0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

9.3K

Stars

Kotlin

Language

1.1M

Lines of Code

5.7K

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 0.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 21 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 28 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 13 finding(s).

PR Review Velocity Impact 1.6/100 · LOW

Which changes need focused human review? 59 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 27HIGH 10MEDIUM 2LOW 20

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 59 distinct pattern matches across 7 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 Indicators27 hits · 280 pts

Severity	File	Line	Snippet	Context
CRITICAL	…lin/org/jetbrains/exposed/v1/datetime/MiscTableTest.kt	1275	org.jetbrains.exposed.v1.jdbc.SchemaUtils.drop(ZeroDateTimeTable)	STRING
CRITICAL	…osed/v1/r2dbc/sql/tests/shared/ddl/CreateTableTests.kt	258	val tableName = org.jetbrains.exposed.v1.r2dbc.transactions.TransactionManager.current().identity(user)	CODE
CRITICAL	…osed/v1/r2dbc/sql/tests/shared/ddl/CreateTableTests.kt	373	val t = org.jetbrains.exposed.v1.r2dbc.transactions.TransactionManager.current()	CODE
CRITICAL	…osed/v1/r2dbc/sql/tests/shared/ddl/CreateTableTests.kt	466	val t = org.jetbrains.exposed.v1.r2dbc.transactions.TransactionManager.current()	CODE
CRITICAL	…osed/v1/r2dbc/sql/tests/shared/ddl/CreateTableTests.kt	501	val t = org.jetbrains.exposed.v1.r2dbc.transactions.TransactionManager.current()	CODE
CRITICAL	…osed/v1/r2dbc/sql/tests/shared/ddl/CreateTableTests.kt	539	val t = org.jetbrains.exposed.v1.r2dbc.transactions.TransactionManager.current()	CODE
CRITICAL	…osed/v1/r2dbc/sql/tests/shared/ddl/CreateTableTests.kt	583	val t = org.jetbrains.exposed.v1.r2dbc.transactions.TransactionManager.current()	CODE
CRITICAL	…osed/v1/r2dbc/sql/tests/shared/ddl/CreateTableTests.kt	632	val t = org.jetbrains.exposed.v1.r2dbc.transactions.TransactionManager.current()	CODE
CRITICAL	…tbrains/exposed/v1/r2dbc/sql/tests/mysql/MysqlTests.kt	33	org.jetbrains.exposed.v1.r2dbc.transactions.TransactionManager.current().exec("SELECT VERSION();") {	CODE
CRITICAL	…ion-website/Writerside/topics/Migration-Guide-1-0-0.md	1401	\| `org.jetbrains.exposed.sql.jodatime.DateColumnType(time=false)` \| `org.jetbrains.exposed.v1.jodatime.JodaLocalDat	CODE
CRITICAL	…ion-website/Writerside/topics/Migration-Guide-1-0-0.md	1402	\| `org.jetbrains.exposed.sql.jodatime.DateColumnType(time=true)` \| `org.jetbrains.exposed.v1.jodatime.JodaLocalDat	CODE
CRITICAL	…brains/exposed/v1/test/mixed/MixedDatabaseTestsBase.kt	21	val abc: Collection<Array<Any>> = org.jetbrains.exposed.v1.r2dbc.tests.TestDB.enabledDialects()	CODE
CRITICAL	…brains/exposed/v1/test/mixed/MixedDatabaseTestsBase.kt	23	org.jetbrains.exposed.v1.tests.TestDB.enabledDialects()	CODE
CRITICAL	…ples/exposed-ktor-r2dbc/src/main/kotlin/Application.kt	12	io.ktor.server.netty.EngineMain.main(args)	CODE
CRITICAL	samples/exposed-ktor/src/main/kotlin/Application.kt	8	io.ktor.server.netty.EngineMain.main(args)	CODE
CRITICAL	…g/jetbrains/exposed/samples/broker/jdbc/Application.kt	9	io.ktor.server.netty.EngineMain.main(args)	CODE
CRITICAL	…/jetbrains/exposed/samples/broker/r2dbc/Application.kt	9	io.ktor.server.netty.EngineMain.main(args)	CODE
CRITICAL⚡	…brains/exposed/v1/tests/shared/ddl/CreateTableTests.kt	742	assertTrue(org.jetbrains.exposed.v1.jdbc.SchemaUtils.listTablesInAllSchemas().any { it.equals(OneOne	CODE
CRITICAL⚡	…brains/exposed/v1/tests/shared/ddl/CreateTableTests.kt	745	org.jetbrains.exposed.v1.jdbc.SchemaUtils.drop(OneOneTable)	CODE
CRITICAL⚡	…brains/exposed/v1/tests/shared/ddl/CreateTableTests.kt	747	org.jetbrains.exposed.v1.jdbc.SchemaUtils.dropSchema(one, cascade = cascade)	CODE
CRITICAL	…brains/exposed/v1/tests/shared/ddl/CreateTableTests.kt	761	org.jetbrains.exposed.v1.jdbc.SchemaUtils.create(testTable)	CODE
CRITICAL	…brains/exposed/v1/tests/shared/ddl/CreateTableTests.kt	766	org.jetbrains.exposed.v1.jdbc.SchemaUtils.drop(testTable)	CODE
CRITICAL	…brains/exposed/v1/tests/shared/ddl/CreateTableTests.kt	791	org.jetbrains.exposed.v1.jdbc.SchemaUtils.create(tester)	CODE
CRITICAL	…brains/exposed/v1/tests/shared/ddl/CreateTableTests.kt	798	org.jetbrains.exposed.v1.jdbc.SchemaUtils.drop(tester)	CODE
CRITICAL	…brains/exposed/v1/tests/shared/entities/EntityTests.kt	1612	val missingStatements = org.jetbrains.exposed.v1.jdbc.SchemaUtils.addMissingColumnsStatements(credit	CODE
CRITICAL	…exposed/v1/r2dbc/statements/InsertSuspendExecutable.kt	70	// see: org.mariadb.r2dbc.util.ClientParser.parameterPartsCheckReturning() switch case 82 -> 114	COMMENT
CRITICAL	…lin/org/jetbrains/exposed/v1/javatime/MiscTableTest.kt	1276	org.jetbrains.exposed.v1.jdbc.SchemaUtils.drop(ZeroDateTimeTable)	STRING

Cross-File Repetition10 hits · 50 pts

Severity	File	Snippet	Context
HIGH	…jetbrains/exposed/v1/jodatime/JodaTimeMiscTableTest.kt	create table `zerodatetimetable` ( `id` int not null auto_increment, `dt1` datetime not null, `dt2` datetime null, `ts1`	STRING
HIGH	…lin/org/jetbrains/exposed/v1/datetime/MiscTableTest.kt	create table `zerodatetimetable` ( `id` int not null auto_increment, `dt1` datetime not null, `dt2` datetime null, `ts1`	STRING
HIGH	…d/v1/r2dbc/sql/tests/jodatime/JodaTimeMiscTableTest.kt	create table `zerodatetimetable` ( `id` int not null auto_increment, `dt1` datetime not null, `dt2` datetime null, `ts1`	STRING
HIGH	…sed/v1/r2dbc/sql/tests/kotlindatetime/MiscTableTest.kt	create table `zerodatetimetable` ( `id` int not null auto_increment, `dt1` datetime not null, `dt2` datetime null, `ts1`	STRING
HIGH	…s/exposed/v1/r2dbc/sql/tests/javatime/MiscTableTest.kt	create table `zerodatetimetable` ( `id` int not null auto_increment, `dt1` datetime not null, `dt2` datetime null, `ts1`	STRING
HIGH	…lin/org/jetbrains/exposed/v1/javatime/MiscTableTest.kt	create table `zerodatetimetable` ( `id` int not null auto_increment, `dt1` datetime not null, `dt2` datetime null, `ts1`	STRING
HIGH	…exposed/v1/datetime/sqlserver/SQLServerDefaultsTest.kt	create table temporaltable ( id uniqueidentifier primary key, "name" varchar(100) not null, sysstart datetime2 generated	STRING
HIGH	…ests/kotlindatetime/sqlserver/SQLServerDefaultsTest.kt	create table temporaltable ( id uniqueidentifier primary key, "name" varchar(100) not null, sysstart datetime2 generated	STRING
HIGH	…/sql/tests/javatime/sqlserver/SQLServerDefaultsTest.kt	create table temporaltable ( id uniqueidentifier primary key, "name" varchar(100) not null, sysstart datetime2 generated	STRING
HIGH	…exposed/v1/javatime/sqlserver/SQLServerDefaultsTest.kt	create table temporaltable ( id uniqueidentifier primary key, "name" varchar(100) not null, sysstart datetime2 generated	STRING

Structural Annotation Overuse14 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	.claude/skills/fix-bug/SKILL.md	47	## Step 1: Assign Issue and Set In Progress	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	68	## Step 2: Understand the Codebase Context	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	84	## Step 3: Create branch	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	100	## Step 4: Write a Failing Reproducer Test	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	148	## Step 5: Commit the Reproducer	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	161	## Step 6: Plan the Fix	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	180	## Step 7: Implement the Fix	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	188	## Step 8: Validate the Fix	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	216	## Step 9: Code Style Validation	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	228	## Step 10: API Documentation Update	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	246	## Step 11: Update Documentation Website	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	287	## Step 12: Commit the Fix	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	305	## Step 13: Push and Create PR	COMMENT
LOW	.claude/skills/fix-bug/SKILL.md	379	## Step 14: Documentation Issue (if needed)	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/api/scripts/main.js	14	*/function a(e){for(var n="https://reactjs.org/docs/error-decoder.html?invariant="+e,t=1;t<arguments.length;t++)n+="&ar	COMMENT
MEDIUM	docs/api/scripts/main.js	14	*/function a(e){for(var n="https://reactjs.org/docs/error-decoder.html?invariant="+e,t=1;t<arguments.length;t++)n+="&ar	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	docs/api/scripts/platform-content-handler.js	182	function addSourcesetFilterToCache(sourceset) {	CODE
LOW	docs/api/scripts/platform-content-handler.js	192	function removeSourcesetFilterFromCache(sourceset) {	CODE
LOW	docs/api/scripts/platform-content-handler.js	245	function refreshNoContentNotification() {	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/pull-request-title-validation.yml	34	# Check if PR title matches the regex	COMMENT
LOW	.github/workflows/commit-message-validation.yml	45	# Check if commit message matches the regex	COMMENT

Fake / Example Data1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	docs/api/scripts/main.js	44	*/!function(){"use strict";var r={}.hasOwnProperty;function o(){for(var e="",n=0;n<arguments.length;n++){var t=arguments	COMMENT

JetBrains/Exposed

Open-Source Code Quality, Security and Technical Debt Review