1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

16.3K

Stars

Kotlin

Language

104.7K

Lines of Code

1.4K

Files

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 3.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 53 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.3/100 · LOW

Are imports declared and package/API names verified? 16 finding(s).

Agent Over-Engineering Ratio 2.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 17 finding(s).

PR Review Velocity Impact 8.7/100 · LOW

Which changes need focused human review? 86 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 6HIGH 2MEDIUM 20LOW 58

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 86 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.

Hallucination Indicators6 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL	…li/src/test/kotlin/maestro/cli/db/KeyValueStoreTest.kt	133	val classes = Path.of(LockProbe::class.java.protectionDomain.codeSource.location.toURI()).toString()	CODE
CRITICAL	…est/kotlin/maestro/cli/report/TestDebugReporterTest.kt	35	Files.setLastModifiedTime(oldDir, java.nio.file.attribute.FileTime.fromMillis(System.currentTimeMillis() - 1000	CODE
CRITICAL	…in/java/maestro/cli/analytics/AnalyticsStateManager.kt	255	return java.time.temporal.ChronoUnit.DAYS.between(now, targetDate).toInt()	CODE
CRITICAL	…dels/src/test/kotlin/maestro/orchestra/util/EnvTest.kt	152	val error = org.junit.jupiter.api.Assertions.assertThrows(maestro.orchestra.util.Env.EnvVariableMissingValueErro	CODE
CRITICAL	…dels/src/test/kotlin/maestro/orchestra/util/EnvTest.kt	164	val error = org.junit.jupiter.api.Assertions.assertThrows(maestro.orchestra.util.Env.EnvVariableMissingValueErro	CODE
CRITICAL	…dels/src/test/kotlin/maestro/orchestra/util/EnvTest.kt	179	val error = org.junit.jupiter.api.Assertions.assertThrows(maestro.orchestra.util.Env.EnvVariableMissingValueErro	CODE

Decorative Section Separators17 hits · 51 pts

Severity	File	Line	Snippet	Context
MEDIUM	…st/java/maestro/android/AndroidDeviceConnectionTest.kt	60	// ── Fake dadb: each method delegates to a lambda the test sets ───────────────	COMMENT
MEDIUM	…st/java/maestro/android/AndroidDeviceConnectionTest.kt	88	// ── install: operation outcome is returned, transport death throws ──────────	COMMENT
MEDIUM	…st/java/maestro/android/AndroidDeviceConnectionTest.kt	145	// ── uninstall ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…st/java/maestro/android/AndroidDeviceConnectionTest.kt	169	// ── pull (both overloads) ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…st/java/maestro/android/AndroidDeviceConnectionTest.kt	197	// ── push (now honors its SyncResult too) ──────────────────────────────────────	COMMENT
MEDIUM	…st/java/maestro/android/AndroidDeviceConnectionTest.kt	212	// ── shell: exit code rides home; only transport throws ────────────────────────	COMMENT
MEDIUM	…st/java/maestro/android/AndroidDeviceConnectionTest.kt	420	// ── gRPC plane: execute / stream ──────────────────────────────────────────────	COMMENT
MEDIUM	…c/main/java/maestro/android/AndroidDeviceConnection.kt	112	// ── gRPC plane ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…c/main/java/maestro/android/AndroidDeviceConnection.kt	144	// ── dadb plane ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…c/main/java/maestro/android/AndroidDeviceConnection.kt	302	// ── failure classification ────────────────────────────────────────────────	COMMENT
MEDIUM	…c/main/java/maestro/android/AndroidDeviceConnection.kt	376	// ── the only Dadb.create / discover / list in the codebase ──────────────	COMMENT
MEDIUM	…n/java/maestro/android/AndroidDeviceConnectionModel.kt	35	// ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…n/java/maestro/android/AndroidDeviceConnectionModel.kt	41	// ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…n/java/maestro/android/AndroidDeviceConnectionModel.kt	82	// ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…n/java/maestro/android/AndroidDeviceConnectionModel.kt	87	// ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…n/java/maestro/android/AndroidDeviceConnectionModel.kt	106	// ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…n/java/maestro/android/AndroidDeviceConnectionModel.kt	113	// ──────────────────────────────────────────────────────────────────────────────	COMMENT

Over-Commented Block27 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	detekt.yml	21	# - 'PackageCountProcessor'	COMMENT
LOW	…test/src/test/kotlin/maestro/test/GraalJsEngineTest.kt	101		COMMENT
LOW	.github/workflows/build-demo-app.yml	1	name: Build demo_app	COMMENT
LOW	.github/scripts/setup_android_device.sh	1	#!/bin/bash	COMMENT
LOW	.github/scripts/setup_android_device.sh	41		COMMENT
LOW	maestro-ios-driver/src/main/resources/screenrecord.sh	1	# The `simctl recordVideo` command requires a SIGINT to be sent to stop the recording.	COMMENT
LOW	maestro-cli/src/test/mcp/inspect-screen-evals.yaml	21	criteria: >	COMMENT
LOW	maestro-cli/src/test/mcp/inspect-screen-evals.yaml	41	# criteria: >	COMMENT
LOW	maestro-cli/src/test/mcp/inspect-screen-evals.yaml	61	# The assistant correctly identifies exactly 8 clickable elements: 7 buttons in a column, and a final button in	COMMENT
LOW	maestro-cli/src/test/mcp/inspect-screen-evals.yaml	81		COMMENT
LOW	maestro-cli/src/test/mcp/inspect-screen-evals.yaml	101	# I want to get a quick overview of all interactive elements on the screen for automated testing.	COMMENT
LOW	maestro-cli/src/test/mcp/inspect-screen-evals.yaml	121	# required:	COMMENT
LOW	maestro-cli/src/main/java/maestro/cli/App.kt	121	fun main(args: Array<String>) {	COMMENT
LOW	e2e/workspaces.txt	1	# The workspaces the e2e suite knows about, and what each one supports.	COMMENT
LOW	e2e/workspaces/web/flutter_semantics_identifier.yaml	1	# Flutter web id selector regression. The data: URL builds an element that	COMMENT
LOW	e2e/demo_app/analysis_options.yaml	1	# This file configures the analyzer, which statically analyzes Dart code to	COMMENT
LOW	e2e/demo_app/analysis_options.yaml	21	# `// ignore_for_file: name_of_lint` syntax on the line or in the file	COMMENT
LOW	…estro/android_device_configuration/enable_sensors.yaml	1	# Verifies all device sensors are available	COMMENT
LOW	e2e/demo_app/.maestro/commands/setOrientation.yaml	1	appId: com.example.example	COMMENT
LOW	e2e/demo_app/lib/carousel_screen.dart	1	import 'package:flutter/material.dart';	COMMENT
LOW	e2e/alert-repro-swiftui/verify_preflight_suppressed.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ert-repro-swiftui/flows/ui_interruption_preflight.yaml	1	## Regression target for the iOS XCTest UI-interruption preflight hang.	COMMENT
LOW	…ver-iosTests/maestro-driver-iosTests-Bridging-Header.h	1	//	COMMENT
LOW	…UITests/PrivateHeaders/XCTest/XCTRunnerDaemonSession.h	1	//	COMMENT
LOW	…driver-iosUITests/PrivateHeaders/XCTest/XCTestDriver.h	1	//	COMMENT
LOW	…Categories/maestro-driver-iosUITests-Bridging-Header.h	1	//	COMMENT
LOW	…verLib/Sources/MaestroDriverLib/MaestroDriverLib.swift	1	// MaestroDriverLib	COMMENT

Structural Annotation Overuse12 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	.claude/skills/release/SKILL.md	44	## Step 0: say what will happen, then check the ground	COMMENT
LOW	.claude/skills/release/SKILL.md	95	## Step 1: propose the version, draft the changelog (Checkpoint 1)	COMMENT
LOW	.claude/skills/release/SKILL.md	142	## Step 2: draft everything, land nothing	COMMENT
LOW	.claude/skills/release/SKILL.md	200	## Step 3: merge and tag (unattended)	COMMENT
LOW	.claude/skills/release/SKILL.md	232	## Step 4: publish the CLI (unattended)	COMMENT
LOW	.claude/skills/release/SKILL.md	252	## Step 5: verify	COMMENT
LOW	.claude/skills/release/SKILL.md	267	## Step 6: hand-off	COMMENT
LOW	.claude/skills/bump-android-version/SKILL.md	64	## Step 3: push draft PR + dispatch	COMMENT
LOW	.claude/skills/bump-android-version/SKILL.md	82	## Step 4: watch the test-android job	COMMENT
LOW	.claude/skills/bump-android-version/SKILL.md	96	## Step 5: diagnose (delegated to subagent)	COMMENT
LOW⚡	…ro-cli/src/test/mcp/setup/download-and-install-apps.sh	33	# Step 1: Download apps using e2e infrastructure	COMMENT
LOW⚡	…ro-cli/src/test/mcp/setup/download-and-install-apps.sh	38	# Step 2: Install apps for the specified platform	COMMENT

Redundant / Tautological Comments7 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	maestro-cli/src/test/mcp/run_mcp_tool_tests.sh	21	# Check if Maestro CLI is built	COMMENT
LOW	maestro-cli/src/test/mcp/run_mcp_evals.sh	23	# Check if Maestro CLI is built	COMMENT
LOW	maestro-cli/src/test/mcp/setup/setup_and_run_eval.sh	51	# Check if Maestro CLI is built	COMMENT
LOW	maestro-cli/src/test/mcp/setup/setup_and_run_eval.sh	102	# Check if file exists, try relative to evals/ if not absolute	COMMENT
LOW⚡	…ro-cli/src/test/mcp/setup/download-and-install-apps.sh	25	# Check if we can find the e2e directory	COMMENT
LOW	…stro-cli/src/test/mcp/setup/check-maestro-cli-built.sh	4	# Check if Maestro CLI is built for MCP testing	COMMENT
LOW	…stro-cli/src/test/mcp/setup/check-maestro-cli-built.sh	15	# Check if Maestro CLI is built	COMMENT

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	CHANGELOG.md	542	- Fix: Warnings generated by AI-powered commands aren't formatted nicely ([#2043](https://github.com/mobile-dev-inc/maes	CODE
HIGH	CHANGELOG.md	546	- Fix: display warnings generated by AI-powered commands in CLI output when `optional: true` ([#2026](https://github.com	CODE

Fake / Example Data10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	…tro/device/serialization/DeviceSpecSparseSerializer.kt	93	String::class -> "placeholder"	CODE
LOW	…o-test/src/test/kotlin/maestro/test/IntegrationTest.kt	422	driver.assertHasEvent(Event.InputText("user@example.com"))	CODE
LOW	maestro-cli/mcp-viewer/src/demo.tsx	34	{ commandId: "8", yaml: 'inputText: "user@example.com"', depth: 0, status: "completed" },	CODE
LOW	maestro-cli/mcp-viewer/src/demo.tsx	39	{ commandId: "13", yaml: 'inputText: "user@example.com"', depth: 0, status: "completed" },	CODE
LOW	e2e/demo_app/.maestro/issues/issue1777.yaml	6	- inputText: "Lorem ipsum dolor sit amet"	CODE
LOW	e2e/demo_app/.maestro/issues/issue1777.yaml	6	- inputText: "Lorem ipsum dolor sit amet"	CODE
LOW	e2e/demo_app/lib/defects_screen.dart	73	'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna	CODE
LOW	e2e/demo_app/lib/defects_screen.dart	73	'Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna	CODE
LOW	…erLib/Tests/MaestroDriverLibTests/AXElementTests.swift	31	placeholderValue: "placeholder",	CODE
LOW	…erLib/Tests/MaestroDriverLibTests/AXElementTests.swift	48	XCTAssertEqual(element.placeholderValue, "placeholder")	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/scripts/boot_simulator.sh	7	# Create a unique identifier for the new simulator to avoid naming conflicts	COMMENT
MEDIUM	.github/scripts/boot_simulator.sh	12	# Create the simulator	COMMENT

Verbosity Indicators2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ro-cli/src/test/mcp/setup/download-and-install-apps.sh	33	# Step 1: Download apps using e2e infrastructure	COMMENT
LOW⚡	…ro-cli/src/test/mcp/setup/download-and-install-apps.sh	38	# Step 2: Install apps for the specified platform	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	28	- [Maestro MCP – Agentic UI Testing](#maestro-mcp--agentic-ui-testing)	CODE

mobile-dev-inc/Maestro

Open-Source Code Quality, Security and Technical Debt Review