0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

36.2K

Stars

TypeScript

Language

482.0K

Lines of Code

1.3K

Files

608

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 4.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 597 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 11 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 27 finding(s).

PR Review Velocity Impact 6.1/100 · LOW

Which changes need focused human review? 608 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 608

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 608 distinct pattern matches across 4 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 Block567 hits · 402 pts

Severity	File	Line	Snippet	Context
LOW	drizzle-kit/tests/cli-generate.test.ts	1	import { test as brotest } from '@drizzle-team/brocli';	COMMENT
LOW	drizzle-kit/tests/pg-identity.test.ts	1	import { integer, pgSequence, pgTable } from 'drizzle-orm/pg-core';	COMMENT
LOW	drizzle-kit/tests/push/pg.test.ts	1001	// async addVectorIndexes() {	COMMENT
LOW	drizzle-kit/tests/push/pg.test.ts	1021	// .with({ m: 16, ef_construction: 64 }),	COMMENT
LOW	drizzle-kit/tests/migrate/libsql-migrate.test.ts	41	// const res = await query(`PRAGMA table_info("users");`);	COMMENT
LOW	drizzle-kit/src/introspect-gel.ts	101	// const mappedTableEntries = Object.entries(val).map((tableEntry) => {	COMMENT
LOW	drizzle-kit/src/introspect-gel.ts	121	// if (value.name === columnName) {	COMMENT
LOW	drizzle-kit/src/introspect-gel.ts	141	// relationsConfig.tableNamesMap[relation.referencedTableName].split('.')[1]	COMMENT
LOW	drizzle-kit/src/introspect-gel.ts	161	// }`,	COMMENT
LOW	drizzle-kit/src/introspect-gel.ts	301	// Object.values(schema.enums).forEach((it) => {	COMMENT
LOW	drizzle-kit/src/introspect-gel.ts	321	// const values = Object.values(it.values)	COMMENT
LOW	drizzle-kit/src/introspect-gel.ts	341	// if (it.increment) {	COMMENT
LOW	drizzle-kit/src/introspect-gel.ts	461	// : 'gelView';	COMMENT
LOW	drizzle-kit/src/introspect-gel.ts	881		COMMENT
LOW	drizzle-kit/src/introspect-gel.ts	901	// paramName,	COMMENT
LOW	drizzle-kit/src/utils.ts	81	};	COMMENT
LOW	drizzle-kit/src/jsonStatements.ts	2361	// newDataType: columnType,	COMMENT
LOW	drizzle-kit/src/jsonStatements.ts	2381	// columnOnUpdate,	COMMENT
LOW	drizzle-kit/src/introspect-pg.ts	1161		COMMENT
LOW	drizzle-kit/src/introspect-pg.ts	1181	// )	COMMENT
LOW	drizzle-kit/src/snapshotsDiffer.ts	1681	);	COMMENT
LOW	drizzle-kit/src/serializer/sqliteSerializer.ts	821	// }	COMMENT
LOW	drizzle-kit/src/serializer/gelSerializer.ts	201	// const existingUnique = uniqueConstraintObject[column.uniqueName!];	COMMENT
LOW	drizzle-kit/src/serializer/gelSerializer.ts	221	// )	COMMENT
LOW	drizzle-kit/src/serializer/gelSerializer.ts	281	// uniqueConstraints?.map((unq) => {	COMMENT
LOW	drizzle-kit/src/serializer/gelSerializer.ts	301	// // );	COMMENT
LOW	drizzle-kit/src/serializer/gelSerializer.ts	521	});	COMMENT
LOW	drizzle-kit/src/serializer/gelSerializer.ts	541	// tableName,	COMMENT
LOW	drizzle-kit/src/serializer/gelSerializer.ts	1041		COMMENT
LOW	drizzle-kit/src/serializer/gelSerializer.ts	1061	// FROM pg_class	COMMENT
LOW	drizzle-kit/src/serializer/gelSerializer.ts	1161	// const constraintName: string = unqs.constraint_name;	COMMENT
LOW	drizzle-kit/src/serializer/gelSerializer.ts	1221	// const tableCompositePkName = await db.query(	COMMENT
LOW	drizzle-kit/src/cli/commands/introspect.ts	241	const schemaFile = join(out, 'schema.ts');	COMMENT
LOW	drizzle-kit/src/cli/commands/introspect.ts	261	// viewsResolver,	COMMENT
LOW	drizzle-kit/src/cli/commands/pgPushUtils.ts	1	import chalk from 'chalk';	COMMENT
LOW	drizzle-kit/src/cli/commands/pgPushUtils.ts	21	// if (	COMMENT
LOW	drizzle-kit/src/cli/commands/singlestorePushUtils.ts	61	// ) as JsonAlterColumnTypeStatement;	COMMENT
LOW	drizzle-arktype/tests/singlestore.test.ts	81	// const view = mysqlView('test').as((qb) => qb.select({ id: table.id, age: sql``.as('age') }).from(table));	COMMENT
LOW	drizzle-arktype/tests/singlestore.test.ts	101	// test('view with nested fields - select', (t) => {	COMMENT
LOW	drizzle-arktype/tests/singlestore.test.ts	281	// c6: int(),	COMMENT
LOW	drizzle-arktype/tests/singlestore.test.ts	301	// c5: (schema) => v.pipe(schema, v.maxValue(1000)),	COMMENT
LOW	drizzle-arktype/tests/singlestore.test.ts	481	}	COMMENT
LOW	drizzle-arktype/tests/singlestore.test.ts	501	// // @ts-expect-error	COMMENT
LOW	drizzle-valibot/tests/singlestore.test.ts	81	Expect<Equal<typeof result, typeof expected>>();	COMMENT
LOW	drizzle-valibot/tests/singlestore.test.ts	101	// id: serial().primaryKey(),	COMMENT
LOW	drizzle-valibot/tests/singlestore.test.ts	121	// age: sql``.as('age'),	COMMENT
LOW	drizzle-valibot/tests/singlestore.test.ts	281	Expect<Equal<typeof result, typeof expected>>();	COMMENT
LOW	drizzle-valibot/tests/singlestore.test.ts	301	// c6: table.c6,	COMMENT
LOW	drizzle-valibot/tests/singlestore.test.ts	321	// c2: v.nullable(v.pipe(intSchema, v.maxValue(1000))),	COMMENT
LOW	drizzle-valibot/tests/singlestore.test.ts	501	// const view = mysqlView('test').as((qb) => qb.select().from(table));	COMMENT
LOW	integration-tests/sst-env.d.ts	1	// eslint-disable-next-line @typescript-eslint/triple-slash-reference	COMMENT
LOW	integration-tests/tests/awsdatapi.alltypes.test.ts	1	/* eslint-disable unicorn/no-empty-file */	COMMENT
LOW	integration-tests/tests/awsdatapi.alltypes.test.ts	21	// jsonb,	COMMENT
LOW	integration-tests/tests/awsdatapi.alltypes.test.ts	41	// numeric: numeric('numeric'),	COMMENT
LOW	integration-tests/tests/awsdatapi.alltypes.test.ts	61	// realdef: real('realdef').default(100),	COMMENT
LOW	integration-tests/tests/awsdatapi.alltypes.test.ts	81	// }	COMMENT
LOW	integration-tests/tests/awsdatapi.alltypes.test.ts	101	// });	COMMENT
LOW	integration-tests/tests/awsdatapi.alltypes.test.ts	121	// "varchardef" varchar DEFAULT 'text',	COMMENT
LOW	integration-tests/tests/awsdatapi.alltypes.test.ts	141	// "timestampdef" timestamp DEFAULT now(),	COMMENT
LOW	integration-tests/tests/awsdatapi.alltypes.test.ts	161	// bigserial: 63473487,	COMMENT
507 more matches not shown…

Hyper-Verbose Identifiers27 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	drizzle-kit/tests/schemaDiffer.ts	1940	export async function diffTestSchemasPushLibSQL(	CODE
LOW	drizzle-kit/src/serializer/sqliteSerializer.ts	498	function filterIgnoredTablesByField(fieldName: string) {	CODE
LOW⚡	drizzle-kit/src/serializer/gelSerializer.ts	44	function stringFromIdentityProperty(field: string \| number \| undefined): string \| undefined {	CODE
LOW⚡	drizzle-kit/src/serializer/gelSerializer.ts	48	function maxRangeForIdentityBasedOn(columnType: string) {	CODE
LOW⚡	drizzle-kit/src/serializer/gelSerializer.ts	52	function minRangeForIdentityBasedOn(columnType: string) {	CODE
LOW⚡	drizzle-kit/src/serializer/gelSerializer.ts	56	function stringFromDatabaseIdentityProperty(field: any): string \| undefined {	CODE
LOW⚡	drizzle-kit/src/serializer/pgSerializer.ts	50	function stringFromIdentityProperty(field: string \| number \| undefined): string \| undefined {	CODE
LOW⚡	drizzle-kit/src/serializer/pgSerializer.ts	54	function maxRangeForIdentityBasedOn(columnType: string) {	CODE
LOW⚡	drizzle-kit/src/serializer/pgSerializer.ts	58	function minRangeForIdentityBasedOn(columnType: string) {	CODE
LOW⚡	drizzle-kit/src/serializer/pgSerializer.ts	62	function stringFromDatabaseIdentityProperty(field: any): string \| undefined {	CODE
LOW	drizzle-kit/src/cli/commands/migrate.ts	589	function singleStoreSchemaSuggestions(	CODE
LOW	drizzle-kit/src/cli/commands/singlestorePushUtils.ts	109	export function findColumnTypeAlternations(	CODE
LOW	integration-tests/tests/mysql-returning.test.ts	133	async function setupReturningFunctionsTest(db: MySql2Database) {	CODE
LOW	integration-tests/tests/sqlite/sqlite-common.ts	318	async function setupAggregateFunctionsTest(db: BaseSQLiteDatabase<any, any>) {	CODE
LOW	integration-tests/tests/sqlite/durable-objects/index.ts	168	async function setupAggregateFunctionsTest(db: BaseSQLiteDatabase<any, any>) {	CODE
LOW	integration-tests/tests/bun/bun-sql.test.ts	562	async function setupAggregateFunctionsTest(db: PgDatabase<PgQueryResultHKT>) {	CODE
LOW	integration-tests/tests/pg/pg-common.ts	581	async function setupAggregateFunctionsTest(db: PgDatabase<PgQueryResultHKT>) {	CODE
LOW	integration-tests/tests/mysql/mysql-common.ts	394	async function setupReturningFunctionsTest(db: MySqlDatabase<any, any>) {	CODE
LOW	integration-tests/tests/mysql/mysql-common.ts	446	async function setupAggregateFunctionsTest(db: TestMySQLDB) {	CODE
LOW	integration-tests/tests/gel/gel.test.ts	633	async function setupAggregateFunctionsTest(db: GelJsDatabase) {	CODE
LOW	…egration-tests/tests/singlestore/singlestore-common.ts	381	async function setupReturningFunctionsTest(	CODE
LOW	…egration-tests/tests/singlestore/singlestore-common.ts	435	async function setupAggregateFunctionsTest(db: TestSingleStoreDB) {	CODE
LOW	drizzle-orm/src/alias.ts	109	export function mapColumnsInAliasedSQLToAlias(query: SQL.Aliased, alias: string): SQL.Aliased {	CODE
LOW	drizzle-orm/src/pg-core/view.ts	397	export function pgMaterializedViewWithSchema(	CODE
LOW	drizzle-orm/src/gel-core/view.ts	397	export function gelMaterializedViewWithSchema(	CODE
LOW	drizzle-orm/src/singlestore-core/view.ts	188	// export function singlestoreViewWithSchema(	COMMENT
LOW	drizzle-orm/src/singlestore-core/columns/all.ts	27	export function getSingleStoreColumnBuilders() {	CODE

Fake / Example Data11 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	drizzle-arktype/README.md	47	name: 'John Doe',	CODE
LOW	drizzle-valibot/README.md	47	name: 'John Doe',	CODE
LOW	drizzle-zod/README.md	58	name: 'John Doe',	CODE
LOW	changelogs/drizzle-arktype/0.1.2.md	47	name: 'John Doe',	CODE
LOW	drizzle-seed/src/datasets/loremIpsumSentences.ts	5	'Lorem ipsum dolor sit amet, consectetur adipiscing elit.',	CODE
LOW	drizzle-seed/src/datasets/loremIpsumSentences.ts	5	'Lorem ipsum dolor sit amet, consectetur adipiscing elit.',	CODE
LOW	drizzle-seed/src/datasets/loremIpsumSentences.ts	679	'Vivamus scelerisque dolor sit amet erat dapibus consectetur.',	CODE
LOW	drizzle-seed/src/datasets/loremIpsumSentences.ts	1346	'Integer sagittis dolor sit amet velit mollis, quis sodales odio sollicitudin.',	CODE
LOW	drizzle-seed/src/services/GeneratorFuncs.ts	651	* generates 'lorem ipsum' text sentences.	COMMENT
LOW	drizzle-seed/src/services/Generators.ts	2788	`You can't use lorem ipsum generator with a db column length restriction of ${this.stringLength}. Set the maximum st	CODE
LOW	drizzle-typebox/README.md	48	name: 'John Doe',	CODE

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	drizzle-kit/tests/push/singlestore.test.ts	298	// TODO: implement if needed	COMMENT
LOW	drizzle-kit/tests/push/pg.test.ts	1047	// TODO: implement if needed	COMMENT
LOW	drizzle-kit/tests/push/mysql.test.ts	310	// TODO: implement if needed	COMMENT

drizzle-team/drizzle-orm

Open-Source Code Quality, Security and Technical Debt Review