0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-21

Last Push

5.0K

Stars

Kotlin

Language

306.9K

Lines of Code

2.0K

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 1.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 44 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 18 finding(s).

PR Review Velocity Impact 1.6/100 · LOW

Which changes need focused human review? 50 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 5HIGH 0MEDIUM 2LOW 43

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 50 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 Indicators5 hits · 65 pts

Severity	File	Line	Snippet	Context
CRITICAL	…de/presentation/category/components/CategoryDialogs.kt	233	tachiyomi.presentation.core.components.material.TextButton(	CODE
CRITICAL⚡	…de/presentation/category/components/CategoryDialogs.kt	256	tachiyomi.presentation.core.components.material.TextButton(onClick = {	CODE
CRITICAL⚡	…de/presentation/category/components/CategoryDialogs.kt	263	tachiyomi.presentation.core.components.material.TextButton(onClick = onDismissRequest) {	CODE
CRITICAL⚡	…de/presentation/category/components/CategoryDialogs.kt	266	tachiyomi.presentation.core.components.material.TextButton(	CODE
CRITICAL	…rc/main/java/eu/kanade/presentation/components/Chip.kt	185	tachiyomi.presentation.core.components.material.Surface(	CODE

Hyper-Verbose Identifiers18 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	…de/skills/cherrypick-log/test_update_cherrypick_log.py	51	def test_pair_is_flagged_with_previous_status(self):	CODE
LOW	…de/skills/cherrypick-log/test_update_cherrypick_log.py	59	def test_extended_chain_is_recomputed(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	76	def test_legacy_x_omission_becomes_flag(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	84	def test_manual_x_blocks_chain(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	90	def test_ai_verdict_blocks_chain(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	95	def test_picked_side_blocks_chain(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	105	def test_restores_recorded_status_and_keeps_user_notes(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	110	def test_legacy_x_note_is_released(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	114	def test_manual_x_on_new_flag_is_kept(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	117	def test_ai_reviewed_row_untouched(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	121	def test_user_text_before_mark_is_kept(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	126	def test_bogus_recorded_status_is_ignored(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	129	def test_stale_note_removed_when_status_changed_by_hand(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	133	def test_escaped_entity_in_note_is_kept(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	137	def test_user_separators_are_kept(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	147	def test_rechecked_without_ai_note(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	151	def test_ai_verdict_kept_unless_strong_evidence(self):	CODE
LOW⚡	…de/skills/cherrypick-log/test_update_cherrypick_log.py	157	def test_script_omission_released_then_rechecked(self):	CODE

Verbosity Indicators6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	…tachiyomi/ui/reader/viewer/pager/PagerViewerAdapter.kt	256	// Step 1: segment the pages and transition pages	COMMENT
LOW⚡	…tachiyomi/ui/reader/viewer/pager/PagerViewerAdapter.kt	276	// Step 2: run through each set of pages	COMMENT
LOW⚡	…tachiyomi/ui/reader/viewer/pager/PagerViewerAdapter.kt	280	// Step 3: If pages have been shifted,	COMMENT
LOW	…tachiyomi/ui/reader/viewer/pager/PagerViewerAdapter.kt	303	// Step 4: Add blanks for chunking	COMMENT
LOW	…tachiyomi/ui/reader/viewer/pager/PagerViewerAdapter.kt	331	// Step 5: chunk em	COMMENT
LOW	…tachiyomi/ui/reader/viewer/pager/PagerViewerAdapter.kt	349	// Step 6: Move back to our previous page or transition page	COMMENT

Structural Annotation Overuse6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	…tachiyomi/ui/reader/viewer/pager/PagerViewerAdapter.kt	256	// Step 1: segment the pages and transition pages	COMMENT
LOW⚡	…tachiyomi/ui/reader/viewer/pager/PagerViewerAdapter.kt	276	// Step 2: run through each set of pages	COMMENT
LOW⚡	…tachiyomi/ui/reader/viewer/pager/PagerViewerAdapter.kt	280	// Step 3: If pages have been shifted,	COMMENT
LOW	…tachiyomi/ui/reader/viewer/pager/PagerViewerAdapter.kt	303	// Step 4: Add blanks for chunking	COMMENT
LOW	…tachiyomi/ui/reader/viewer/pager/PagerViewerAdapter.kt	331	// Step 5: chunk em	COMMENT
LOW	…tachiyomi/ui/reader/viewer/pager/PagerViewerAdapter.kt	349	// Step 6: Move back to our previous page or transition page	COMMENT

Over-Commented Block6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…ain/java/eu/kanade/tachiyomi/ui/library/LibraryItem.kt	21	private val sourceManager: SourceManager = Injekt.get(),	COMMENT
LOW	…ain/java/eu/kanade/tachiyomi/ui/library/LibraryItem.kt	41	// source.id == querySource.toLongOrNull()	COMMENT
LOW	…ain/java/eu/kanade/tachiyomi/ui/library/LibraryItem.kt	61	// * @param predicate the check to be run against the constraint.	COMMENT
LOW	…presentation/more/settings/screen/about/AboutScreen.kt	261	url = "https://komikku-app.github.io",	COMMENT
LOW	.github/workflows/build_dispatch_preview.yml	1	name: Remote Dispatch Preview Build	COMMENT
LOW	.github/workflows/build_preview.yml	1	name: Preview Builder	COMMENT

Modern AI Meta-Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	cherrypick_log.md	59	\| \| [c67a33f3d4](https://github.com/mihonapp/mihon/commit/c67a33f3d4b176a274abdaec8610d0a38b0af41d) \| mihon \| 2026-09-	CODE
MEDIUM	cherrypick_log.md	113	\| \| [a2c24ff042](https://github.com/mihonapp/mihon/commit/a2c24ff0429ad2502b612c9ab1f2b09966629f73) \| mihon \| 2026-08-	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	.claude/skills/cherrypick-log/update_cherrypick_log.py	536	CODE
LOW	.claude/skills/cherrypick-log/update_cherrypick_log.py	257	CODE
LOW	.claude/skills/cherrypick-log/update_cherrypick_log.py	427	CODE
LOW	.claude/skills/cherrypick-log/update_cherrypick_log.py	474	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	.github/scripts/release_note_generate.sh	3	# Check if at least one argument is provided	COMMENT
LOW	.github/scripts/release_note_generate.sh	12	# Check if the second argument is provided, otherwise use default value	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.claude/skills/cherrypick-log/update_cherrypick_log.py	46		CODE

komikku-app/komikku

Open-Source Code Quality, Security and Technical Debt Review