0.2

Adjusted Signal

0.2

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

9.4K

Stars

Java

Language

349.6K

Lines of Code

1.8K

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? 43 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 1.0/100 · LOW

Which changes need focused human review? 45 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 5LOW 38

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 45 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.

Hallucination Indicators2 hits · 25 pts

Severity	File	Line	Snippet	Context
CRITICAL	…a/io/github/muntashirakon/AppManager/apk/ApkUtils.java	153	apkSections = com.android.apksig.apk.ApkUtils.findZipSections(apk);	CODE
CRITICAL	…/io/github/muntashirakon/AppManager/fm/FmProvider.java	202	// com.android.internal.app.ChooserActivity.queryResolver() in Q queries with a null	COMMENT

Over-Commented Block23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	…hirakon/AppManager/backup/convert/SBConverterTest.java	161	// Path xmlFile = Paths.get(new File(backupLocation, PACKAGE_NAME_APK_OBB + ".xml"));	COMMENT
LOW	…/androidx/documentfile/provider/MediaDocumentFile.java	61	// final ContentResolver resolver = context.getContentResolver();	COMMENT
LOW	app/src/main/java/io/github/muntashirakon/svg/SVG.java	61	public PictureDrawable createPictureDrawable() {	COMMENT
LOW	…/github/muntashirakon/AppManager/misc/DeviceInfo2.java	421		COMMENT
LOW	…muntashirakon/AppManager/misc/gles/EglSurfaceBase.java	141	* Saves the EGL surface to a file.	COMMENT
LOW	…b/muntashirakon/AppManager/sysconfig/SystemConfig.java	221	// These are the permitted backup transport service components	COMMENT
LOW	…b/muntashirakon/AppManager/sysconfig/SystemConfig.java	1241	} catch (XmlPullParserException \| IOException e) {	COMMENT
LOW	…b/muntashirakon/AppManager/sysconfig/SystemConfig.java	1261	// addFeature(PackageManager.FEATURE_RAM_LOW, 0);	COMMENT
LOW	…hirakon/AppManager/backup/adb/AndroidBackupHeader.java	101		COMMENT
LOW	…hirakon/AppManager/backup/adb/AndroidBackupHeader.java	121	// line 7: number of PBKDF2 rounds to use (same for user & encryption key) [decimal]	COMMENT
LOW	…hub/muntashirakon/AppManager/backup/adb/Constants.java	101	*/	COMMENT
LOW	app/src/main/cpp/run_server.c	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	app/src/main/cpp/AhoCorasick.cpp	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	…/main/cpp/io_github_muntashirakon_algo_AhoCorasick.cpp	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	…cpp/io_github_muntashirakon_compat_system_OsCompat.cpp	1	// SPDX-License-Identifier: GPL-3.0-or-later	COMMENT
LOW	docs/raw/css/custom.css	1	#title-block-header{display:none}#TOC{height:100%;width:16em;position:fixed;z-index:1;top:0;left:0;overflow-x:hidden;pad	COMMENT
LOW	…t/java/io/github/muntashirakon/compat/xml/XmlTest.java	101	// parser.setInput(is, StandardCharsets.UTF_8.name());	COMMENT
LOW	…t/java/io/github/muntashirakon/compat/xml/XmlTest.java	121	// parser.setInput(is, StandardCharsets.UTF_8.name());	COMMENT
LOW	…/io/github/muntashirakon/compat/io/FastDataOutput.java	181	// and insert manually	COMMENT
LOW	…/io/github/muntashirakon/compat/io/FastDataOutput.java	201	// writeShort(tmp.length);	COMMENT
LOW	…/io/github/muntashirakon/compat/io/FastDataOutput.java	221	// CharsetUtils.toModifiedUtf8Bytes(s, mRuntime.addressOf(tmp), 0, tmp.length);	COMMENT
LOW	…a/io/github/muntashirakon/compat/io/FastDataInput.java	201	// return readUTFUsing4ByteSequences();	COMMENT
LOW	…a/io/github/muntashirakon/compat/io/FastDataInput.java	221	// }	COMMENT

Verbosity Indicators7 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	…ache/commons/compress/compressors/bzip2/BlockSort.java	985	// Step 1:	COMMENT
LOW	…ache/commons/compress/compressors/bzip2/BlockSort.java	1009	// Step 2:	COMMENT
LOW	…ache/commons/compress/compressors/bzip2/BlockSort.java	1030	// Step 3:	COMMENT
LOW	…shirakon/AppManager/utils/appearance/TypefaceUtil.java	111	// fonts. We need to check if a bold font exist for this font. If there	COMMENT
LOW	…anager/backup/dialog/BackupRestoreDialogViewModel.java	242	// A special case where we need to check if we can allow custom users for backups	COMMENT
LOW⚡	docs/mdbook/build.py	146	# Step 1: Convert LaTeX to Markdown if needed	COMMENT
LOW⚡	docs/mdbook/build.py	155	# Step 2: Process Markdown and split into sections	COMMENT

Structural Annotation Overuse4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	docs/mdbook/build.py	146	# Step 1: Convert LaTeX to Markdown if needed	COMMENT
LOW⚡	docs/mdbook/build.py	155	# Step 2: Process Markdown and split into sections	COMMENT
LOW	…/io/github/muntashirakon/compat/io/FastDataOutput.java	26	// NOTE: This class is not actually optimised because we can't use VMRuntime right now	COMMENT
LOW	…a/io/github/muntashirakon/compat/io/FastDataInput.java	26	// NOTE: This class is not actually optimised because we can't use VMRuntime right now	COMMENT

AI Slop Vocabulary3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/src/main/res/values/libs.xml	11501	<item>https://github.com/4thline/seamless</item>	CODE
MEDIUM	docs/raw/en/strings.xml	30	<string name="intro$main$donation">% \\emph{Donation or purchasing is not a requirement in order to use App Manager.	CODE
MEDIUM	…/io/github/muntashirakon/dialog/BottomSheetDialog.java	201	* windowAnimation. Call {@link #setDismissWithAnimation(true)} if you want to utilize the	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/mdbook/build.py	61	# Create a unique section identifier	COMMENT
MEDIUM	docs/mdbook/build.py	98	# Create a unique section identifier	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…muntashirakon/AppManager/usage/UsageDataProcessor.java	22	public class UsageDataProcessor {	CODE
LOW	docs/mdbook/build.py	126	def convert_latex_to_markdown(input_file, output_file):	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	docs/mdbook/build.py	114	# Write files	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/mdbook/build.py	22		CODE

MuntashirAkon/AppManager

Open-Source Code Quality, Security and Technical Debt Review