0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.0K

Stars

Kotlin

Language

241.4K

Lines of Code

1.7K

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 0.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 28 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

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

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 2.0/100 · LOW

Which changes need focused human review? 49 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 2HIGH 0MEDIUM 16LOW 31

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 49 distinct pattern matches across 10 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.

Modern AI Meta-Vocabulary9 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/e2e.yml	236	# Hands the failed run to the `E2E failure triage` agentic workflow, which reads the	COMMENT
MEDIUM	.github/agents/agentic-workflows.md	45	- Configuration: `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/github-agentic-workflows.md`	CODE
MEDIUM⚡	.github/agents/agentic-workflows.md	69	Prompt file: `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/create-agentic-workflow.md`	CODE
MEDIUM⚡	.github/agents/agentic-workflows.md	79	Prompt file: `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/update-agentic-workflow.md`	CODE
MEDIUM⚡	.github/agents/agentic-workflows.md	89	Prompt file: `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/debug-agentic-workflow.md`	CODE
MEDIUM⚡	.github/agents/agentic-workflows.md	99	Prompt file: `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/upgrade-agentic-workflows.md`	CODE
MEDIUM	.github/agents/agentic-workflows.md	119	Prompt file: `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/create-shared-agentic-workflow.md`	CODE
MEDIUM	.github/agents/agentic-workflows.md	193	# Initialize repository for agentic workflows	COMMENT
MEDIUM	.github/agents/agentic-workflows.md	225	- Always reference the instructions file at `https://raw.githubusercontent.com/github/gh-aw/main/.github/aw/github-agent	CODE

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ntion/src/main/kotlin/AndroidCommonConventionPlugin.kt	189	val sdkVersion = libs.versions.robolectric.target.sdk.get().toInt()	CODE
CRITICAL	…panion/android/home/views/RefreshIntervalPickerView.kt	83	fontSize = MaterialTheme.typography.displayMedium.fontSize.value.dp.toSp(),	CODE

Decorative Section Separators6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	microwakeword/src/main/cpp/CMakeLists.txt	81	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	microwakeword/src/main/cpp/CMakeLists.txt	83	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	microwakeword/src/main/cpp/CMakeLists.txt	135	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	microwakeword/src/main/cpp/CMakeLists.txt	137	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	microwakeword/src/main/cpp/CMakeLists.txt	263	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	microwakeword/src/main/cpp/CMakeLists.txt	265	# ------------------------------------------------------------------------------	COMMENT

Fake / Example Data13 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW⚡	…t/companion/android/settings/LicensesScreenshotTest.kt	69	"content": "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et	CODE
LOW⚡	…t/companion/android/settings/LicensesScreenshotTest.kt	69	"content": "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et	CODE
LOW⚡	…t/companion/android/settings/LicensesScreenshotTest.kt	77	"content": "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et	CODE
LOW⚡	…t/companion/android/settings/LicensesScreenshotTest.kt	77	"content": "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et	CODE
LOW⚡	…mpanion/android/assist/ui/AssistSheetScreenshotTest.kt	35	AssistMessage("Tell me everything about lorem ipsum", isInput = true),	CODE
LOW⚡	…mpanion/android/assist/ui/AssistSheetScreenshotTest.kt	37	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut " +	CODE
LOW⚡	…mpanion/android/assist/ui/AssistSheetScreenshotTest.kt	37	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut " +	CODE
LOW⚡	…mpanion/android/assist/ui/AssistSheetScreenshotTest.kt	46	"voluptatem sequi nesciunt. Neque porro quisquam est, qui dolorem ipsum quia dolor sit " +	CODE
LOW	…ndroid/settings/wear/views/SettingsWearTemplateTile.kt	127	renderedTemplate = "Example entity: Lorem ipsum",	CODE
LOW	…ndroid/developer/nfc/DebugNfcTagEmulatorServiceTest.kt	85	setTag("placeholder")	CODE
LOW	…ndroid/developer/nfc/DebugNfcTagEmulatorServiceTest.kt	93	assertTrue(DebugNfcTagEmulatorState.content.value.summary.contains("placeholder"))	CODE
LOW	…roid/developer/catalog/HAButtonsAndIndicatorsScreen.kt	26	"Lorem ipsum dolor sit amet, consectetur adipiscing elit."	CODE
LOW	…roid/developer/catalog/HAButtonsAndIndicatorsScreen.kt	26	"Lorem ipsum dolor sit amet, consectetur adipiscing elit."	CODE

Over-Commented Block11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	…keword/src/androidTest/resources/lib/arm64-v8a/wrap.sh	1	#!/system/bin/sh	COMMENT
LOW	microwakeword/src/main/cpp/Logging.h	1	#ifndef LOGGING_H	COMMENT
LOW	.github/move.yml	1	# Configuration for move-issues - https://github.com/dessant/move-issues	COMMENT
LOW	.github/zizmor.yml	1	# zizmor configuration. See https://docs.zizmor.sh/configuration/	COMMENT
LOW	.github/workflows/e2e-triage.lock.yml	1	# gh-aw-metadata: {"schema_version":"v4","frontmatter_hash":"39541c998079ce2ccee33e9e176ee33cfef0e1490217b71311f2b4d6c50	COMMENT
LOW	.github/workflows/e2e-triage.lock.yml	21	# gh aw compile	COMMENT
LOW	.github/workflows/e2e-triage.lock.yml	941	script: \|	COMMENT
LOW	.github/workflows/e2e-triage.lock.yml	961	# --allow-tool shell(jq)	COMMENT
LOW	.github/workflows/pr-emulator-wtf.yml	81	REPO: ${{ github.repository }}	COMMENT
LOW	.github/workflows/pr-emulator-wtf.yml	241	- name: Download emulator.wtf results from this run	COMMENT
LOW	.github/actions/monitor-resources/monitor.sh	1	#!/usr/bin/env bash	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…meassistant/companion/android/launch/LaunchActivity.kt	188	// Skip the system's default splash exit animation for a seamless transition to	COMMENT

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…assistant/companion/android/widgets/todo/TodoWidget.kt	17	* Note: Don't forget to register this Receiver in the manifest and in the Application.	COMMENT
LOW	…omeassistant/companion/android/common/util/FailFast.kt	10	* Don't forget to register the handler in [FailFast.setHandler].	COMMENT

Example Usage Blocks2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…nion/android/widgets/BaseGlanceEntityWidgetReceiver.kt	65	* ### Usage:	COMMENT
LOW	.github/scripts/merge_sarif.py	6	## Usage:	STRING

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…/companion/android/common/sensors/MobileDataManager.kt	25	class MobileDataManager @Inject constructor(	CODE
LOW	.github/scripts/merge_sarif.py	37	def clean_artifact_location_uris(results):	CODE

Redundant / Tautological Comments1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	gradle/libs.versions.toml	80	robolectric = "4.17" # Check if robolectric supports a more recent version of the SDK on each update	CODE

home-assistant/android

Open-Source Code Quality, Security and Technical Debt Review