0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

6.5K

Stars

Kotlin

Language

201.9K

Lines of Code

2.1K

Files

123

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 3.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 111 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

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

PR Review Velocity Impact 3.1/100 · LOW

Which changes need focused human review? 123 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 0HIGH 0MEDIUM 3LOW 120

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 123 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.

Over-Commented Block96 hits · 96 pts

Severity	File	Line	Snippet	Context
LOW	…eys/src/main/resources/emoji/android-emoji-support.txt	1	# This file defines emoji compatibility through different Android releases.	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/14.0/emoji-test.txt	1	# emoji-test.txt	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/14.0/emoji-test.txt	21	# unqualified — a unqualified emoji (See ED-19 in UTS #51)	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/14.0/emoji-test.txt	4981		COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/17.0/emoji-test.txt	1	# emoji-test.txt	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/17.0/emoji-test.txt	21	# unqualified — an unqualified emoji (see ED-19 in UTS #51)	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/13.1/emoji-test.txt	1	# emoji-test.txt	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/13.1/emoji-test.txt	21	# unqualified — a unqualified emoji (See ED-19 in UTS #51)	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/16.0/emoji-test.txt	1	# emoji-test.txt	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/16.0/emoji-test.txt	21	# unqualified — a unqualified emoji (See ED-19 in UTS #51)	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/16.0/emoji-test.txt	5321		COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/15.0/emoji-test.txt	1	# emoji-test.txt	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/15.0/emoji-test.txt	21	# unqualified — a unqualified emoji (See ED-19 in UTS #51)	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/15.0/emoji-test.txt	5021	# unqualified : 242	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/15.1/emoji-test.txt	1	# emoji-test.txt	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/15.1/emoji-test.txt	21	# unqualified — a unqualified emoji (See ED-19 in UTS #51)	COMMENT
LOW	…-keys/src/main/resources/emoji/ucd/15.1/emoji-test.txt	5321	# minimally-qualified : 1009	COMMENT
LOW	…/main/java/helium314/keyboard/settings/SearchScreen.kt	81	// a solution would be using a list(visible to key)	COMMENT
LOW	…java/helium314/keyboard/latin/RichInputConnection.java	441	}	COMMENT
LOW	…java/helium314/keyboard/latin/RichInputConnection.java	981	final int oldSelEnd, final int newSelEnd, final int composingSpanStart, final int composingSpanEnd) {	COMMENT
LOW	…java/helium314/keyboard/latin/RichInputConnection.java	1101	(!TextUtils.isEmpty(selectedText) && mExpectedSelEnd == mExpectedSelStart)) {	COMMENT
LOW	…p/src/main/java/helium314/keyboard/latin/LatinIME.java	841		COMMENT
LOW	…/helium314/keyboard/latin/DictionaryFacilitatorImpl.kt	341	// Even if the user capitalizes manually, they most likely don't want the capitalized form suggested.	COMMENT
LOW	…ain/java/helium314/keyboard/latin/utils/TextRange.java	61	// extends from 0 to 7. But if we call #getSpans(-1, 5) we'll get both the 0~4 and	COMMENT
LOW	…/helium314/keyboard/latin/utils/NgramContextUtils.java	21	// Intentional empty constructor for utility class.	COMMENT
LOW	…ain/java/helium314/keyboard/latin/utils/ScriptUtils.kt	81	// Russian and are not used by our dictionary.	COMMENT
LOW	…in/java/helium314/keyboard/latin/utils/SubtypeUtils.kt	101		COMMENT
LOW	…java/helium314/keyboard/latin/utils/CapsModeUtils.java	61	// CAP_MODE_CHARACTERS is always on.	COMMENT
LOW	…java/helium314/keyboard/latin/utils/CapsModeUtils.java	141	// if i == j clause), so we need MODE_WORDS to be on. And we don't need to evaluate	COMMENT
LOW	…java/helium314/keyboard/latin/utils/CapsModeUtils.java	181	\| TextUtils.CAP_MODE_SENTENCES) & reqModes;	COMMENT
LOW	…java/helium314/keyboard/latin/utils/CapsModeUtils.java	201	// letter => WORD	COMMENT
LOW	…a/helium314/keyboard/latin/common/WordBreakIterator.kt	121	// also we might want to treat ' and - differently (that's our only word connectors atm)	COMMENT
LOW	…14/keyboard/latin/makedict/BinaryDictEncoderUtils.java	221	// to merge tails, and removing the node from the list would be necessary. However,	COMMENT
LOW	…14/keyboard/latin/makedict/BinaryDictEncoderUtils.java	581	// until this is done, we'll write 0 and slightly overestimate this case.	COMMENT
LOW	…va/helium314/keyboard/latin/inputlogic/InputLogic.java	401		COMMENT
LOW	…va/helium314/keyboard/latin/inputlogic/InputLogic.java	421	// into account, which means we have to reset the entire composing state whenever there	COMMENT
LOW	…va/helium314/keyboard/latin/inputlogic/InputLogic.java	1041	// and not for a correction	COMMENT
LOW	…va/helium314/keyboard/latin/inputlogic/InputLogic.java	1061	// We never go into composing state if suggestions are not requested.	COMMENT
LOW	…va/helium314/keyboard/latin/inputlogic/InputLogic.java	1201	// If we are in phantom space state, and the user presses a separator, we want to	COMMENT
LOW	…va/helium314/keyboard/latin/inputlogic/SpaceState.java	21	public static final int NONE = 0;	COMMENT
LOW	…/main/java/helium314/keyboard/event/DeadKeyCombiner.kt	101	// U+030B: COMBINING DOUBLE ACUTE ACCENT	COMMENT
LOW	…/main/java/helium314/keyboard/event/DeadKeyCombiner.kt	121	// U+0315: COMBINING COMMA ABOVE RIGHT	COMMENT
LOW	…/main/java/helium314/keyboard/event/DeadKeyCombiner.kt	141	// U+0344: COMBINING GREEK DIALYTIKA TONOS	COMMENT
LOW	app/src/main/java/helium314/keyboard/event/Event.kt	21	* user has slid out of the key), etc. It may also be a batch input from a gesture or handwriting	COMMENT
LOW	app/src/main/java/helium314/keyboard/event/Event.kt	41	val keyCode: Int = NOT_A_KEY_CODE,	COMMENT
LOW	app/src/main/java/helium314/keyboard/event/Event.kt	101	private enum class EventType {	COMMENT
LOW	…/src/main/java/helium314/keyboard/event/HapticEvent.kt	1	package helium314.keyboard.event	COMMENT
LOW	…/src/main/java/helium314/keyboard/event/HapticEvent.kt	21	// } else {	COMMENT
LOW	…ium314/keyboard/keyboard/KeyboardActionListenerImpl.kt	421	// current state	COMMENT
LOW	…va/helium314/keyboard/keyboard/internal/WeakStack.java	1	// SPDX-License-Identifier: GPL-3.0-only	COMMENT
LOW	…4/keyboard/keyboard/internal/KeyPreviewDrawParams.java	21	// <-width->	COMMENT
LOW	app/src/main/jni/run-tests.sh	1	#!/bin/bash	COMMENT
LOW	…jni/com_android_inputmethod_latin_BinaryDictionary.cpp	21	#include <cstring> // for memset()	COMMENT
LOW	app/src/main/jni/src/defines.h	21		COMMENT
LOW	app/src/main/jni/src/defines.h	101	#ifndef LOG_TAG	COMMENT
LOW	app/src/main/jni/src/defines.h	161	#define DO_ASSERT_TEST	COMMENT
LOW	app/src/main/jni/src/defines.h	181	#define DEBUG_NODE DEBUG_DICT_FULL	COMMENT
LOW	app/src/main/jni/src/defines.h	201		COMMENT
LOW	app/src/main/jni/src/defines.h	221		COMMENT
LOW	app/src/main/jni/src/defines.h	241	#define NOT_A_WORD_ID (S_INT_MIN)	COMMENT
36 more matches not shown…

Fake / Example Data11 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	layouts.md	145	* use keys with `"type": "placeholder"` for	COMMENT
LOW	…src/test/java/helium314/keyboard/KeyboardParserTest.kt	604	{ "type": "placeholder" }	CODE
LOW	…src/test/java/helium314/keyboard/KeyboardParserTest.kt	616	{ "type": "placeholder" }, { "label": "k" }	CODE
LOW⚡	…/assets/layouts/functional/functional_keys_tablet.json	3	{ "$": "keyboard_state_selector", "dpad": { "type": "placeholder", "width": 0.1 } },	CODE
LOW⚡	…/assets/layouts/functional/functional_keys_tablet.json	4	{ "type": "placeholder" },	CODE
LOW⚡	…/assets/layouts/functional/functional_keys_tablet.json	8	{ "type": "placeholder" }	CODE
LOW⚡	…/assets/layouts/functional/functional_keys_tablet.json	11	{ "$": "keyboard_state_selector", "dpad": { "type": "placeholder", "width": 0.1 } },	CODE
LOW⚡	…/assets/layouts/functional/functional_keys_tablet.json	12	{ "type": "placeholder" },	CODE
LOW⚡	…/assets/layouts/functional/functional_keys_tablet.json	17	{ "type": "placeholder" },	CODE
LOW	…rc/main/assets/layouts/functional/functional_keys.json	4	{ "type": "placeholder" },	CODE
LOW	…/assets/layouts/functional/functional_keys_khipro.json	8	{ "type": "placeholder" },	CODE

Verbosity Indicators5 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	app/src/main/java/helium314/keyboard/latin/Suggest.kt	233	// We have a high score, so we need to check if this suggestion is in the correct	COMMENT
LOW⚡	…java/helium314/keyboard/latin/utils/CapsModeUtils.java	72	// Step 1 : check for cap MODE_CHARACTERS. If it's looked for, it's always on.	COMMENT
LOW⚡	…java/helium314/keyboard/latin/utils/CapsModeUtils.java	79	// Step 2 : Skip (ignore at the end of input) any opening punctuation. This includes	COMMENT
LOW	…java/helium314/keyboard/latin/utils/CapsModeUtils.java	101	// Step 3 : Search for the start of a paragraph. From the starting point computed in step 2,	COMMENT
LOW	…java/helium314/keyboard/latin/utils/CapsModeUtils.java	148	// Step 4 : Search for MODE_SENTENCES.	COMMENT

Structural Annotation Overuse4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	…java/helium314/keyboard/latin/utils/CapsModeUtils.java	72	// Step 1 : check for cap MODE_CHARACTERS. If it's looked for, it's always on.	COMMENT
LOW⚡	…java/helium314/keyboard/latin/utils/CapsModeUtils.java	79	// Step 2 : Skip (ignore at the end of input) any opening punctuation. This includes	COMMENT
LOW	…java/helium314/keyboard/latin/utils/CapsModeUtils.java	101	// Step 3 : Search for the start of a paragraph. From the starting point computed in step 2,	COMMENT
LOW	…java/helium314/keyboard/latin/utils/CapsModeUtils.java	148	// Step 4 : Search for MODE_SENTENCES.	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/src/main/java/helium314/keyboard/latin/Suggest.kt	309	// TODO: Find a more robust way to detect distracters.	COMMENT
MEDIUM	…va/helium314/keyboard/latin/inputlogic/InputLogic.java	1058	// We only start composing if this is a word code point. Essentially that means it's a	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/release.py	41	def check_default_values_diff():	CODE
LOW	tools/release.py	147	def update_localized_number_row():	CODE

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/keyboard/settings/screens/gesturedata/ReviewScreen.kt	468	TopAppBar( // not in the scaffold, thus will not cover data column in wide screen layout	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/diacritics.py	3		CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/diacritics.py	32		CODE

HeliBorg/HeliBoard

Open-Source Code Quality, Security and Technical Debt Review