1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

23.8K

Stars

TypeScript

Language

256.5K

Lines of Code

1.7K

Files

187

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 3.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 130 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.9/100 · LOW

Are imports declared and package/API names verified? 47 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 45 finding(s).

PR Review Velocity Impact 5.0/100 · LOW

Which changes need focused human review? 187 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 4HIGH 2MEDIUM 16LOW 165

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 187 distinct pattern matches across 16 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 Data40 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW	docs/plugin_development/api-reference.md	436	value: "user@example.com"	CODE
LOW⚡	dev/docker_redis/data.sh	12	redis-cli SET user:1:name "John Doe"	CODE
LOW⚡	dev/docker_redis/data.sh	18	redis-cli SET article:1001 "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW⚡	dev/docker_redis/data.sh	18	redis-cli SET article:1001 "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW⚡	dev/docker_redis/data.sh	21	redis-cli HSET user:1:profile name "John Doe" email "john.doe@example.com" age 30 city "New York" occupation "Software E	CODE
LOW	dev/docker_redis/data.sh	49	redis-cli ZADD quiz:scores 95 "John Doe"	CODE
LOW	dev/docker_mongodb_init/sakila.js	87	street: "123 Main St",	CODE
LOW	…est/unit/components/tableinfo/TableInfoToolbar.spec.ts	23	expect(input.attributes("placeholder")).toEqual("Filter columns");	CODE
LOW	…/tests/vitest/unit/common/appdb/models/license.spec.ts	37	license.email = "fake-email";	CODE
LOW	…/tests/vitest/unit/common/appdb/models/license.spec.ts	38	license.key = "fake-key";	CODE
LOW	…/studio/tests/vitest/unit/lib/db/clients/trino.spec.ts	88	fs.writeFileSync(keyFile, 'fake-key')	CODE
LOW	…dio/tests/vitest/unit/handlers/licenseHandlers.spec.ts	109	license.email = "fake-email";	CODE
LOW	…dio/tests/vitest/unit/handlers/licenseHandlers.spec.ts	110	license.key = "fake-key";	CODE
LOW	…udio/tests/vitest/unit/store/CredentialsModule.spec.ts	43	credential: { id: 1, appId: 'beekeeper-app-x', email: 'user@example.com', token: 'token' },	CODE
LOW	…s/studio/tests/vitest/unit/store/LicenseModule.spec.ts	32	email: 'user@example.com',	CODE
LOW	…/tests/vitest/integration/lib/db/clients/mysql.spec.js	910	expect(result[0].full_name).toBe("John Doe")	CODE
LOW	…/tests/vitest/integration/lib/db/clients/mysql.spec.js	1492	expect(result[0].full_name).toBe("John Doe")	CODE
LOW	…ests/vitest/integration/lib/db/clients/mongodb.spec.ts	1130	name: "John Doe",	CODE
LOW	…ests/vitest/integration/lib/db/clients/mongodb.spec.ts	1147	expect(result.result[0].name).toBe("John Doe");	CODE
LOW	…ests/vitest/integration/lib/db/clients/mongodb.spec.ts	1152	name: "Jane Doe"	CODE
LOW⚡	…lib/db/clients/scripts/large-stored-proc.sqlserver.sql	17	-- Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore	CODE
LOW⚡	…lib/db/clients/scripts/large-stored-proc.sqlserver.sql	17	-- Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore	CODE
LOW⚡	…lib/db/clients/scripts/large-stored-proc.sqlserver.sql	22	-- Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore	CODE
LOW⚡	…lib/db/clients/scripts/large-stored-proc.sqlserver.sql	22	-- Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore	CODE
LOW⚡	…lib/db/clients/scripts/large-stored-proc.sqlserver.sql	32	-- Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et do	CODE
LOW⚡	…lib/db/clients/scripts/large-stored-proc.sqlserver.sql	32	-- Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et do	CODE
LOW	apps/studio/tests/lib/db.ts	270	let people = this.maybeArrayToObject(await this.knex("people").insert({ email: "foo@bar.com", address_id: address[0]	CODE
LOW	apps/studio/tests/lib/db.ts	274	people = (await this.knex("people").select("id").where({email: "foo@bar.com"}))[0]	CODE
LOW	…ps/studio/src/components/tableinfo/TableInfoFilter.vue	9	:placeholder="placeholder"	CODE
LOW	apps/studio/src/components/common/form/MultiSelect.vue	21	:placeholder="placeholder"	CODE
LOW⚡	apps/studio/src/handlers/devHandlers.ts	33	license.email = "fake_email";	CODE
LOW⚡	apps/studio/src/handlers/devHandlers.ts	34	license.key = "fake_key";	CODE
LOW⚡	apps/studio/src/handlers/devHandlers.ts	44	license.email = "fake_email";	CODE
LOW⚡	apps/studio/src/handlers/devHandlers.ts	45	license.key = "fake_key";	CODE
LOW	apps/studio/src/handlers/devHandlers.ts	58	license.email = "fake_email";	CODE
LOW	apps/studio/src/handlers/devHandlers.ts	59	license.key = "fake_key";	CODE
LOW	apps/studio/src/store/modules/LicenseModule.ts	218	const isDevUpdate = window.platformInfo.isDevelopment && license.email == "fake_email";	CODE
LOW	apps/ui-kit/docs/table.md	15	{ id: 1, name: "John Doe" },	CODE
LOW	apps/ui-kit/docs/data-editor.md	25	{ id: 1, name: "John Doe" },	CODE
LOW	apps/ui-kit/docs/data-editor.md	73	{ uuid: "123-456-789", name: "John Doe", email: "john.doe@example.com" },	CODE

Over-Commented Block46 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	mkdocs.yml	81	- include-markdown	COMMENT
LOW	bin/check-shell-scripts.sh	1	#!/bin/bash	COMMENT
LOW	bin/rc-prs/sync-rc-prs.sh	1	#!/bin/bash	COMMENT
LOW	bin/rc-prs/check-open-pr.sh	1	#!/bin/bash	COMMENT
LOW	bin/rc-prs/check-branch-ahead.sh	1	#!/bin/bash	COMMENT
LOW	bin/rc-prs/open-rc-pr.sh	1	#!/bin/bash	COMMENT
LOW	.github/workflows/studio-publish.yml	441	# deb/rpm repo publishing and snap store uploads moved to	COMMENT
LOW	.github/workflows/release-published.yml	1	name: Release - Publish Channels	COMMENT
LOW	.github/workflows/studio-test.yml	201	# - name: Install Node.js, NPM and Yarn	COMMENT
LOW	.github/scripts/prepare_rpm_repo.sh	1	#!/bin/bash	COMMENT
LOW	.github/scripts/publish_rpm.sh	1	#!/bin/bash	COMMENT
LOW	.github/scripts/test_prepare_rpm_repo.sh	1	#!/bin/bash	COMMENT
LOW	dev/docker_sqlserver_kerberos/docker-compose.yml	1	# Stands up a fully self-contained Kerberos environment for the SQL Server integrated-auth	COMMENT
LOW	dev/docker_mongodb_kerberos/docker-compose.yml	1	# Stands up a fully self-contained Kerberos environment for the MongoDB GSSAPI auth test --	COMMENT
LOW	dev/docker_bigquery/data.sh	1	#!/bin/bash	COMMENT
LOW	…test/unit/handlers/driverHandlerNullConnection.spec.ts	1	import { describe, it, expect, vi, beforeEach, afterEach } from "vitest"	COMMENT
LOW	…e/used_connection/UnsavedConnectionPhantomTabs.spec.ts	21	// that was never saved surfaced (and then corrupted) the open tabs of an	COMMENT
LOW	…ests/vitest/integration/lib/db/clients/bedrock.spec.ts	1	// Integration tests for Bedrock (Expensify's SQLite-over-MySQL-wire DB).	COMMENT
LOW	…t/integration/lib/db/clients/sqlserver-winauth.spec.ts	1	import { describe, it, expect, beforeAll, afterAll } from "vitest"	COMMENT
LOW	…/integration/lib/db/clients/sqlserver-kerberos.spec.ts	1	import { describe, it, expect, beforeAll, afterAll } from "vitest"	COMMENT
LOW	…tegration/lib/db/clients/ssh-skip-bad-identity.spec.js	1	// Regression test for https://github.com/beekeeper-studio/beekeeper-studio/issues/4366	COMMENT
LOW	…ts/vitest/integration/lib/db/clients/surrealdb.spec.ts	681	expect(result).toBeDefined()	COMMENT
LOW	…io/tests/vitest/integration/lib/db/clients/ssh.spec.js	141	// SSH tunnels stopped working for "none"-auth servers in v5.8.0. Some SSH	COMMENT
LOW	…st/integration/lib/db/clients/mongodb-kerberos.spec.ts	1	import { describe, it, expect, beforeAll, afterAll } from "vitest"	COMMENT
LOW	…tests/vitest/integration/lib/db/clients/oracle.spec.js	241	// these should work just fine.	COMMENT
LOW	…tests/vitest/integration/lib/db/clients/oracle.spec.js	261	// skipCreateDatabase: true,	COMMENT
LOW	…on/lib/db/clients/ssh-agent-encrypted-identity.spec.js	1	// Regression test for the encrypted default IdentityFile case.	COMMENT
LOW	apps/studio/tests/lib/db.ts	1641	// queryStream() is the engine behind the export flow (apps/studio/src/lib/	COMMENT
LOW	…io/src-commercial/backend/lib/db/clients/clickhouse.ts	1021	return { totalRows, columns, cursor };	COMMENT
LOW	…c/shared/lib/knex-duckdb/query/duckdb-querycompiler.js	41	};	COMMENT
LOW	…shared/lib/knex-oracledb/query/oracle-querycompiler.js	21	outBinding[index] = ['ROWID'];	COMMENT
LOW	apps/studio/src/shared/lib/knex-starrocks/index.js	1	// StarRocks knex client (test harness only)	COMMENT
LOW	…hared/lib/sql/change_builder/CassandraChangeBuilder.ts	21	// MySQL is a cluster when it comes to default values.	COMMENT
LOW	apps/studio/src/components/tableview/TableTable.vue	2061	// the fuck is this??	COMMENT
LOW	apps/studio/src/components/upsell/AiShellPreview.vue	101	</p>	COMMENT
LOW	apps/studio/src/components/export/mixins/export-info.js	1	export default {	COMMENT
LOW	apps/studio/src/lib/db/clients/BasicDatabaseClient.ts	681	// force rawExecuteQuery to return a single result	COMMENT
LOW	apps/studio/src/lib/db/clients/BasicDatabaseClient.ts	721	options['multiple'] = true;	COMMENT
LOW	apps/studio/src/lib/db/restore-clients/mysql.ts	21	// This is for some future convenience options	COMMENT
LOW	apps/studio/src/lib/db/restore-clients/mysql.ts	41	// required: false,	COMMENT
LOW	apps/studio/src/lib/db/backup-clients/mysql.ts	21	{	COMMENT
LOW	apps/studio/src/lib/log/rendererLogger.ts	1	import log from 'electron-log/renderer';	COMMENT
LOW	apps/studio/src/lib/log/bksLogger.d.ts	1	// Ambient module declaration for the `@bksLogger` import specifier.	COMMENT
LOW	apps/ui-kit/examples/react/src/vite-env.d.ts	1	/// <reference types="vite/client" />	COMMENT
LOW	apps/ui-kit/examples/react/src/vite-env.d.ts	21	// }>;	COMMENT
LOW	apps/ui-kit/lib/components/sql-text-editor/props.ts	101	formatterModalId: {	COMMENT

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	apps/studio/src/services/plugin/web/WebPluginManager.ts	180	const view = loader.context.manifest.capabilities.views.find(	CODE
CRITICAL	…io/src/services/plugin/web/WebPluginCommandExecutor.ts	8	const menuItem = this.context.manifest.capabilities.menu.find((item) => {	CODE
CRITICAL	apps/ui-kit/tests/unit/sql-text-editor/helpers.ts	120	const line = this.editor.view.state.doc.lineAt(pos);	CODE
CRITICAL	apps/ui-kit/tests/unit/sql-text-editor/helpers.ts	178	const line = this.editor.view.state.doc.lineAt(context.pos);	CODE

Decorative Section Separators10 hits · 39 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/scripts/test_prepare_rpm_repo.sh	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/scripts/test_prepare_rpm_repo.sh	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/scripts/test_prepare_rpm_repo.sh	48	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/scripts/test_prepare_rpm_repo.sh	50	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.github/scripts/test_prepare_rpm_repo.sh	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.github/scripts/test_prepare_rpm_repo.sh	69	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.github/scripts/test_prepare_rpm_repo.sh	77	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.github/scripts/test_prepare_rpm_repo.sh	79	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.github/scripts/test_prepare_rpm_repo.sh	84	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.github/scripts/test_prepare_rpm_repo.sh	86	# ---------------------------------------------------------------------------	COMMENT

Hyper-Verbose Identifiers35 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	docs/plugin_development/api-reference.md	1021	function removeNotificationListener(name: "tablesChanged", handler: (args: any) => void): void;	CODE
LOW	docs/plugin_development/api-reference.md	1023	function removeNotificationListener(name: "themeChanged", handler: (args: any) => void): void;	CODE
LOW	…udio/src-commercial/backend/lib/connection-provider.ts	12	function missingIdentityFileWarnings(identityFiles?: string[]): string[] {	CODE
LOW	…studio/src-commercial/backend/handlers/connHandlers.ts	680	function createOrResetTransactionTimeout(sId: string, tabId: number, mustExist: boolean = false) {	CODE
LOW	apps/studio/src/config.ts	20	function applyDevPlatformOverrides(config: IPlatformInfo): IPlatformInfo {	CODE
LOW	apps/studio/src/mixins/data_mutators.ts	24	export function buildFormatterWithTooltip(cellValue: string, tooltip: string, icon?: string) {	CODE
LOW	apps/studio/src/shared/lib/dialects/models.ts	277	export function friendlyNormalizedIdentifier(value: string, quote: '`' \| "'" \| '"' = '"', tester?: RegExp): string {	CODE
LOW	apps/studio/src/common/utils.ts	350	export function removeUnsortableColumnsFromSortBy(sortParms: { field: string; dir: string }[], tableColumns: TableColumn	CODE
LOW	…on/appdb/validators/PreventMovingFolderInsideItself.ts	10	export function PreventMovingFolderInsideItself(object: Object, propertyName: string) {	CODE
LOW⚡	apps/studio/src/lib/lifetimeVersion.ts	30	export function getAcknowledgedLifetimeVersionNotice(): string \| null {	CODE
LOW⚡	apps/studio/src/lib/lifetimeVersion.ts	35	export function acknowledgeLifetimeVersionNotice(id: string): void {	CODE
LOW⚡	apps/studio/src/lib/lifetimeVersion.ts	40	export function clearLifetimeVersionNotice(): void {	CODE
LOW	apps/studio/src/lib/paidFeatures.ts	207	export function recordConnectionFeatureUse(config: Partial<IConnection> \| null \| undefined): void {	CODE
LOW	apps/studio/src/lib/trial.ts	58	export function adoptLegacyTrialEndDecision({	CODE
LOW	apps/studio/src/lib/tableinfo/structure.ts	35	export function tabulatorStructureColumns(tabulator: Tabulator): StructureColumn[] {	CODE
LOW	apps/studio/src/lib/menu/tableMenu.ts	83	export function resizeAllColumnsToFitContentAction(table: Tabulator) {	CODE
LOW	apps/studio/src/lib/db/sql_tools.ts	46	export function convertParamsForReplacement(placeholders: string[], values: string[] \| Record<string, string>): ParamIte	CODE
LOW	apps/studio/src/lib/db/clients/enumParsers.ts	56	export function parseClickHouseEnumValues(columnType?: string \| null): string[] \| undefined {	CODE
LOW	apps/studio/src/lib/db/clients/utils.ts	314	export function buildSelectQueriesFromUpdates(knex, updates: TableUpdate[]) {	CODE
LOW	apps/studio/src/lib/data/jsonViewer.ts	182	export function parseRowDataForJsonViewer(data: Record<string, any>, tableColumns: { field: string, dataType: string }[]	CODE
LOW	apps/studio/src/lib/data/jsonViewer.ts	217	export function createTruncatableTextDecoration(	CODE
LOW	apps/studio/src/lib/data/jsonViewer.ts	245	export function createExpandableTextDecoration(	CODE
LOW	apps/studio/src/lib/editor/CodeMirrorPlugins.ts	38	export function findSqlQueryIdentifierDialect(connectionType: string) {	CODE
LOW	apps/studio/src/lib/editor/CodeMirrorPlugins.ts	243	export function registerAutoRemoveQueryQuotes(	CODE
LOW	…ps/studio/src/lib/editor/extensions/partialReadOnly.ts	166	function isPositionInEditableRange(	CODE
LOW	apps/studio/src/handlers/utils.ts	4	export function resolveHomePathToAbsolute(filename: string): string {	CODE
LOW	apps/studio/src/store/modules/SidebarModule.ts	42	function getStoredGlobalSidebarActiveItem(): GlobalSidebarActiveItem \| null {	CODE
LOW	apps/studio/src/store/modules/SidebarModule.ts	47	function getInitialGlobalSidebarActiveItem(): GlobalSidebarActiveItem {	CODE
LOW	…onents/sql-text-editor/extensions/removeQueryQuotes.ts	28	function removeQueryQuotesExtension() {	CODE
LOW	…nents/sql-text-editor/extensions/sqlContextComplete.ts	136	async function loadColumnsFromQueryContext(	CODE
LOW	…nents/sql-text-editor/extensions/sqlContextComplete.ts	170	function isColumnCompletionPosition(textBeforeCursor: string): boolean {	CODE
LOW	…components/text-editor/extensions/ls/semanticTokens.ts	319	async function requestFullSemanticTokens(	CODE
LOW	…components/text-editor/extensions/ls/semanticTokens.ts	386	export function semanticTokensCapabilities(	CODE
LOW	apps/ui-kit/lib/components/table/menu.ts	85	export function resizeAllColumnsToFitContentAction(table: Tabulator) {	CODE
LOW	…ps/ui-kit/lib/components/table/mixins/data_mutators.ts	26	export function buildFormatterWithTooltip(cellValue: string, tooltip: string, icon?: string) {	CODE

Structural Annotation Overuse18 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW⚡	bin/make-ui-kit-release.sh	64	# Step 1: List recent tags	COMMENT
LOW⚡	bin/make-ui-kit-release.sh	67	# Step 2: Prompt user for new version with a default guess	COMMENT
LOW⚡	bin/make-ui-kit-release.sh	73	# Step 3: Validate and clean the version	COMMENT
LOW	bin/make-ui-kit-release.sh	89	# Step 4: Update package.json if necessary	COMMENT
LOW	bin/make-ui-kit-release.sh	105	# Step 5: Push tag	COMMENT
LOW⚡	bin/make-release.sh	59	# Step 1: List recent tags	COMMENT
LOW⚡	bin/make-release.sh	62	# Step 2: Prompt user for new version with a default guess	COMMENT
LOW⚡	bin/make-release.sh	68	# Step 3: Validate and clean the version	COMMENT
LOW	bin/make-release.sh	84	# Step 4: Update package.json if necessary	COMMENT
LOW	bin/make-release.sh	100	# Step 5: Push tag	COMMENT
LOW	docs/development/driver-dependencies.md	48	## Step 1: Implement a provider	COMMENT
LOW	docs/development/driver-dependencies.md	127	## Step 2: Register it	COMMENT
LOW	docs/user_guide/configuration.md	32	### Step 1: Create Your Configuration File	COMMENT
LOW	docs/user_guide/configuration.md	45	### Step 2: Save and Restart	COMMENT
LOW	docs/user_guide/importing-data-csv-json-etc.md	26	## Step 1: Select or Create Table	COMMENT
LOW	docs/user_guide/importing-data-csv-json-etc.md	37	## Step 2: Select File	COMMENT
LOW	docs/user_guide/importing-data-csv-json-etc.md	48	## Step 3: Map Columns	COMMENT
LOW	docs/user_guide/importing-data-csv-json-etc.md	90	## Step 4: Import	COMMENT

Verbosity Indicators12 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW⚡	bin/make-ui-kit-release.sh	64	# Step 1: List recent tags	COMMENT
LOW⚡	bin/make-ui-kit-release.sh	67	# Step 2: Prompt user for new version with a default guess	COMMENT
LOW⚡	bin/make-ui-kit-release.sh	73	# Step 3: Validate and clean the version	COMMENT
LOW	bin/make-ui-kit-release.sh	89	# Step 4: Update package.json if necessary	COMMENT
LOW	bin/make-ui-kit-release.sh	105	# Step 5: Push tag	COMMENT
LOW⚡	bin/make-release.sh	59	# Step 1: List recent tags	COMMENT
LOW⚡	bin/make-release.sh	62	# Step 2: Prompt user for new version with a default guess	COMMENT
LOW⚡	bin/make-release.sh	68	# Step 3: Validate and clean the version	COMMENT
LOW	bin/make-release.sh	84	# Step 4: Update package.json if necessary	COMMENT
LOW	bin/make-release.sh	100	# Step 5: Push tag	COMMENT
LOW	…/tests/vitest/integration/lib/db/backup-clients/all.ts	96	// so we need to check if it succeeds in other ways	COMMENT
LOW	…/tests/vitest/integration/lib/db/backup-clients/all.ts	158	// so we need to check if it succeeds in other ways	COMMENT

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	bin/bump.sh	28	# Create a git tag with the new version	COMMENT
MEDIUM	bin/sync-release.sh	39	# Create the release in the target repo	COMMENT
MEDIUM	.github/scripts/publish_rpm.sh	29	# Create a dynamic temporary directory for this run	COMMENT
MEDIUM	dev/docker_mongodb_kerberos/mongo/entrypoint.sh	48	# Create the Kerberos-mapped $external user via the localhost exception (allowed only while	COMMENT

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	dev/docker_mongodb_kerberos/mongo/setup.js	13	print(`Created $external user ${principal}`);	CODE
HIGH	dev/docker_mongodb_kerberos/mongo/setup.js	16	print(`createUser(${principal}) failed (may already exist): ${e}`);	CODE

Redundant / Tautological Comments6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	bin/sync-release.sh	15	# Assign arguments to variables	COMMENT
LOW	bin/sync-release.sh	20	# Check if gh is installed	COMMENT
LOW	bin/get-prs.sh	16	# Check if we found enough tags	COMMENT
LOW	.github/scripts/extract_channel.sh	35	# Output the results to $GITHUB_OUTPUT	COMMENT
LOW	.github/scripts/extract_channel.sh	39	# Print the results	COMMENT
LOW	.github/scripts/publish_rpm.sh	23	# Check if at least one RPM file is provided	COMMENT

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	bin/rc-prs/check-open-pr.sh	10	# Usage:	COMMENT
LOW	bin/rc-prs/check-branch-ahead.sh	8	# Usage:	COMMENT
LOW	bin/rc-prs/open-rc-pr.sh	5	# Usage:	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…sts/vitest/integration/lib/db/clients/postgres.spec.ts	647	// Test for issue #1557 - comprehensive foreign key scenarios that might fail with information_schema	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	apps/studio/src/lib/menu/ClientMenuActionHandler.ts	18	// TODO: implement	COMMENT
LOW	…ps/studio/src/lib/db/authentication/amazon-redshift.ts	43	// TODO: implement	COMMENT

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	apps/studio/src/services/plugin/web/WebPluginManager.ts	49	* and `onViewRequest`. (Don't forget to register the iframe first! Use	COMMENT
LOW	apps/studio/src/services/plugin/web/WebPluginManager.ts	140	* Please call this BEFORE the iframe is loaded. Don't forget to unregister	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/development/driver-dependencies.md	40	├── DriverDepManager.ts # orchestrates installs / lookups	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	bin/mkdocs_hooks/check_site_links.py	20		CODE

beekeeper-studio/beekeeper-studio

Open-Source Code Quality, Security and Technical Debt Review