1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.3K

Stars

TypeScript

Language

574.9K

Lines of Code

2.7K

Files

485

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 0.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 62 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.4/100 · LOW

Are imports declared and package/API names verified? 423 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 29 finding(s).

PR Review Velocity Impact 4.2/100 · LOW

Which changes need focused human review? 485 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 2LOW 483

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 485 distinct pattern matches across 6 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.

Fake / Example Data423 hits · 518 pts

Severity	File	Line	Snippet	Context
LOW	tests/bench/types/other-types.ts	95	useEntityData<Author>({ name: 'test', email: 'test@test.com' });	CODE
LOW	tests/bench/types/other-types.ts	114	useRequiredData<Author>({ name: 'test', email: 'test@test.com' });	CODE
LOW	tests/features/pivot-table-upsert.test.ts	77	const author = orm.em.create(Author, { name: 'John Doe' });	CODE
LOW	tests/features/pivot-table-upsert.test.ts	113	const author = orm.em.create(Author, { name: 'Jane Doe' });	CODE
LOW	tests/features/define-entity-setclass.sqlite.test.ts	69	expect(author.fullName()).toBe('John Doe');	CODE
LOW	tests/features/filters/GH6460.test.ts	67	const author = orm.em.create(Author, { name: 'John Doe', deletedAt: new Date() });	CODE
LOW	tests/features/filters/GH6484.test.ts	75	const author = orm.em.create(Author, { name: 'John Doe', pen: { brand: 'Bic', active: true } });	CODE
LOW	tests/features/filters/GH6943.test.ts	68	const user = orm.em.create(User, { email: 'user@example.com', account });	CODE
LOW	tests/features/filters/GH6943.test.ts	101	expect(userAfter?.email).toBe('user@example.com');	CODE
LOW	…er-type-inheritance/table-per-type-inheritance.test.ts	2147	expect(loaded.fullName).toBe('John Doe');	CODE
LOW⚡	…er-type-inheritance/table-per-type-inheritance.test.ts	2251	name: 'John Doe',	CODE
LOW⚡	…er-type-inheritance/table-per-type-inheritance.test.ts	2252	address: { street: '123 Main St', city: 'Springfield', zipCode: '12345' },	CODE
LOW⚡	…er-type-inheritance/table-per-type-inheritance.test.ts	2258	expect(loaded.name).toBe('John Doe');	CODE
LOW⚡	…er-type-inheritance/table-per-type-inheritance.test.ts	2259	expect(loaded.address.street).toBe('123 Main St');	CODE
LOW	…er-type-inheritance/table-per-type-inheritance.test.ts	2781	address: { street: '123 Main St', city: 'Springfield' },	CODE
LOW	…er-type-inheritance/table-per-type-inheritance.test.ts	2793	expect(loadedEmployee.address.street).toBe('123 Main St');	CODE
LOW⚡	…er-type-inheritance/table-per-type-inheritance.test.ts	2920	const address = orm.em.create(Address7453, { street: '123 Main St' });	CODE
LOW⚡	…er-type-inheritance/table-per-type-inheritance.test.ts	2922	name: 'John Doe',	CODE
LOW⚡	…er-type-inheritance/table-per-type-inheritance.test.ts	2930	const person = await orm.em.findOneOrFail(Person7453, { name: 'John Doe' }, { populate: ['*'] });	CODE
LOW⚡	…er-type-inheritance/table-per-type-inheritance.test.ts	2934	expect((person as Employee7453).address!.unwrap().street).toBe('123 Main St');	CODE
LOW	…er-type-inheritance/table-per-type-inheritance.test.ts	2949	name: 'Jane Doe',	CODE
LOW	…er-type-inheritance/table-per-type-inheritance.test.ts	2956	const person = await orm.em.findOneOrFail(Person7453, { name: 'Jane Doe' }, { populate: true as any });	CODE
LOW⚡	tests/features/custom-types/GH6050.test.ts	46	email: 'test@test.com',	CODE
LOW⚡	tests/features/custom-types/GH6050.test.ts	52	const user2 = await orm.em.findOneOrFail(User, { email: 'test@test.com' });	CODE
LOW⚡	tests/features/custom-types/GH6050.test.ts	58	email: 'test@test.com',	CODE
LOW⚡	tests/features/custom-types/GH6050.test.ts	64	const user2 = await orm.em.findOneOrFail(User, { email: 'test@test.com' });	CODE
LOW	tests/features/custom-types/GH6050.test.ts	77	const user3 = await orm.em.findOneOrFail(User, { email: 'test@test.com' });	CODE
LOW	…/features/composite-keys/composite-keys.sqlite.test.ts	363	const owner = new CarOwner12('John Doe');	CODE
LOW	…/features/composite-keys/composite-keys.sqlite.test.ts	372	name: 'John Doe',	CODE
LOW	…/features/composite-keys/composite-keys.sqlite.test.ts	387	name: 'John Doe',	CODE
LOW	…s/features/composite-keys/composite-keys.mysql.test.ts	117	const owner = new CarOwner2('John Doe');	CODE
LOW	…s/features/composite-keys/composite-keys.mysql.test.ts	126	name: 'John Doe',	CODE
LOW	…s/features/composite-keys/composite-keys.mysql.test.ts	141	name: 'John Doe',	CODE
LOW	…features/compiled-functions/compiled-functions.test.ts	163	address: { street: '123 Main St', city: 'Springfield' },	CODE
LOW	…features/compiled-functions/compiled-functions.test.ts	170	address: { street: '123 Main St', city: 'Springfield' },	CODE
LOW	…features/compiled-functions/compiled-functions.test.ts	188	const testRow = { id: 1, name: 'John', address_street: '123 Main St', address_city: 'Springfield' };	CODE
LOW	…ic-relations/polymorphic-composite-keys.sqlite.test.ts	127	const org = new Organization(1, 100, 'Acme Corp');	CODE
LOW	…ic-relations/polymorphic-composite-keys.sqlite.test.ts	143	expect(loadedOrg.name).toBe('Acme Corp');	CODE
LOW	…ic-relations/polymorphic-composite-keys.sqlite.test.ts	147	const user = new User(1, 42, 'user@example.com');	CODE
LOW	…ic-relations/polymorphic-composite-keys.sqlite.test.ts	163	expect(loadedUser.email).toBe('user@example.com');	CODE
LOW	…morphic-relations/polymorphic-relations.sqlite.test.ts	1119	const org = new Organization('Acme Corp');	CODE
LOW	tests/features/upsert/GH7399.test.ts	64	user.email = 'foo@bar.com';	CODE
LOW	…s/entity-assigner/assign-unpersisted-reference.test.ts	50	const author = orm.em.create(Author, { name: 'John Doe' });	CODE
LOW	…s/native-query-builder/MsSqlNativeQueryBuilder.test.ts	82	name: 'John Doe',	CODE
LOW	…s/native-query-builder/MsSqlNativeQueryBuilder.test.ts	90	params: ['bar', 1, 1, 'John Doe', date],	CODE
LOW	…/native-query-builder/OracleNativeQueryBuilder.test.ts	82	name: 'John Doe',	CODE
LOW	…/native-query-builder/OracleNativeQueryBuilder.test.ts	90	params: ['bar', 1, 1, 'John Doe', date],	CODE
LOW	…s/native-query-builder/MySqlNativeQueryBuilder.test.ts	77	name: 'John Doe',	CODE
LOW	…s/native-query-builder/MySqlNativeQueryBuilder.test.ts	85	params: ['bar', 'John Doe', date, 1, 1],	CODE
LOW	tests/features/clone/clone.test.ts	431	address: { street: '123 Main St', city: 'Springfield' },	CODE
LOW	tests/features/clone/clone.test.ts	438	loaded.name = 'Acme Inc';	CODE
LOW	tests/features/clone/clone.test.ts	458	address: { street: '123 Main St', city: 'Springfield' },	CODE
LOW	tests/features/clone/clone.test.ts	471	expect(cloned.address.street).toBe('123 Main St');	CODE
LOW	tests/features/clone/clone.test.ts	661	loaded.name = 'Acme Inc';	CODE
LOW	tests/features/clone/clone.test.ts	667	{ name: 'Acme Inc' },	CODE
LOW⚡	…k-relation-target/non-pk-relation-target.mongo.test.ts	71	const author = orm.em.create(Author, { uuid: 'uuid-123', name: 'John Doe' });	CODE
LOW⚡	…k-relation-target/non-pk-relation-target.mongo.test.ts	76	const loadedAuthor = await orm.em.findOneOrFail(Author, { name: 'John Doe' });	CODE
LOW⚡	…k-relation-target/non-pk-relation-target.mongo.test.ts	84	expect(loadedBook.author.unwrap().name).toBe('John Doe');	CODE
LOW	…elation-target/non-pk-relation-target.postgres.test.ts	63	const author = orm.em.create(Author, { uuid: 'uuid-123', name: 'John Doe' });	CODE
LOW	…elation-target/non-pk-relation-target.postgres.test.ts	68	const loadedAuthor = await orm.em.findOneOrFail(Author, { name: 'John Doe' });	CODE
363 more matches not shown…

Hyper-Verbose Identifiers29 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW	…features/compiled-functions/compiled-functions.test.ts	61	function generateCompiledFunctions(fromOrm: MikroORM): Record<string, (...args: any[]) => any> {	CODE
LOW	…atures/upsert/upsert-unidentifiable-row.sqlite.test.ts	47	async function expectSeededRowsUntouched() {	CODE
LOW	tests/issues/populate-mn-after-upsert.test.ts	96	function upsertProductsWithMergeFields(...products: any[]) {	CODE
LOW	docs/plugins/changelog/Changelog.jsx	92	function useScrollToHashAfterMount() {	CODE
LOW	docs/docs/usage-with-jest.md	99	export function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/docs/usage-with-jest.md	130	export function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/docs/usage-with-jest.md	154	function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/versioned_docs/version-7.2/usage-with-jest.md	99	export function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/versioned_docs/version-7.2/usage-with-jest.md	130	export function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/versioned_docs/version-7.2/usage-with-jest.md	154	function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/versioned_docs/version-6.6/usage-with-jest.md	99	export function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/versioned_docs/version-6.6/usage-with-jest.md	130	export function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/versioned_docs/version-6.6/usage-with-jest.md	154	function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/versioned_docs/version-7.1/usage-with-jest.md	99	export function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/versioned_docs/version-7.1/usage-with-jest.md	130	export function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/versioned_docs/version-7.1/usage-with-jest.md	154	function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/versioned_docs/version-7.0/usage-with-jest.md	99	export function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/versioned_docs/version-7.0/usage-with-jest.md	130	export function enableFakeTimersWithMikroOrm() {	CODE
LOW	docs/versioned_docs/version-7.0/usage-with-jest.md	154	function enableFakeTimersWithMikroOrm() {	CODE
LOW	…cs/src/theme/BlogPostItem/Footer/ReadMoreLink/index.js	15	export default function BlogPostItemFooterReadMoreLink(props) {	CODE
LOW	docs/src/theme/BlogPostItem/Header/Authors/index.js	7	export default function BlogPostItemHeaderAuthors({className}) {	CODE
LOW	packages/core/src/utils/rls-utils.ts	68	export function computeRlsFilterVariables(	CODE
LOW	packages/core/src/utils/rls-utils.ts	119	export function computeRemovedRlsVariables(	CODE
LOW	packages/core/src/utils/partition-utils.ts	1	function normalizeIdentifierSegment(segment: string): string {	CODE
LOW	packages/core/src/utils/partition-utils.ts	20	export function normalizePartitionNameForComparison(name: string): string {	CODE
LOW	packages/core/src/utils/partition-utils.ts	51	export function splitCommaSeparatedIdentifiers(value: string): string[] \| null {	CODE
LOW	packages/oracledb/src/OracleConnection.ts	26	function oracleBindTypeFromRuntime(platform: OraclePlatform, runtime: string \| undefined): Dictionary {	CODE
LOW	packages/sql/src/schema/partitioning.ts	271	export function normalizePartitionDefinition(value: string): string {	CODE
LOW	packages/sql/src/dialects/postgresql/typeOverrides.ts	14	export function createPostgreSqlTypeParsers(arrayParse: PostgreSqlArrayParser): Record<number, PostgreSqlValueParser> {	CODE

Over-Commented Block23 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	…atures/multiple-schemas/multiple-schemas.mssql.test.ts	241	// 'Author-n1:1',	COMMENT
LOW	…es/transactions/transaction-propagation.sqlite.test.ts	381	// SQLite has a single-writer limitation due to its file-based locking mechanism.	COMMENT
LOW	tests/issues/GH6032.test.ts	61		COMMENT
LOW	tests/issues/GH7151.test.ts	41		COMMENT
LOW	docs/docs/entity-generator.md	361	customRawType.prop = structuredClone(websitePropOnAuthor);	COMMENT
LOW	docs/docs/entity-generator.md	381	// This means we force this shape during create, selects, and serialization.	COMMENT
LOW	docs/blog/2023-09-10-mikro-orm-5-8-released.md	81	const config = user.config.indexBy('key');	COMMENT
LOW	docs/versioned_docs/version-7.2/entity-generator.md	361	customRawType.prop = structuredClone(websitePropOnAuthor);	COMMENT
LOW	docs/versioned_docs/version-7.2/entity-generator.md	381	// This means we force this shape during create, selects, and serialization.	COMMENT
LOW	docs/versioned_docs/version-5.9/deployment.md	161	// You can toggle development mode on to better see what's going on in the webpack bundle,	COMMENT
LOW	docs/versioned_docs/version-6.6/entity-generator.md	361	customRawType.prop = structuredClone(websitePropOnAuthor);	COMMENT
LOW	docs/versioned_docs/version-6.6/entity-generator.md	381	// This means we force this shape during create, selects, and serialization.	COMMENT
LOW	docs/versioned_docs/version-6.6/entity-manager.md	561		COMMENT
LOW	docs/versioned_docs/version-6.6/deployment.md	181		COMMENT
LOW	docs/versioned_docs/version-7.1/entity-generator.md	361	customRawType.prop = structuredClone(websitePropOnAuthor);	COMMENT
LOW	docs/versioned_docs/version-7.1/entity-generator.md	381	// This means we force this shape during create, selects, and serialization.	COMMENT
LOW	docs/versioned_docs/version-7.0/entity-generator.md	361	customRawType.prop = structuredClone(websitePropOnAuthor);	COMMENT
LOW	docs/versioned_docs/version-7.0/entity-generator.md	381	// This means we force this shape during create, selects, and serialization.	COMMENT
LOW	docs/versioned_docs/version-7.0/entity-manager.md	741	// ('Peter 2', 'peter+2@foo.bar'),	COMMENT
LOW	packages/mikro-orm/src/index.ts	1	// THIS PACKAGE SHOULD NOT BE USED DIRECTLY	COMMENT
LOW	packages/core/src/metadata/MetadataDiscovery.ts	2021		COMMENT
LOW	packages/sql/src/schema/SchemaComparator.ts	1201	.replace(/\binner\s+join\b/gi, 'join')	COMMENT
LOW	packages/sql/src/schema/partitioning.ts	81	}	COMMENT

Verbosity Indicators4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	…a-generator/materialized-view-diffing.postgres.test.ts	205	// Step 1: Add first materialized view	COMMENT
LOW⚡	…a-generator/materialized-view-diffing.postgres.test.ts	212	// Step 2: Add second materialized view	COMMENT
LOW⚡	…a-generator/materialized-view-diffing.postgres.test.ts	219	// Step 3: Modify first materialized view	COMMENT
LOW⚡	…a-generator/materialized-view-diffing.postgres.test.ts	226	// Step 4: Remove second materialized view	COMMENT

Structural Annotation Overuse4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	…a-generator/materialized-view-diffing.postgres.test.ts	205	// Step 1: Add first materialized view	COMMENT
LOW⚡	…a-generator/materialized-view-diffing.postgres.test.ts	212	// Step 2: Add second materialized view	COMMENT
LOW⚡	…a-generator/materialized-view-diffing.postgres.test.ts	219	// Step 3: Modify first materialized view	COMMENT
LOW⚡	…a-generator/materialized-view-diffing.postgres.test.ts	226	// Step 4: Remove second materialized view	COMMENT

AI Slop Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/plugins/changelog/releases.json	394	"body": "# [6.5.0](https://github.com/mikro-orm/mikro-orm/compare/v6.4.16...v6.5.0) (2025-08-27)\r\n\r\nhttps://mikr	CODE
MEDIUM	docs/src/pages/index.js	163	// seamless loop: when the first set scrolls away, reset	COMMENT

mikro-orm/mikro-orm

Open-Source Code Quality, Security and Technical Debt Review