0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

14.3K

Stars

TypeScript

Language

125.7K

Lines of Code

634

Files

106

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 4.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 104 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

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

Agent Over-Engineering Ratio 3.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 87 finding(s).

PR Review Velocity Impact 4.1/100 · LOW

Which changes need focused human review? 106 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 0LOW 106

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 106 distinct pattern matches across 5 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.

Hyper-Verbose Identifiers87 hits · 90 pts

Severity	File	Line	Snippet	Context
LOW	deno.check.d.ts	93	export function functionThatExpectsPersonWithNonNullValue(	CODE
LOW⚡	test/ts-benchmarks/generic.bench.ts	40	declare function acceptsNarrowSelectQueryBuilder(	CODE
LOW⚡	test/ts-benchmarks/generic.bench.ts	48	declare function acceptsNarrowExpressionBuilder(	CODE
LOW⚡	test/ts-benchmarks/generic.bench.ts	56	declare function acceptsTwoTableExpressionBuilder(	CODE
LOW⚡	test/ts-benchmarks/generic.bench.ts	70	declare function acceptsNarrowDeleteQueryBuilder(	CODE
LOW⚡	test/ts-benchmarks/generic.bench.ts	80	declare function acceptsNarrowUpdateQueryBuilder(	CODE
LOW⚡	test/ts-benchmarks/generic.bench.ts	90	declare function acceptsNarrowMergeQueryBuilder(	CODE
LOW	test/typings/test-d/postgres-json.test-d.ts	121	async function testPostgresConditionalJsonSelects(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/expression.test-d.ts	213	async function testExpressionBuilderAnyWithColumnType(	CODE
LOW	test/typings/test-d/expression.test-d.ts	237	function testExpressionBuilderTuple(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/expression.test-d.ts	302	function testExpressionBuilderConstructor(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/expression.test-d.ts	316	function testTablelessExpressionBuilder(	CODE
LOW	test/typings/test-d/on-conflict-where.test-d.ts	34	function testGeneratedAndExcludedColumns() {	CODE
LOW	test/typings/test-d/on-conflict-where.test-d.ts	45	function testImmutableReferenceComparisons() {	CODE
LOW	test/typings/test-d/on-conflict-where.test-d.ts	54	function testReusablePredicateHelpers() {	CODE
LOW	test/typings/test-d/merge.test-d.ts	189	async function testWhenNotMatchedBySource(	CODE
LOW	test/typings/test-d/infer-result.test-d.ts	15	function testInferResultSelectQuery(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/infer-result.test-d.ts	41	function testInferResultInsertQuery(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/infer-result.test-d.ts	69	function testInferResultUpdateQuery(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/infer-result.test-d.ts	110	function testInferResultDeleteQuery(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/infer-result.test-d.ts	133	function testInferResultMergeQuery(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/create-table.test-d.ts	5	async function testCreateTableWithSeveralColumns(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/create-table.test-d.ts	32	async function testCreateTableWithAddUniqueConstraint(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/create-table.test-d.ts	85	async function testCreateTableWithAsStatement(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/index.test-d.ts	25	async function testKyselyAndTransactionTypes(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/index.test-d.ts	35	async function testExecuteTakeFirstOrThrow(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/generic-pre-5.4.test-d.ts	14	function testSelectQueryBuilderExtends() {	CODE
LOW	test/typings/test-d/generic-pre-5.4.test-d.ts	28	function testExpressionBuilderExtends() {	CODE
LOW	test/typings/test-d/generic-pre-5.4.test-d.ts	42	function testExpressionBuilderExtendsFuncArg() {	CODE
LOW	test/typings/test-d/alter-table.test-d.ts	6	async function testAlterTableWithAddUniqueConstraint(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	80	async function testSelectWithDefaultGenerics(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	110	async function testSelectExpressionBuilderWithDefaultGenerics(	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	142	async function testSelectExpressionBuilderWithCustomGenerics(	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	169	async function testSelectExpressionBuilderWithSubExpressions(	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	195	async function testSelectWithCustomGenerics(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	233	async function testSelectUnexpectedColumn(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	307	async function testSelectWithDynamicReference(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	703	async function testSelectWithOverAndPartitionBySingle(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	742	async function testSelectWithOverAndPartitionByMultiple(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	789	async function testSelectWithOverAndPartitionByUnexpectedColumns(	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	896	async function testSelectWithOverAndOrderBySingle(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	935	async function testSelectWithOverAndOrderByMultiple(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	974	async function testSelectWithOverAndOrderByUnexpectedColumns(	CODE
LOW	test/typings/test-d/aggregate-function.test-d.ts	1031	async function testSelectAsCustomFunctionArgument(db: Kysely<Database>) {	CODE
LOW	test/typings/test-d/readonly.test-d.ts	414	async function testReadonlyControlledTransaction(	CODE
LOW	test/typings/test-d/generic.test-d.ts	43	function testSelectQueryBuilderExtends() {	CODE
LOW	test/typings/test-d/generic.test-d.ts	56	function testExpressionBuilderExtends() {	CODE
LOW	test/typings/test-d/generic.test-d.ts	69	function testExpressionBuilderExtendsFuncArg() {	CODE
LOW	test/node/src/test-setup.ts	559	function createNoopTransformerPlugin(): KyselyPlugin {	CODE
LOW	test/node/src/test-setup.ts	659	export function resolveJSONColumnDataType(	CODE
LOW	test/node/src/controlled-transaction.test.ts	912	async function startTransactionWithSavepoint() {	CODE
LOW	example/test/user/user.test.ts	135	async function createPasswordSignInMethod(	CODE
LOW	…e/src/user/sign-in-method/sign-in-method.repository.ts	23	export async function insertPasswordSignInMethod(	CODE
LOW	site/plugins/generate-agent-discovery-catalogs.ts	7	export default function generateAgentDiscoveryCatalogs(): Plugin {	CODE
LOW	…/docs/getting-started/IUseADifferentPackageManager.tsx	8	export function IUseADifferentPackageManager(	CODE
LOW	site/docs/getting-started/Instantiation.tsx	113	function getDialectSpecificCodeSnippet(	CODE
LOW	site/docs/recipes/0001-reusable-helpers.md	131	function idsOfPersonsThatHaveDogNamed(name: Expression<string>) {	CODE
LOW	site/src/components/playground-example-types.ts	95	export function functionThatExpectsPersonWithNonNullValue(	CODE
LOW	site/src/theme/DocCategoryGeneratedIndexPage/index.tsx	8	export default function DocCategoryGeneratedIndexPageWrapper(	CODE
LOW	src/kysely.ts	1344	function assertNotCommittedOrRolledBack(	CODE
27 more matches not shown…

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	pnpm-workspace.yaml	61	overrides:	COMMENT
LOW	test/typings/test-d/generic.test-d.ts	21	// 1. A method that accepts a `DB`/`TB`-parameterized expression type must keep it	COMMENT
LOW	site/docs/getting-started/TypesCode.tsx	41	// made optional in inserts and updates.	COMMENT
LOW	site/docs/examples/select/0051-not-null.js	21	// The special \`NotNull\` type can be used to make a	COMMENT
LOW	src/dialect/mssql/mssql-introspector.ts	181	// encryption_type: null	COMMENT
LOW	src/dialect/mssql/mssql-introspector.ts	221	'sys.schemas': {	COMMENT
LOW	src/dialect/mssql/mssql-introspector.ts	241	// is_edge: boolean	COMMENT
LOW	src/dialect/mssql/mssql-introspector.ts	261	// lock_on_bulk_load: boolean	COMMENT
LOW	src/dialect/mssql/mssql-introspector.ts	281	// is_table_type: boolean	COMMENT
LOW	src/dialect/mssql/mssql-introspector.ts	301	// is_msh_shipped: boolean	COMMENT

Overly Generic Function Names5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	src/kysely.ts	1045	* async function doSomething(kysely: Kysely<Database>) {}	COMMENT
LOW	src/kysely.ts	1086	* async function doSomething(kysely: Kysely<Database>) {}	COMMENT
LOW	src/kysely.ts	1133	* async function doSomething(kysely: Kysely<Database>) {}	COMMENT
LOW	src/kysely.ts	1185	* async function doSomething(kysely: Kysely<Database>) {}	COMMENT
LOW	src/kysely.ts	1245	* async function doSomething(kysely: Kysely<Database>) {}	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/publish.yml	57	# Check if tag points to a commit that exists on the expected branch	COMMENT
LOW	.github/workflows/bench.yml	89	# Check if there are benchmark changes	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	test/node/src/camel-case.test.ts	70	addressRow1: '123 Main St',	CODE
LOW	test/node/src/camel-case.test.ts	76	addressRow1: '123 Main St',	CODE

kysely-org/kysely

Open-Source Code Quality, Security and Technical Debt Review