0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

2.9K

Stars

Kotlin

Language

631.5K

Lines of Code

3.7K

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 0.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 37 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 55 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 1.3/100 · LOW

Which changes need focused human review? 93 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 7HIGH 1MEDIUM 1LOW 84

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 93 distinct pattern matches across 8 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 Indicators7 hits · 70 pts

Severity	File	Line	Snippet	Context
CRITICAL	…casts/repositories/transcript/TranscriptManagerTest.kt	432	val existingChapter = au.com.shiftyjelly.pocketcasts.models.to.Chapter(	CODE
CRITICAL	…ositories/playback/Media3LibrarySessionCallbackTest.kt	268	androidx.media3.common.Player.Commands.Builder().build(),	CODE
CRITICAL	…ositories/playback/Media3LibrarySessionCallbackTest.kt	319	androidx.media3.common.Player.Commands.Builder().build(),	CODE
CRITICAL	…ositories/playback/Media3LibrarySessionCallbackTest.kt	344	androidx.media3.common.Player.Commands.Builder().build(),	CODE
CRITICAL	…ositories/playback/Media3LibrarySessionCallbackTest.kt	360	androidx.media3.common.Player.Commands.Builder().build(),	CODE
CRITICAL	…sts/repositories/playback/Media3SessionCallbackTest.kt	508	val podcast = au.com.shiftyjelly.pocketcasts.models.entity.Podcast(	CODE
CRITICAL	…cketcasts/repositories/playback/MediaSessionManager.kt	1553	val autoMediaId = au.com.shiftyjelly.pocketcasts.repositories.playback.auto.AutoMediaId.fromMediaId(medi	CODE

Fake / Example Data47 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW⚡	…com/shiftyjelly/pocketcasts/TvScaffoldViewModelTest.kt	219	whenever(syncManager.getEmail()).doReturn("user@example.com")	CODE
LOW⚡	…com/shiftyjelly/pocketcasts/TvScaffoldViewModelTest.kt	221	email.value = "user@example.com"	CODE
LOW⚡	…com/shiftyjelly/pocketcasts/TvScaffoldViewModelTest.kt	224	assertEquals(TvProfileState.SignedIn(email = "user@example.com"), awaitItem().profile)	CODE
LOW⚡	…com/shiftyjelly/pocketcasts/TvScaffoldViewModelTest.kt	245	whenever(syncManager.getEmail()).doReturn("user@example.com")	CODE
LOW⚡	…com/shiftyjelly/pocketcasts/TvScaffoldViewModelTest.kt	248	assertEquals(TvProfileState.SignedIn(email = "user@example.com"), awaitItem().profile)	CODE
LOW⚡	…com/shiftyjelly/pocketcasts/TvScaffoldViewModelTest.kt	257	email.value = "user@example.com"	CODE
LOW⚡	…com/shiftyjelly/pocketcasts/TvScaffoldViewModelTest.kt	259	assertEquals(TvProfileState.SignedIn(email = "user@example.com"), awaitItem().profile)	CODE
LOW	…/au/com/shiftyjelly/pocketcasts/home/TvProfileModal.kt	241	profile = TvProfileState.SignedIn(email = "user@example.com"),	CODE
LOW	…com/shiftyjelly/pocketcasts/reimagine/ui/SquareCard.kt	185	title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…com/shiftyjelly/pocketcasts/reimagine/ui/SquareCard.kt	185	title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…com/shiftyjelly/pocketcasts/reimagine/ui/SquareCard.kt	206	title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…com/shiftyjelly/pocketcasts/reimagine/ui/SquareCard.kt	206	title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…shiftyjelly/pocketcasts/reimagine/ui/HorizontalCard.kt	204	title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…shiftyjelly/pocketcasts/reimagine/ui/HorizontalCard.kt	204	title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…shiftyjelly/pocketcasts/reimagine/ui/HorizontalCard.kt	225	title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…shiftyjelly/pocketcasts/reimagine/ui/HorizontalCard.kt	225	title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…m/shiftyjelly/pocketcasts/reimagine/ui/VerticalCard.kt	196	title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…m/shiftyjelly/pocketcasts/reimagine/ui/VerticalCard.kt	196	title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…m/shiftyjelly/pocketcasts/reimagine/ui/VerticalCard.kt	217	title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…m/shiftyjelly/pocketcasts/reimagine/ui/VerticalCard.kt	217	title = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…/com/shiftyjelly/pocketcasts/transcripts/ui/Toolbar.kt	492	searchTerm = "Lorem ipsum",	CODE
LOW⚡	…shiftyjelly/pocketcasts/discover/compose/PodcastRow.kt	238	podcast = DiscoverPodcastPreview.copy(title = "Lorem ipsum dolor sit amet consectetur adipiscing elit"),	CODE
LOW⚡	…shiftyjelly/pocketcasts/discover/compose/PodcastRow.kt	238	podcast = DiscoverPodcastPreview.copy(title = "Lorem ipsum dolor sit amet consectetur adipiscing elit"),	CODE
LOW⚡	…shiftyjelly/pocketcasts/discover/compose/PodcastRow.kt	242	podcast = DiscoverPodcastPreview.copy(author = "Lorem ipsum dolor sit amet consectetur adipiscing elit")	CODE
LOW⚡	…shiftyjelly/pocketcasts/discover/compose/PodcastRow.kt	242	podcast = DiscoverPodcastPreview.copy(author = "Lorem ipsum dolor sit amet consectetur adipiscing elit")	CODE
LOW⚡	…shiftyjelly/pocketcasts/discover/compose/PodcastRow.kt	247	title = "Lorem ipsum dolor sit amet consectetur adipiscing elit",	CODE
LOW⚡	…shiftyjelly/pocketcasts/discover/compose/PodcastRow.kt	247	title = "Lorem ipsum dolor sit amet consectetur adipiscing elit",	CODE
LOW⚡	…shiftyjelly/pocketcasts/discover/compose/PodcastRow.kt	248	author = "Lorem ipsum dolor sit amet consectetur adipiscing elit",	CODE
LOW⚡	…shiftyjelly/pocketcasts/discover/compose/PodcastRow.kt	248	author = "Lorem ipsum dolor sit amet consectetur adipiscing elit",	CODE
LOW	…hiftyjelly/pocketcasts/discover/compose/NetworksRow.kt	57	uuid = "placeholder",	CODE
LOW	…ocketcasts/profile/cloud/CloudSettingsViewModelTest.kt	101	Flowable.just(SignInState.SignedIn(email = "user@example.com", subscription = subscription)),	CODE
LOW⚡	…ts/account/deviceapprove/DeviceApproveViewModelTest.kt	146	whenever(syncManager.getEmail()).thenReturn("user@example.com")	CODE
LOW⚡	…ts/account/deviceapprove/DeviceApproveViewModelTest.kt	150	assertEquals("user@example.com", viewModel.uiState.value.email)	CODE
LOW⚡	…ts/account/deviceapprove/DeviceApproveViewModelTest.kt	156	whenever(syncManager.getEmail()).thenReturn("user@example.com")	CODE
LOW	…pocketcasts/account/deviceapprove/DeviceApprovePage.kt	307	state = DeviceApproveUiState(userCode = "ABCD12", isLoggedIn = true, email = "user@example.com"),	CODE
LOW	…pocketcasts/player/view/bookmark/BookmarkDetailPage.kt	395	passage = "Lorem ipsum",	CODE
LOW	…jelly/pocketcasts/compose/components/AutoResizeText.kt	184	text = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut lab	CODE
LOW	…jelly/pocketcasts/compose/components/AutoResizeText.kt	184	text = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut lab	CODE
LOW	…m/shiftyjelly/pocketcasts/compose/components/Dialog.kt	381	body = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…m/shiftyjelly/pocketcasts/compose/components/Dialog.kt	381	body = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…jelly/pocketcasts/compose/components/ExpandableText.kt	192	append("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore.	CODE
LOW	…jelly/pocketcasts/compose/components/ExpandableText.kt	192	append("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore.	CODE
LOW	…jelly/pocketcasts/compose/components/ExpandableText.kt	204	append("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore.	CODE
LOW	…jelly/pocketcasts/compose/components/ExpandableText.kt	204	append("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore.	CODE
LOW	…/pocketcasts/compose/bottomsheet/BottomSheetContent.kt	196	summaryText = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incidi	CODE
LOW	…/pocketcasts/compose/bottomsheet/BottomSheetContent.kt	196	summaryText = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incidi	CODE
LOW	…m/shiftyjelly/pocketcasts/models/to/TranscriptEntry.kt	25	Text("Lorem ipsum odor amet, lorem consectetuer adipiscing elit."),	CODE

Over-Commented Block28 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	.rubocop_todo.yml	1	# This configuration was generated by	COMMENT
LOW	…om/shiftyjelly/pocketcasts/models/db/DataOpenHelper.kt	421	// // 2. partiallyPlayed	COMMENT
LOW	gradle/libs.versions.toml	1	# Upgrade Guide	COMMENT
LOW	.buildkite/commands/should-skip-job.sh	1	#!/bin/bash -eu	COMMENT
LOW	…ly/pocketcasts/podcasts/view/podcast/PodcastAdapter.kt	901	//	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	1	// This file was autogenerated by some hot garbage in the `uniffi` crate.	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	161	fun lift(value: FfiType): KotlinType	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	1521	buf.putInt(value.size)	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	1541	// special destructor function provided by the Rust FFI, which will drop the	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	1561	// `drop` methods or do significant work in their `drop` methods.	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	1581	// the number of in-flight method calls, and an `AtomicBoolean` flag to indicate whether `destroy`	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	1601	//	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	1981	// This template implements a class for working with a Rust struct via a Pointer/Arc<T>	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2001	// or by using a higher-level helper like the `use` method. Failing to do so risks	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2021	// possibility of a race between a method call and a concurrent call to `destroy`:	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2041	//	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2061	// This makes a cleaner a better alternative to _not_ calling `destroy()` as	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2261	//	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2281	//	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2301	// * Thread A starts a method call, reads the value of the pointer, but is interrupted	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2321	// If it is 0 then the underlying Rust struct has already been destroyed and the call is aborted.	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2341	// method is slow, and/or there are many objects to cleanup, and it's on a low end Android device, then the cleaner	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2601	}	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2621	// * Given an instance, calling code is expected to call the special	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2641	//	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2661	// * The initial value of the counter is 1, indicating a live object with no in-flight calls.	COMMENT
LOW	…n/java/uniffi/fingerprint_uniffi/fingerprint_uniffi.kt	2681	// of the underlying Rust code.	COMMENT
LOW	…y/pocketcasts/repositories/download/DownloadManager.kt	301	fun cancelExcessiveDownloads(workInfos: Collection<DownloadWorkInfo>) {	COMMENT

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…ts/account/onboarding/upgrade/OnboardingUpgradeFlow.kt	94	// We need to check if the screen was initialized with the expanded state.	COMMENT
LOW⚡	…/com/shiftyjelly/pocketcasts/compose/text/Extension.kt	28	// Step 1: Trim text and calculate span offsets due to trimming	COMMENT
LOW⚡	…/com/shiftyjelly/pocketcasts/compose/text/Extension.kt	32	// Step 2: Copy over the raw text	COMMENT
LOW⚡	…/com/shiftyjelly/pocketcasts/compose/text/Extension.kt	34	// Step 3: Go through each span	COMMENT

Structural Annotation Overuse3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	…/com/shiftyjelly/pocketcasts/compose/text/Extension.kt	28	// Step 1: Trim text and calculate span offsets due to trimming	COMMENT
LOW⚡	…/com/shiftyjelly/pocketcasts/compose/text/Extension.kt	32	// Step 2: Copy over the raw text	COMMENT
LOW⚡	…/com/shiftyjelly/pocketcasts/compose/text/Extension.kt	34	// Step 3: Go through each span	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/whats_new_mock_catalog.py	88	existing = self.run_as("sh", "-c", f"cat {journal} 2>/dev/null \|\| true")	CODE

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	gradle/libs.versions.toml	2	# -------------	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/git-hooks/pre-commit.sh	40	# Check if user has access to secrets	COMMENT
LOW	.buildkite/commands/should-skip-job.sh	34	# Check if arguments are valid	COMMENT

Automattic/pocket-casts-android

Open-Source Code Quality, Security and Technical Debt Review