scrollable_accessible_wrapper(self) -> None: | CODE |
| LOW | _build/test_bips.py | 156 | def test_unknown_placeholders_are_escaped_but_html_is_retained(self) -> None: | CODE |
| LOW | _build/test_bips.py | 166 | def test_duplicate_heading_anchors_are_normalized(self) -> None: | CODE |
| LOW | _build/test_bips.py | 217 | def test_index_uses_plural_public_route(self) -> None: | CODE |
| LOW | _build/test_bips.py | 229 | def test_legacy_github_and_reference_fragments_are_resolved(self) -> None: | CODE |
| LOW | _build/test_bips.py | 251 | def test_remote_images_are_links_and_local_images_are_lazy(self) -> None: | CODE |
| LOW | _build/test_bips.py | 269 | def test_unquoted_images_directories_and_wiki_links_are_rewritten(self) -> None: | CODE |
| LOW | _build/test_bips.py | 292 | def test_unsafe_html_is_rejected(self) -> None: | CODE |
| LOW | _build/test_bips.py | 298 | def test_description_uses_abstract_and_is_bounded(self) -> None: | CODE |
| LOW | _build/test_bips.py | 324 | def test_output_inspector_scopes_links_and_alt_checks_to_bip_content(self) -> None: | CODE |
| LOW | _build/test_bips.py | 348 | def test_output_inspector_rejects_unsafe_html_inside_bip_content(self) -> None: | CODE |
| LOW | _build/test_bips.py | 359 | def test_output_check_scopes_unsafe_html_validation_to_bip_content(self) -> None: | CODE |
| LOW | _build/test_bips.py | 436 | def test_ragged_tables_are_protected(self) -> None: | CODE |
| LOW | _build/generate_bips.py | 315 | def normalize_html_with_pandoc(rendered: str, source_root: Path) -> str: | CODE |
| LOW | _build/generate_bips.py | 433 | def preprocess_mediawiki_table_spacing(source: str) -> str: | CODE |
| LOW | _build/generate_bips.py | 489 | def preprocess_mediawiki_spanned_tables(source: str) -> str: | CODE |
| LOW | _build/generate_bips.py | 551 | def preprocess_mediawiki_blocks(source: str) -> str: | CODE |
| 4 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH⚡ | _build/test_bips.py | 408 | "! Key !! Type !! Description\n|-\n| a || b || c\n|}" | CODE |
| HIGH⚡ | _build/test_bips.py | 450 | "| 32bytes || hash || <code>hash(a || b || c)</code>\n|}" | CODE |
| HIGH⚡ | _build/test_bips.py | 481 | "Claim<ref>Explained by:\n{|\n! K !! V\n|-\n| pwd || 21\n|}\n</ref>.\n" | CODE |
| HIGH⚡ | _build/test_bips.py | 503 | "<!-- {|\n| commented || out\n|} -->\n" | CODE |
| HIGH⚡ | _build/test_bips.py | 504 | "<pre>{|\n| literal || example\n|}</pre>\n" | CODE |
| HIGH⚡ | _build/test_bips.py | 510 | "| <code>x || y</code> || value ||||\n" | CODE |
| HIGH | _build/test_bips.py | 529 | body="{|\n! A !! B\n|-\n| 1 || 2\n|}", | CODE |
| HIGH | _build/generate_bips.py | 457 | A cell such as <code>hash(A || B)</code> contains the OR operator, not | STRING |
| HIGH | _build/generate_bips.py | 1084 | code are masked so an || operator is not miscounted as a cell separator. | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | js/base.js | 221 | // if (currentTheme) { | COMMENT |
| LOW | _releases/v0.11.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.10.0.md | 1 | --- | COMMENT |
| LOW | _releases/v0.11.0.md | 1 | --- | COMMENT |
| LOW | _releases/v0.10.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.13.2.md | 1 | --- | COMMENT |
| LOW | _releases/v0.17.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.16.0.md | 1 | --- | COMMENT |
| LOW | _releases/v0.20.0.md | 1 | --- | COMMENT |
| LOW | _releases/v0.14.2.md | 1 | --- | COMMENT |
| LOW | _releases/v0.20.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.14.3.md | 1 | --- | COMMENT |
| LOW | _releases/v0.15.2.md | 1 | --- | COMMENT |
| LOW | _releases/v0.21.0.md | 1 | --- | COMMENT |
| LOW | _releases/v0.17.0.md | 1 | --- | COMMENT |
| LOW | _releases/v0.16.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.14.0.md | 1 | --- | COMMENT |
| LOW | _releases/v0.15.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.18.0.md | 1 | --- | COMMENT |
| LOW | _releases/v0.16.2.md | 1 | --- | COMMENT |
| LOW | _releases/v0.19.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.18.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.16.3.md | 1 | --- | COMMENT |
| LOW | _releases/v0.14.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.15.0.md | 1 | --- | COMMENT |
| LOW | _releases/v0.17.0.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.10.2.md | 1 | --- | COMMENT |
| LOW | _releases/v0.12.0.md | 1 | --- | COMMENT |
| LOW | _releases/v0.13.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.12.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.13.0.md | 1 | --- | COMMENT |
| LOW | _releases/v0.11.2.md | 1 | --- | COMMENT |
| LOW | _releases/v0.19.0.1.md | 1 | --- | COMMENT |
| LOW | _releases/v0.10.3.md | 1 | --- | COMMENT |
| LOW | _releases/v0.15.0.1.md | 1 | --- | COMMENT |
| LOW | _plugins/alerts.rb | 1 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| LOW | _plugins/translate.rb | 1 | # This file is licensed under the MIT License (MIT) available on | COMMENT |
| LOW | _sass/screen.scss | 5281 | @import 'wallet-detail-modern'; | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| CRITICAL | js/jquery/jquery-ui.min.js | 6 | (function(e){"function"==typeof define&&define.amd?define(["jquery"],e):e(jQuery)})(function(e){function t(t,s){var n,a, | CODE |
| CRITICAL | js/jquery/jquery-ui.min.js | 8 | },_doKeyUp:function(t){var i,s=e.datepicker._getInst(t.target);if(s.input.val()!==s.lastVal)try{i=e.datepicker.parseDate | CODE |
| CRITICAL | js/jquery/jquery-1.11.2.min.js | 4 | }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 |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | _includes/references.md | 73 | [blocktransactions]: # "A P2P Networking data structure used to provide some of the transactions in a block as requested | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _build/generate_bips.py | 379 | CODE | |
| LOW | _build/generate_bips.py | 466 | CODE | |
| LOW | _build/generate_bips.py | 661 | CODE | |
| LOW | _build/generate_bips.py | 1080 | CODE | |
| LOW | _build/generate_bips.py | 1517 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | _translations/en.yml | 1163 | spend-business-text: "If you run a business, accepting Bitcoin lets you reach customers who are looking for places t | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _contrib/comparelinks.rb | 88 | # Display resulting diff | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _build/test_bips.py | 8 | CODE | |
| LOW | _build/generate_bips.py | 8 | CODE |