0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

30.8K

Stars

Lua

Language

238.3K

Lines of Code

773

Files

Pattern Hits

2026-10-31

Scan Date

0.00

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 1.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 55 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 35 finding(s).

PR Review Velocity Impact 1.5/100 · LOW

Which changes need focused human review? 68 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 0HIGH 0MEDIUM 2LOW 66

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 68 distinct pattern matches across 9 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.

Hyper-Verbose Identifiers35 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	tools/logcat.py	196	def _check_for_birth_or_death(self, rec):	CODE
LOW	tools/logcat.py	220	def _update_packages_and_pids(self, rec):	CODE
LOW	tools/ja_keyboard_generate.py	102	def generate_alphabet_shift_cycle(letter):	CODE
LOW	frontend/pluginloader.lua	158	local function sandboxPluginEventHandlers(plugin)	CODE
LOW	frontend/docsettings.lua	101	local function getOrderedLocationCandidates()	CODE
LOW	frontend/depgraph.lua	59	local function getOrCreateNode(self, node_key)	CODE
LOW	frontend/ui/wikipedia.lua	135	local function getWikimediaThumbnailStep(width)	CODE
LOW	frontend/ui/widget/booklist.lua	43	local function getLeadingArticlePrefixes(lang)	CODE
LOW	frontend/ui/elements/common_settings_menu_table.lua	598	local function genMetadataFolderMenuItem(value)	CODE
LOW	frontend/ui/elements/menu_keyboard_layout.lua	19	local function getOrderedActivatedKeyboardLayouts()	CODE
LOW	frontend/ui/elements/menu_keyboard_layout.lua	38	local function getActivatedKeyboardsStringCount(compact)	CODE
LOW	frontend/ui/elements/menu_keyboard_layout.lua	48	local function genKeyboardLayoutsSubmenu()	CODE
LOW	frontend/document/djvudocument.lua	104	local function groupWordsIntoLinesInOrder(words)	CODE
LOW	frontend/document/djvudocument.lua	127	local function groupWordsIntoLinesByGeometry(words)	CODE
LOW	frontend/document/koptinterface.lua	481	local function buildOptimizedFullPageTile()	CODE
LOW	frontend/document/koptinterface.lua	492	local function buildOptimizedPagePartTile()	CODE
LOW	frontend/device/gesturedetector.lua	1408	local function translateMultiswipeGesDirCoordinate(multiswipe_directions, translation_table)	CODE
LOW	frontend/device/kindle/device.lua	104	local function kindleAuthenticateNetwork(essid)	CODE
LOW	frontend/device/sdl/device.lua	218	local function dispatchGamepadAxisMotion(axis, value, event_time)	CODE
LOW	frontend/apps/reader/modules/readerstyletweak.lua	473	local function dispatcherRegisterStyleTweak(tweak_id, tweak_title)	CODE
LOW⚡	frontend/apps/reader/modules/readerlink.lua	275	local function isLargerTapAreaToFollowLinksEnabled()	CODE
LOW⚡	frontend/apps/reader/modules/readerlink.lua	279	local function isTapIgnoreExternalLinksEnabled()	CODE
LOW⚡	frontend/apps/reader/modules/readerlink.lua	283	local function isFootnoteLinkInPopupEnabled()	CODE
LOW⚡	frontend/apps/reader/modules/readerlink.lua	295	local function isSwipeToFollowNearestLinkEnabled()	CODE
LOW⚡	frontend/apps/reader/modules/readerlink.lua	299	local function isSwipeIgnoreExternalLinksEnabled()	CODE
LOW⚡	frontend/apps/reader/modules/readerlink.lua	303	local function isSwipeToJumpToLatestBookmarkEnabled()	CODE
LOW	frontend/apps/reader/modules/readerwikipedia.lua	46	local function getKeyboardLayoutLanguage()	CODE
LOW	frontend/apps/filemanager/filemanagercollection.lua	514	local function genFilterByMetadataButton(button_prop)	CODE
LOW	plugins/hotkeys.koplugin/main.lua	402	local function attachNewTableToExistingTable(original_table, second_table)	CODE
LOW	plugins/newsdownloader.koplugin/main.lua	298	local function parseCommaSeparatedOption(opt)	CODE
LOW	plugins/profiles.koplugin/main.lua	67	local function dispatcherRegisterProfile(name)	CODE
LOW	plugins/profiles.koplugin/main.lua	72	local function dispatcherUnregisterProfile(name)	CODE
LOW	plugins/bookshortcuts.koplugin/main.lua	24	local function dispatcherRegisterShortcut(name)	CODE
LOW	spec/unit/readhistory_spec.lua	310	local function testAutoRemoveDeletedItems()	CODE
LOW	spec/unit/readhistory_spec.lua	329	local function testDoNotAutoRemoveDeletedItems()	CODE

Fake / Example Data12 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	frontend/apps/reader/modules/readerdictionary.lua	650	local preview_definition = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. " ..	CODE
LOW	frontend/apps/reader/modules/readerdictionary.lua	650	local preview_definition = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. " ..	CODE
LOW⚡	spec/unit/newsdownloader_url_normalization_spec.lua	14	<title>Lorem Ipsum Feed</title>	CODE
LOW⚡	spec/unit/newsdownloader_url_normalization_spec.lua	16	<description>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</description>	CODE
LOW⚡	spec/unit/newsdownloader_url_normalization_spec.lua	16	<description>Lorem ipsum dolor sit amet, consectetur adipiscing elit.</description>	CODE
LOW⚡	spec/unit/newsdownloader_url_normalization_spec.lua	19	<title><![CDATA[Lorem Ipsum Article]]></title>	CODE
LOW⚡	spec/unit/newsdownloader_url_normalization_spec.lua	23	<description><![CDATA[Lorem ipsum dolor sit amet, consectetur adipiscing elit.]]></description>	CODE
LOW⚡	spec/unit/newsdownloader_url_normalization_spec.lua	23	<description><![CDATA[Lorem ipsum dolor sit amet, consectetur adipiscing elit.]]></description>	CODE
LOW⚡	spec/unit/newsdownloader_url_normalization_spec.lua	24	<content:encoded><![CDATA[Lorem ipsum dolor sit amet, consectetur adipiscing elit.]]></content:encoded>	CODE
LOW⚡	spec/unit/newsdownloader_url_normalization_spec.lua	24	<content:encoded><![CDATA[Lorem ipsum dolor sit amet, consectetur adipiscing elit.]]></content:encoded>	CODE
LOW	spec/unit/newsdownloader_url_normalization_spec.lua	54	assert.equals("Lorem Ipsum Feed", feeds.rss.channel.title)	CODE
LOW	spec/unit/newsdownloader_url_normalization_spec.lua	59	assert.equals("Lorem Ipsum Article", first_item.title)	CODE

Redundant / Tautological Comments10 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	platform/kindle/libkohelper.sh	18	## Check if we have an FBInk binary available somewhere...	COMMENT
LOW	platform/kindle/koreader.sh	252	# Check if KPVBooklet was launched more than once, if not we will disable pillow	COMMENT
LOW	platform/kindle/extensions/koreader/bin/koreader-ext.sh	33	# Check if we were called by install_koreader...	COMMENT
LOW	platform/cervantes/koreader.sh	129	# Check if the user requested to always abort on crash	COMMENT
LOW	platform/bookeen/wlan.sh	51	# Check if wlan driver is already up.	COMMENT
LOW	platform/remarkable/koreader.sh	156	# Check if the swap has been disabled...	COMMENT
LOW	platform/remarkable/koreader.sh	214	# Check if the user requested to always abort on crash	COMMENT
LOW	platform/kobo/koreader.sh	179	# Check if Nickel is our parent...	COMMENT
LOW	platform/kobo/koreader.sh	370	# Check if the swap has been disabled...	COMMENT
LOW	platform/kobo/koreader.sh	446	# Check if the user requested to always abort on crash	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/mkrelease.sh	371	# Create the initial uncompressed TAR file.	COMMENT
MEDIUM	tools/mkrelease.sh	377	# Create the final TAR.XZ file.	COMMENT

Over-Commented Block5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	tools/ja_keyboard_generate.py	1	#!/usr/bin/env python3	COMMENT
LOW	platform/remarkable/koreader.sh	121	ORIG_FB_BPP=""	COMMENT
LOW	platform/mac/do_mac_bundle.sh	1	#!/bin/bash	COMMENT
LOW	platform/kobo/koreader.sh	61	# but it unfortunately defaults to its lowest possible setting...	COMMENT
LOW	platform/kobo/koreader.sh	461	# Height @ ~56.7%, w/ a margin worth 1.5 lines	COMMENT

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/ja_keyboard_generate.py	130	# NOTE: If we ever want to enable looping for these modifiers, just set	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	platform/kobo/koreader.sh	60	# NOTE: The default sampling_rate is a bit high for my tastes,	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/ja_keyboard_generate.py	15		CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	frontend/device/kindle/device.lua	774	-- Don't forget to flag ourselves in ScreenSaver mode like Screensaver:show would,	CODE

koreader/koreader

Open-Source Code Quality, Security and Technical Debt Review