2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

2.0K

Stars

Kotlin

Language

136.6K

Lines of Code

904

Files

122

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 2.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 65 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.5/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 5.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 65 finding(s).

PR Review Velocity Impact 10.3/100 · LOW

Which changes need focused human review? 122 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 10HIGH 0MEDIUM 42LOW 70

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 122 distinct pattern matches across 6 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators42 hits · 126 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ava/info/plateaukao/einkbro/unit/BackupUnitJsonTest.kt	55	// ── reflection helpers for the private top-level converters ─────────────	COMMENT
MEDIUM	…ava/info/plateaukao/einkbro/unit/BackupUnitJsonTest.kt	71	// ── bookmarks JSON ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…ava/info/plateaukao/einkbro/unit/BackupUnitJsonTest.kt	122	// ── backup zip manifest ──────────────────────────────────────────────────	COMMENT
MEDIUM	…ava/info/plateaukao/einkbro/unit/BackupUnitJsonTest.kt	168	// ── GPT settings export/import ───────────────────────────────────────────	COMMENT
MEDIUM	…/plateaukao/einkbro/preference/SerializableDataTest.kt	19	// ── ChatGPTActionInfo (kotlinx.serialization) ────────────────────────────	COMMENT
MEDIUM	…/plateaukao/einkbro/preference/SerializableDataTest.kt	91	// ── SplitSearchItemInfo (kotlinx.serialization) ──────────────────────────	COMMENT
MEDIUM	…/plateaukao/einkbro/preference/SerializableDataTest.kt	99	// ── CustomFontInfo (delimited string) ────────────────────────────────────	COMMENT
MEDIUM	…/plateaukao/einkbro/preference/SerializableDataTest.kt	118	// ── AlbumInfo (legacy delimited string) ──────────────────────────────────	COMMENT
MEDIUM	…/plateaukao/einkbro/preference/SerializableDataTest.kt	134	// ── RecentBookmark (delimited string) ────────────────────────────────────	COMMENT
MEDIUM	…nfo/plateaukao/einkbro/service/OpenAiRepositoryTest.kt	101	// ── chatCompletion ────────────────────────────────────────────────────	COMMENT
MEDIUM	…nfo/plateaukao/einkbro/service/OpenAiRepositoryTest.kt	211	// ── chatWithTools ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…nfo/plateaukao/einkbro/service/OpenAiRepositoryTest.kt	319	// ── chatStream (SSE) ──────────────────────────────────────────────────	COMMENT
MEDIUM	…nfo/plateaukao/einkbro/service/OpenAiRepositoryTest.kt	470	// non-network key checks are reachable from a unit test) ───────────	COMMENT
MEDIUM	…o/plateaukao/einkbro/data/remote/ThinkTagFilterTest.kt	54	// ── ChatDelta reasoning channel ──────────────────────────────────────	COMMENT
MEDIUM	…va/info/plateaukao/einkbro/activity/BrowserActivity.kt	210	// ── Shared State ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…va/info/plateaukao/einkbro/activity/BrowserActivity.kt	213	// ── Delegates ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…va/info/plateaukao/einkbro/activity/BrowserActivity.kt	490	// ── BrowserAction dispatch ─────────────────────────────────────────────	COMMENT
MEDIUM	…va/info/plateaukao/einkbro/activity/BrowserActivity.kt	567	// ── BrowserController implementation ──────────────────────────────────	COMMENT
MEDIUM	…va/info/plateaukao/einkbro/activity/BrowserActivity.kt	883	// ── Lifecycle ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…va/info/plateaukao/einkbro/activity/BrowserActivity.kt	1077	// ── Private helpers ───────────────────────────────────────────────────	COMMENT
MEDIUM	…va/info/plateaukao/einkbro/browser/ChatWebInterface.kt	133	// ── Chat session persistence ───────────────────────────────────────	COMMENT
MEDIUM	…va/info/plateaukao/einkbro/browser/ChatWebInterface.kt	325	// ── Agent mode ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…/java/info/plateaukao/einkbro/task/BrowserToolsImpl.kt	70	// ── JavaScript evaluation ───────────────────────────────────────────	COMMENT
MEDIUM	…/java/info/plateaukao/einkbro/task/BrowserToolsImpl.kt	99	// ── Navigation / content ────────────────────────────────────────────	COMMENT
MEDIUM	…/java/info/plateaukao/einkbro/task/BrowserToolsImpl.kt	144	// ── Originating page snapshot ──────────────────────────────────────	COMMENT
MEDIUM	…/java/info/plateaukao/einkbro/task/BrowserToolsImpl.kt	152	// ── Page source (network-level) ─────────────────────────────────────	COMMENT
MEDIUM	…/java/info/plateaukao/einkbro/task/BrowserToolsImpl.kt	205	// ── Domain config ───────────────────────────────────────────────────	COMMENT
MEDIUM	…/java/info/plateaukao/einkbro/task/BrowserToolsImpl.kt	244	// ── Bookmarks ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…/java/info/plateaukao/einkbro/task/BrowserToolsImpl.kt	270	// ── LLM ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/java/info/plateaukao/einkbro/task/BrowserToolsImpl.kt	311	// ── EPUB export ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…/java/info/plateaukao/einkbro/task/BrowserToolsImpl.kt	394	// ── Progress reporting ──────────────────────────────────────────────	COMMENT
MEDIUM	…/java/info/plateaukao/einkbro/task/BrowserToolsImpl.kt	407	// ── Lifecycle ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…main/java/info/plateaukao/einkbro/task/BrowserTools.kt	35	// ── Originating page snapshot ──────────────────────────────────────	COMMENT
MEDIUM	…main/java/info/plateaukao/einkbro/task/BrowserTools.kt	50	// ── Page source (network-level) ─────────────────────────────────────	COMMENT
MEDIUM	…main/java/info/plateaukao/einkbro/task/BrowserTools.kt	61	// ── Domain config (per-host CSS/JS that auto-injects on page load) ─────	COMMENT
MEDIUM	…main/java/info/plateaukao/einkbro/task/BrowserTools.kt	81	// ── JavaScript evaluation ───────────────────────────────────────────	COMMENT
MEDIUM	…main/java/info/plateaukao/einkbro/task/BrowserTools.kt	92	// ── Navigation / content ────────────────────────────────────────────	COMMENT
MEDIUM	…main/java/info/plateaukao/einkbro/task/BrowserTools.kt	119	// ── Bookmarks ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…main/java/info/plateaukao/einkbro/task/BrowserTools.kt	138	// ── LLM ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…main/java/info/plateaukao/einkbro/task/BrowserTools.kt	164	// ── Progress reporting ──────────────────────────────────────────────	COMMENT
MEDIUM	…main/java/info/plateaukao/einkbro/task/BrowserTools.kt	178	// ── EPUB export ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…nfo/plateaukao/einkbro/data/remote/OpenAiRepository.kt	1032	// ── Tool-calling types (parallel to ChatRequest/ChatMessage) ──────────────	COMMENT

Hallucination Indicators10 hits · 90 pts

Severity	File	Line	Snippet	Context
CRITICAL	…va/info/plateaukao/einkbro/activity/BrowserActivity.kt	265	info.plateaukao.einkbro.unit.DownloadHelper.saveFileWithName(	CODE
CRITICAL	…va/info/plateaukao/einkbro/activity/BrowserActivity.kt	484	info.plateaukao.einkbro.view.viewControllers.StatusbarViewController(	CODE
CRITICAL	…/info/plateaukao/einkbro/browser/NinjaWebViewClient.kt	421	info.plateaukao.einkbro.activity.UserScriptListActivity.createInstallIntent(context, url)	STRING
CRITICAL	…/info/plateaukao/einkbro/browser/NinjaWebViewClient.kt	739	info.plateaukao.einkbro.view.compose.ThemedDialogWindowFrame()	STRING
CRITICAL	…va/info/plateaukao/einkbro/view/statusbar/Statusbar.kt	166	imageVector = androidx.compose.ui.graphics.vector.ImageVector.vectorResource(	CODE
CRITICAL	…n/java/info/plateaukao/einkbro/view/compose/MyTheme.kt	140	return androidx.compose.ui.graphics.Outline.Generic(path)	CODE
CRITICAL	…n/java/info/plateaukao/einkbro/view/compose/MyTheme.kt	192	return androidx.compose.ui.graphics.Outline.Generic(path)	CODE
CRITICAL	…n/java/info/plateaukao/einkbro/view/compose/MyTheme.kt	252	fun androidx.compose.ui.graphics.drawscope.DrawScope.drawFillPattern(	CODE
CRITICAL	…va/info/plateaukao/einkbro/setting/SettingComposeUi.kt	290	val entry = info.plateaukao.einkbro.browser.BrowserActionCatalog.entryOf(setting.config.get())	CODE
CRITICAL	app/src/main/assets/marked.min.js	1	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?def	CODE

Over-Commented Block41 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	mainframer.sh	1	#!/bin/bash	COMMENT
LOW	adblock-client/CMakeLists.txt	21	# the .so exported ~2500 symbols, most of them libc++ internals, and the	COMMENT
LOW	test_server/us_test.user.js	1	// ==UserScript==	COMMENT
LOW	app/proguard-rules.txt	21	# class and every nested subclass — if the parent is renamed while the	COMMENT
LOW	…ava/info/plateaukao/einkbro/util/PdfDocumentAdapter.kt	41	// FileOutputStream(destination?.fileDescriptor).use { outStream ->	COMMENT
LOW	…java/info/plateaukao/einkbro/browser/JsWebInterface.kt	61	// batch, and a thread-blocking semaphore would park the entire Dispatchers.IO pool,	COMMENT
LOW	…n/java/info/plateaukao/einkbro/view/WebViewJsBridge.kt	521		COMMENT
LOW	…rc/main/java/info/plateaukao/einkbro/view/EBWebView.kt	1001		COMMENT
LOW	…einkbro/view/dialog/compose/TranslateDialogFragment.kt	481	@Preview	COMMENT
LOW	app/src/main/assets/speech_synthesis_polyfill.js	1	// Web Speech API (speechSynthesis) polyfill backed by the app's TTS engines.	COMMENT
LOW	app/src/main/assets/translate_by_paragraph.js	1	// Shared with text_node_monitor.js (which loads after this file). Kept as a window	COMMENT
LOW	app/src/main/assets/translate_by_paragraph.js	281	// under a marker we already own: myCallback's in-place text rewrite happens inside the	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	41	// #ifdef ENABLE_LEFT_RIGHT_BUTTONS	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	61	// const INJECTED_LEFT_ELEMENT_ID =	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	81	// const borderWidth = round(	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	101	// const leftLeft =	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	121	// WIDTH_TOUCH_OVERLAY / window.visualViewport.scale,	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	141	// const left = document.getElementById(INJECTED_LEFT_ELEMENT_ID);	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	161		COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	181	// "important",	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	281	scroll-margin-left: 1vw !important;	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	301	// background-color: transparent !important;	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	381	// #ifdef ENABLE_LEFT_RIGHT_BUTTONS	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	401		COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	421		COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	441	ev.stopPropagation();	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	461	ev.stopPropagation();	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	481	function onPointerOut(ev) {	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	521	ev.stopPropagation();	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	561	ev.target.classList.add(INJECTED_STYLE_CLASS_DOWN);	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	581	// );	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	601	`[${NAME}] DOCUMENT EVENT: "pointercancel" ${ev.pointerId} (${ev.x}, ${ev.y})`,	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	621	// return;	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	661		COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	681	// // `[${NAME}] scrollElement.scrollLeft: ${document.scrollingElement.scrollLeft}`,	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	701	// // console.log(	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	721	// // if (DEBUG)	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	741	// const zoom = document.documentElement.style.zoom \|\| 1;	COMMENT
LOW	app/src/main/assets/zoom-text-wrap-reflow.js	761	// behavior: "instant",	COMMENT
LOW	app/src/main/assets/disable_drag_start.js	1	// WebView 131+ starts a system drag when an image (or link) is long-pressed,	COMMENT
LOW	app/src/main/assets/start_page.html	361	});	COMMENT

Hyper-Verbose Identifiers23 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	app/src/main/assets/process_text_nodes.js	168	function convertListLabelToVertical(node) {	CODE
LOW	app/src/main/assets/text_selection_change.js	2	function getSelectionPositionInWebView() {	CODE
LOW	app/src/main/assets/MozReadability.js	2933	function articleContentWithLeadImage(article) {	CODE
LOW	app/src/main/assets/MozReadability.js	2998	function getReadingSpeedForLanguage(lang) {	CODE
LOW	app/src/main/assets/text_node_monitor.js	99	function isTranslateTargetOccluded(el) {	CODE
LOW	app/src/main/assets/chat.html	735	function migrateLocalStorageSessions() {	CODE
LOW	app/src/main/assets/chat.html	1171	function receiveMessageFromAndroid(markdown, isStream = false, isComplete = false) {	CODE
LOW	js-tests/helpers/loadScripts.js	42	function rerunTranslateByParagraph() {	CODE
LOW	ad-filter/scriptlets_src/scriptlets.js	119	function getWildcardPropertyInChain(base, chain) {	CODE
LOW	ad-filter/scriptlets_src/scriptlets.js	4200	function preventRequestAnimationFrame(source, match) {	CODE
LOW⚡	ad-filter/scriptlets_src/scriptlets.js	5049	var isAdgRedirectCompatibleWithUbo = function isAdgRedirectCompatibleWithUbo(rule) {	CODE
LOW⚡	ad-filter/scriptlets_src/scriptlets.js	5059	var isUboRedirectCompatibleWithAdg = function isUboRedirectCompatibleWithAdg(rule) {	CODE
LOW⚡	ad-filter/scriptlets_src/scriptlets.js	5069	var isAbpRedirectCompatibleWithAdg = function isAbpRedirectCompatibleWithAdg(rule) {	CODE
LOW	ad-filter/scriptlets_src/scriptlets.js	5790	function GoogleSyndicationAdsByGoogle(source) {	CODE
LOW⚡	ad-filter/scriptlets_src/scriptlets.js	7396	function resolveJavascriptUndefined() {	CODE
LOW⚡	ad-filter/scriptlets_src/scriptlets.js	7400	function constructJavascriptUndefined() {	CODE
LOW⚡	ad-filter/scriptlets_src/scriptlets.js	7405	function representJavascriptUndefined() {	CODE
LOW	ad-filter/scriptlets_src/scriptlets.js	7439	function constructJavascriptRegExp(data) {	CODE
LOW	ad-filter/scriptlets_src/scriptlets.js	7452	function representJavascriptRegExp(object	CODE
LOW	ad-filter/scriptlets_src/scriptlets.js	7493	function resolveJavascriptFunction(data) {	CODE
LOW	ad-filter/scriptlets_src/scriptlets.js	7512	function constructJavascriptFunction(data) {	CODE
LOW	ad-filter/scriptlets_src/scriptlets.js	7543	function representJavascriptFunction(object	CODE
LOW	ad-filter/src/main/assets/adfilter/scriptlets.min.js	1	!function(){var getWildcardSymbol=function getWildcardSymbol(){return"*"};function randomId(){return Math.random().toStr	CODE

Fake / Example Data5 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	test_server/inner_scroll.html	19	<p>Paragraph 4: Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>	CODE
LOW⚡	test_server/inner_scroll.html	19	<p>Paragraph 4: Lorem ipsum dolor sit amet, consectetur adipiscing elit.</p>	CODE
LOW⚡	test_server/inner_scroll.html	25	<p>Paragraph 10: Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet.</p>	CODE
LOW⚡	test_server/inner_scroll.html	25	<p>Paragraph 10: Neque porro quisquam est, qui dolorem ipsum quia dolor sit amet.</p>	CODE
LOW	test_server/hero_outside_article.html	22	<p>Third paragraph continuing the body of the article with additional filler text that reads like a genuine news s	CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…/main/cpp/third-party/bloom-filter-cpp/BloomFilter.cpp	104	delete[] lastHashes;// don't forget to release the memory	CODE

plateaukao/einkbro

Open-Source Code Quality, Security and Technical Debt Review