0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

12.1K

Stars

Kotlin

Language

479.9K

Lines of Code

4.0K

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 0.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 61 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 2.1/100 · LOW

Which changes need focused human review? 78 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 11HIGH 3MEDIUM 7LOW 57

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 78 distinct pattern matches across 11 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.

Hallucination Indicators11 hits · 135 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/com/ichi2/anki/lint/rules/DirectToastMakeTextUsage.kt	20	* of using the top level method {com.ichi2.anki.common.utils.android.showThemedToast(...)} provided by the Toast file.	COMMENT
CRITICAL	…on/android/src/main/java/com/ichi2/ui/FixedTextView.kt	131	at com.android.internal.util.Preconditions.checkArgument(Preconditions.java:33)	CODE
CRITICAL	…on/android/src/main/java/com/ichi2/ui/FixedTextView.kt	199	at com.android.internal.util.Preconditions.checkArgument(Preconditions.java:33)	CODE
CRITICAL	…st/kotlin/com/ichi2/anki/gradle/VersionCatalogsTest.kt	31	def targetSdk = com.ichi2.anki.gradle.VersionCatalogsKt.libsVersionFor(project, 'targetSdk')	STRING
CRITICAL	…/src/androidTest/java/com/ichi2/anki/NoteEditorTest.kt	59	at androidx.test.core.app.ActivityScenario.waitForActivityToBecomeAnyOf(ActivityScenario.java:301)	CODE
CRITICAL⚡	AnkiDroid/src/test/resources/anr/real-anr-excerpt.txt	42	at java.util.concurrent.locks.LockSupport.park(LockSupport.java:221)	CODE
CRITICAL⚡	AnkiDroid/src/test/resources/anr/real-anr-excerpt.txt	43	at java.util.concurrent.locks.AbstractQueuedSynchronizer.acquire(AbstractQueuedSynchronizer.java:754)	CODE
CRITICAL⚡	AnkiDroid/src/test/resources/anr/real-anr-excerpt.txt	44	at java.util.concurrent.locks.AbstractQueuedSynchronizer.acquireSharedInterruptibly(AbstractQueuedSynchronizer.java:10	CODE
CRITICAL⚡	AnkiDroid/src/test/resources/anr/real-anr-excerpt.txt	46	at com.ichi2.anki.analytics.AnrReproActivity.deliberatelyBlockMainThread(AnrReproActivity.kt:58)	CODE
CRITICAL⚡	AnkiDroid/src/test/resources/anr/real-anr-excerpt.txt	56	at com.android.internal.os.ZygoteInit.main(ZygoteInit.java:932)	CODE
CRITICAL	.github/workflows/label.yml	217	const opts = github.rest.issues.listForRepo.endpoint.merge({	CODE

Over-Commented Block47 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	jitpack.yml	1	# overview: https://jitpack.io/com/github/ankidroid/Anki-Android/	COMMENT
LOW	tools/pull-compile-push.sh	1	#!/bin/sh	COMMENT
LOW	tools/google-play.py	1	#!/usr/bin/python	COMMENT
LOW	tools/list-of-translators.sh	1	#!/bin/sh	COMMENT
LOW	tools/parallel-package-release.sh	1	#!/bin/bash	COMMENT
LOW	tools/release.sh	1	#!/bin/bash	COMMENT
LOW	tools/release.sh	261		COMMENT
LOW	tools/compare-screenshot-test.sh	1	#!/bin/bash	COMMENT
LOW	tools/prepare-icons/generate-images.sh	1	#!/bin/bash	COMMENT
LOW	tools/discord/format-for-discord.sh	1	#!/bin/bash	COMMENT
LOW	tools/discord/format-for-discord.sh	41	# Discord syntax is standard markdown: [title](url)	COMMENT
LOW	tools/discord/macos-clipboard-to-discord.sh	1	#!/bin/bash	COMMENT
LOW	tools/storage/set_scoped_storage.sh	41		COMMENT
LOW	tools/quality-check/old_emulator.sh	1	#!/bin/bash	COMMENT
LOW	tools/quality-check/start_all_emulators.sh	1	#!/bin/bash	COMMENT
LOW	tools/lib/bash-util.sh	1	#!/bin/bash	COMMENT
LOW	tools/lib/bash-util.sh	21	# Executes the given command, discarding any output to stdout or stderr.	COMMENT
LOW	tools/lib/git-util.sh	41	# Outputs the abbreviated SHA for the given commit.	COMMENT
LOW	tools/lib/git-util.sh	61	# stdin:	COMMENT
LOW	tools/lib/googlecode_upload.py	1	#!/usr/bin/env python	COMMENT
LOW	tools/lib/googlecode_upload.py	21	# Note that the upload script requests that you enter your	COMMENT
LOW	tools/localization/tsconfig.json	21	// "jsxFactory": "", /* Specify the JSX factory function used when targeting Rea	COMMENT
LOW	tools/localization/tsconfig.json	41	// "noResolve": true, /* Disallow 'import's, 'require's or '<reference>'s from ex	COMMENT
LOW	tools/localization/tsconfig.json	61	// "mapRoot": "", /* Specify the location where debugger should locate map fi	COMMENT
LOW	tools/localization/tsconfig.json	81	"strict": true /* Enable all strict type-checking options. */,	COMMENT
LOW	tools/localization/src/constants.ts	61	"11-arrays",	COMMENT
LOW	…ain/java/com/ichi2/anki/compat/PackageManagerCompat.kt	201	MATCH_SYSTEM_ONLY_L,	COMMENT
LOW	gradle/libs.versions.toml	21	#	COMMENT
LOW	…iDroid/src/test/java/com/ichi2/anki/TranslationTest.kt	201	// TR.studyingAgain()	COMMENT
LOW	…iDroid/src/test/java/com/ichi2/anki/TranslationTest.kt	221	// TR.browsingSidebarCollapse()	COMMENT
LOW	…iDroid/src/test/java/com/ichi2/anki/TranslationTest.kt	301	// TR.statisticsReviewsTitle()	COMMENT
LOW	…kiDroid/src/test/java/com/ichi2/anki/NoteEditorTest.kt	201	noteEditor.saveNote()	COMMENT
LOW	AnkiDroid/src/test/java/com/ichi2/anki/ReadTextTest.kt	61	// at android.database.sqlite.SQLiteConnection$PreparedStatementCache.entryRemoved(SQLiteConnection.java:1361	COMMENT
LOW	…/ui/internationalization/ComposableTranslationsTest.kt	101	// TODO these three backend strings come with extra FSI and PDI character types which	COMMENT
LOW	AnkiDroid/src/main/java/com/ichi2/anki/Reviewer.kt	181	// A flag that determines if the SchedulingStates in CurrentQueueState are	COMMENT
LOW	AnkiDroid/src/main/java/com/ichi2/anki/CardBrowser.kt	681	}	COMMENT
LOW	…oid/src/main/java/com/ichi2/anki/NoteEditorFragment.kt	2821	) {	COMMENT
LOW	…om/ichi2/anki/servicelayer/PreferenceUpgradeService.kt	601		COMMENT
LOW	AnkiDroid/src/main/assets/changelog.html	141	#header>h1:only-child{border-bottom:1px solid #dddddf;padding-bottom:8px}	COMMENT
LOW	AnkiDroid/src/main/assets/changelog.html	161	@media screen and (min-width:768px){#toctitle{font-size:1.375em}	COMMENT
LOW	…/src/test/java/com/ichi2/anki/libanki/SchedulerTest.kt	81	// // the default order should ensure siblings are not seen together, and	COMMENT
LOW	.github/workflows/screenshot_comment.yml	1	# Adapted from https://github.com/takahirom/roborazzi/blob/4be7f304fa23f2f00fad67ab612aec2035ac9db2/.github/workflows/Co	COMMENT
LOW	.github/workflows/screenshot_store.yml	1	# ⚠️ Do not rename the file - screenshot_store.yml is referenced by screenshot_compare.yml	COMMENT
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/codeql.yml	61	# Use 'javascript-typescript' to analyze code written in JavaScript, TypeScript or both	COMMENT
LOW	.github/workflows/screenshot_compare.yml	1	# Adapted from https://github.com/takahirom/roborazzi/blob/4be7f304fa23f2f00fad67ab612aec2035ac9db2/.github/workflows/Co	COMMENT
LOW	.github/workflows/opencollective_notices.yml	101	} catch (e) {	COMMENT

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	.github/report_test_failures.py	57	except (ValueError, TypeError):	CODE
HIGH	.github/report_test_failures.py	63	except (ValueError, TypeError):	CODE
HIGH	.github/report_test_failures.py	49	except (ValueError, TypeError):	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/google-play.py	111	# Create an httplib2.Http object to handle our HTTP requests and authorize it	COMMENT
MEDIUM	tools/release.sh	38	# Define the location of the manifest file	COMMENT
MEDIUM	tools/release.sh	194	# Create a full universal build that disables minify, to help diagnose proguard issues	COMMENT

AI Slop Vocabulary4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	jitpack.yml	8	# https://jitpack.io/com/github/ankidroid/Anki-Android/v2.18alpha7/build.log (just use a recent tag,	COMMENT
MEDIUM	…/anki/ui/windows/reviewer/whiteboard/WhiteboardView.kt	245	// which makes it more robust for path operations.	COMMENT
MEDIUM	…rc/main/java/com/ichi2/anki/dialogs/tags/TagsDialog.kt	412	// utilize the addTagFilter to append '::' properly by appending a space to prefixTag	COMMENT
MEDIUM	…in/java/com/ichi2/anki/services/NotificationService.kt	341	// Essentially the same as above, but only check through cards in the provided deck or its s	STRING

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tools/list-of-translators.sh	2	# Usage:	COMMENT
LOW	tools/compare-screenshot-test.sh	4	# Usage:	COMMENT

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…/test/java/com/ichi2/anki/account/LoginFragmentTest.kt	47	activity.findViewById<TextInputEditText>(R.id.username).setText("user@example.com")	CODE
LOW	…/src/test/java/com/ichi2/anki/pages/DeckOptionsTest.kt	149	manualUrl.buildUpon().encodedAuthority("docs.ankiweb.net@example.org").build(),	CODE
LOW	…/src/main/res/layout/fragment_my_account_logged_in.xml	69	tools:text="user@example.com"	CODE

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…rc/main/java/com/ichi2/anki/AbstractFlashcardViewer.kt	8	// TODO: implement own menu? http://www.codeproject.com/Articles/173121/Android-Menus-My-Way	COMMENT
LOW	…2/anki/preferences/profiles/SwitchProfilesViewModel.kt	67	// TODO: implement profile deletion via ProfileManager	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/codeql.yml	64	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/report_test_failures.py	68		CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/cancel_merge_queue_runs.yml	51	async function findUnfinishedMergeGroupRuns(branch) {	CODE

ankidroid/Anki-Android

Open-Source Code Quality, Security and Technical Debt Review