10.2

Adjusted Signal

10.2

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

12.3K

Stars

TypeScript

Language

308.5K

Lines of Code

1.9K

Files

637

Pattern Hits

2026-10-31

Scan Date

0.12

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 7.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 407 finding(s).

Hallucinated Dependency & Supply Chain Risk 35.2/100 · MEDIUM

Are imports declared and package/API names verified? 230 finding(s).

Agent Over-Engineering Ratio 4.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 235 finding(s).

PR Review Velocity Impact 35.0/100 · MEDIUM

Which changes need focused human review? 637 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 219HIGH 0MEDIUM 25LOW 393

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 637 distinct pattern matches across 9 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 Indicators219 hits · 2670 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	packages/database/e2e/query/query.e2e.js	23	queryBefore._modifiers._modifiers.length.should.equal(0);	CODE
CRITICAL⚡	packages/database/e2e/query/query.e2e.js	26	queryBefore._modifiers._modifiers.length.should.equal(0);	CODE
CRITICAL⚡	packages/database/e2e/query/query.e2e.js	27	queryAfter._modifiers._modifiers.length.should.equal(1);	CODE
CRITICAL⚡	packages/database/e2e/query/query.e2e.js	30	queryAfter._modifiers._modifiers.length.should.equal(1);	CODE
CRITICAL⚡	packages/database/e2e/query/query.e2e.js	31	queryAfterAfter._modifiers._modifiers.length.should.equal(3); // adds startAt endAt internally	CODE
CRITICAL	…/io/invertase/firebase/app/NativeRNFBTurboAppTest.java	121	com.facebook.react.bridge.LifecycleEventListener.class.isAssignableFrom(	CODE
CRITICAL⚡	packages/app/e2e/utilsStatics.e2e.js	26	FilePath.MAIN_BUNDLE.should.be.a.String();	CODE
CRITICAL⚡	packages/app/e2e/utilsStatics.e2e.js	31	FilePath.CACHES_DIRECTORY.should.be.a.String();	CODE
CRITICAL⚡	packages/app/e2e/utilsStatics.e2e.js	32	FilePath.DOCUMENT_DIRECTORY.should.be.a.String();	CODE
CRITICAL⚡	packages/app/e2e/utilsStatics.e2e.js	35	FilePath.EXTERNAL_DIRECTORY.should.be.a.String();	CODE
CRITICAL⚡	packages/app/e2e/utilsStatics.e2e.js	41	FilePath.EXTERNAL_STORAGE_DIRECTORY.should.be.a.String();	CODE
CRITICAL⚡	packages/app/e2e/utilsStatics.e2e.js	46	FilePath.TEMP_DIRECTORY.should.be.a.String();	CODE
CRITICAL⚡	packages/app/e2e/utilsStatics.e2e.js	47	FilePath.LIBRARY_DIRECTORY.should.be.a.String();	CODE
CRITICAL⚡	packages/app/e2e/utilsStatics.e2e.js	48	FilePath.PICTURES_DIRECTORY.should.be.a.String();	CODE
CRITICAL⚡	packages/app/e2e/utilsStatics.e2e.js	49	FilePath.MOVIES_DIRECTORY.should.be.a.String();	CODE
CRITICAL	packages/app/e2e/app.e2e.js	52	modular.SDK_VERSION.should.be.a.String();	CODE
CRITICAL	packages/app/e2e/app.e2e.js	434	config.authDomain.should.be.a.String();	CODE
CRITICAL⚡	packages/app/e2e/app.constants.e2e.js	44	app.appConfig.should.be.a.Object();	CODE
CRITICAL⚡	packages/app/e2e/app.constants.e2e.js	45	app.appConfig.name.should.be.a.String();	CODE
CRITICAL⚡	packages/app/e2e/app.constants.e2e.js	46	app.options.should.be.a.Object();	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	183	data.createdAt.constructor.name.should.equal('Timestamp');	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	189	data.nested.updatedAt.constructor.name.should.equal('Timestamp');	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	190	data.nested.updatedAt.seconds.should.equal(updatedAt.seconds);	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	191	data.nested.updatedAt.nanoseconds.should.equal(updatedAt.nanoseconds);	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	192	data.nested.linkedRef.path.should.equal(linkedRef.path);	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	2649	data.nextDay.constructor.name.should.equal('Timestamp');	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	2651	data.prevHour.constructor.name.should.equal('Timestamp');	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	2653	data.dayBucket.constructor.name.should.equal('Timestamp');	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	2654	data.fromEpochMs.constructor.name.should.equal('Timestamp');	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	2694	data.now.constructor.name.should.equal('Timestamp');	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	2696	data.receiverNow.constructor.name.should.equal('Timestamp');	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	2699	data.fromSec.constructor.name.should.equal('Timestamp');	CODE
CRITICAL⚡	packages/firestore/e2e/Pipeline.e2e.js	2701	data.fromMicros.constructor.name.should.equal('Timestamp');	CODE
CRITICAL	packages/firestore/e2e/Pipeline.e2e.js	1676	data.randomValue.should.be.a.Number();	CODE
CRITICAL	packages/firestore/e2e/Pipeline.e2e.js	2269	data.firstScore.should.be.a.Number();	CODE
CRITICAL	packages/firestore/e2e/Pipeline.e2e.js	2270	data.lastScore.should.be.a.Number();	CODE
CRITICAL	packages/firestore/e2e/Pipeline.e2e.js	2338	eng.firstName.should.be.a.String();	CODE
CRITICAL	packages/firestore/e2e/Pipeline.e2e.js	2339	eng.lastName.should.be.a.String();	CODE
CRITICAL	packages/firestore/e2e/Pipeline.e2e.js	2439	data.globalDayBucket.constructor.name.should.equal('Timestamp');	CODE
CRITICAL	packages/firestore/e2e/Pipeline.e2e.js	2440	data.fluentDayBucket.constructor.name.should.equal('Timestamp');	CODE
CRITICAL	packages/firestore/e2e/Pipeline.e2e.js	2728	data.numType.should.be.a.String();	CODE
CRITICAL	packages/firestore/e2e/Pipeline.e2e.js	2729	data.collId.should.be.a.String();	CODE
CRITICAL	packages/firestore/e2e/Pipeline.e2e.js	3124	snapshot.results.length.should.be.greaterThan(0);	CODE
CRITICAL	packages/firestore/e2e/Pipeline.e2e.js	4132	snapshot.results.length.should.be.greaterThan(0);	CODE
CRITICAL	packages/firestore/e2e/Pipeline.e2e.js	4133	snapshot.results.length.should.be.lessThanOrEqual(10);	CODE
CRITICAL	packages/firestore/e2e/SnapshotMetadata.e2e.js	34	colRef.metadata.fromCache.should.be.Boolean();	CODE
CRITICAL	packages/firestore/e2e/SnapshotMetadata.e2e.js	35	docRef.metadata.fromCache.should.be.Boolean();	CODE
CRITICAL	packages/firestore/e2e/SnapshotMetadata.e2e.js	46	colRef.metadata.hasPendingWrites.should.be.Boolean();	CODE
CRITICAL	packages/firestore/e2e/SnapshotMetadata.e2e.js	47	docRef.metadata.hasPendingWrites.should.be.Boolean();	CODE
CRITICAL	packages/firestore/e2e/FieldValue.e2e.js	125	snapshot.data().foo.seconds.should.be.a.Number();	CODE
CRITICAL	packages/firestore/e2e/FieldValue.e2e.js	137	snapshot1.data().foo.nanoseconds.should.be.a.Number();	CODE
CRITICAL	packages/firestore/e2e/FieldValue.e2e.js	142	snapshot2.data().foo.nanoseconds.should.be.a.Number();	CODE
CRITICAL	packages/firestore/e2e/DocumentChange.e2e.js	41	docChange.doc.constructor.name.should.eql('DocumentSnapshot');	CODE
CRITICAL	packages/firestore/e2e/QuerySnapshot.e2e.js	51	snapshot.docs.length.should.be.aboveOrEqual(1);	CODE
CRITICAL	packages/firestore/e2e/QuerySnapshot.e2e.js	76	snapshot.metadata.constructor.name.should.eql('SnapshotMetadata');	CODE
CRITICAL	packages/firestore/e2e/QuerySnapshot.e2e.js	83	snapshot.query.constructor.name.should.eql('CollectionReference');	CODE
CRITICAL	packages/firestore/e2e/withConverter.e2e.js	69	post.should.not.be.an.instanceof(Post);	CODE
CRITICAL	packages/firestore/e2e/withConverter.e2e.js	384	data.createdAt.should.be.an.instanceOf(Timestamp);	CODE
CRITICAL	packages/firestore/e2e/withConverter.e2e.js	385	data.updatedAt.should.be.an.instanceOf(Timestamp);	CODE
CRITICAL	…es/firestore/e2e/CollectionReference/properties.e2e.js	29	instance.firestore.app.name.should.eql('[DEFAULT]');	CODE
159 more matches not shown…

Hyper-Verbose Identifiers235 hits · 249 pts

Severity	File	Line	Snippet	Context
LOW	tests/.detoxrc.js	12	function androidReversePortsFromEnv() {	CODE
LOW	tests/app.js	267	after(async function flushNativeCoverageProfile() {	CODE
LOW	tests/local-tests/firestore/document-reference.tsx	6	export function DocumentReferenceTestComponent() {	CODE
LOW	tests/local-tests/firestore/onSnapshotInSync.js	31	export function FirestoreOnSnapshotInSyncTest() {	CODE
LOW	tests/local-tests/auth/nativeAppleSignIn.ts	36	export function isNativeAppleSignInAvailable(): boolean {	CODE
LOW	tests/local-tests/auth/nativeAppleSignIn.ts	40	export async function performAppleSignInRequest(): Promise<NativeAppleSignInResult> {	CODE
LOW	tests/local-tests/auth/apple-full-name.tsx	70	export function AppleFullNameTestComponent() {	CODE
LOW	tests/local-tests/functions/https-callable.tsx	14	export function HttpsCallableTestComponent(): React.JSX.Element {	CODE
LOW	tests/local-tests/functions/streaming-callable.tsx	14	export function StreamingCallableTestComponent(): React.JSX.Element {	CODE
LOW	tests/scripts/capture-native-coverage-baseline.js	195	function parseJacocoPackagesMetrics(xmlPath) {	CODE
LOW	tests/scripts/pull-native-coverage.js	53	function androidCoverageFileExists(deviceId) {	CODE
LOW	tests/scripts/pull-native-coverage.js	94	async function pullAndroidCoverageWithRetry(deviceId, options = {}) {	CODE
LOW	tests/scripts/pull-native-coverage.js	181	function deleteProcessedAndroidCoverageEc(ecFilePath) {	CODE
LOW	tests/e2e/jetExitIgnoreKill.js	44	async function raceCallerErrorAgainstJetExit({	CODE
LOW	tests/e2e/firebase.test.js	55	function logCloudPressureAnalysisPointer(context) {	CODE
LOW	tests/e2e/firebase.test.js	64	function platformFromDetoxConfigurationName(name) {	CODE
LOW	tests/e2e/firebase.test.js	119	function staticPrefixedJetControlPort(pk) {	CODE
LOW	tests/e2e/firebase.test.js	235	function resolveDetoxConfigurationName() {	CODE
LOW	tests/e2e/firebase.test.js	424	function resolveAndroidEmulatorPort(serial) {	CODE
LOW	tests/e2e/firebase.test.js	536	function androidCoreServicesPresent(serial) {	CODE
LOW	tests/e2e/firebase.test.js	557	function foldDetoxChildProcessOutputIntoError(err) {	CODE
LOW	tests/e2e/firebase.test.js	579	function enrichAndroidLaunchFailureWithGuestSignals(err) {	CODE
LOW	tests/e2e/firebase.test.js	670	function forceStopAndroidTestingApps(label) {	CODE
LOW	tests/e2e/firebase.test.js	688	async function waitForAndroidInstrumentationStopped(label, timeoutMs = 30000) {	CODE
LOW	tests/e2e/firebase.test.js	718	function clearStaleMacOsTestingForSharedJetPort(label) {	CODE
LOW	tests/e2e/firebase.test.js	744	async function ensureAndroidJetHostClear(label = 'android-jet-host-clear') {	CODE
LOW	tests/e2e/firebase.test.js	766	async function waitForColdBootEmulatorRegistered(serial, avdName, timeoutMs) {	CODE
LOW	tests/e2e/firebase.test.js	846	async function waitForAndroidEmulatorReady() {	CODE
LOW⚡	tests/e2e/firebase.test.js	1128	function hasJetReconnectDesyncSignal(output) {	CODE
LOW⚡	tests/e2e/firebase.test.js	1138	function isJetReconnectDesyncFailure(output) {	CODE
LOW⚡	tests/e2e/firebase.test.js	1142	function isRetryableJetSessionFailure(output) {	CODE
LOW	tests/e2e/firebase.test.js	1170	function isRetryableCloudQuotaFailure(jetOutput) {	CODE
LOW	tests/e2e/firebase.test.js	1401	function dumpAwaitExitStallDiagnostics(err, jetSession) {	CODE
LOW	tests/e2e/firebase.test.js	1428	async function awaitJetExitWithStallGuard(jetSession, stallMs = jetAwaitExitStallTimeoutMs()) {	CODE
LOW	tests/e2e/androidReadyPolicy.js	13	function shouldSkipAndroidSettleAndLoad(isCI) {	CODE
LOW⚡	tests/e2e/detoxLatencyPolicy.js	44	function androidAdbSerialAppearTimeoutMs() {	CODE
LOW⚡	tests/e2e/detoxLatencyPolicy.js	53	function androidAdbInstallTimeoutMs() {	CODE
LOW⚡	tests/e2e/detoxLatencyPolicy.js	58	function jetAwaitExitStallTimeoutMs() {	CODE
LOW⚡	tests/e2e/androidAdbRange.js	16	function isAdbEmulatorConsolePortInRange(port) {	CODE
LOW⚡	tests/e2e/androidAdbRange.js	24	function emulatorConsolePortOutOfAdbRange(serial) {	CODE
LOW⚡	tests/e2e/androidAdbRange.js	30	function shouldFailFastQemuWithoutAdb(serial, deviceState) {	CODE
LOW	tests/e2e/androidAdbRange.js	104	function shouldColdBootAndroidOnLaunchRetry(messageOrErr) {	CODE
LOW	test-expo/app/phone-number-verification.tsx	7	export default function PhoneNumberVerificationScreen() {	CODE
LOW	test-expo/app/app-check.tsx	12	function getOrInitializeAppCheck(): AppCheck {	CODE
LOW	scripts/version.js	54	function resolveTestsMacosFmtPodspecPath(candidates = TESTS_MACOS_FMT_PODSPEC_CANDIDATES) {	CODE
LOW	scripts/version.js	65	function assertTestsMacosFmtAtLeastFloor() {	CODE
LOW	scripts/jest-ai-mocks-global-setup.js	59	function getArgvTestPathIgnorePatterns() {	CODE
LOW	packages/database/lib/index.ts	291	export function setPersistenceCacheSizeBytes(db: Database, bytes: number): Promise<void> {	CODE
LOW	packages/database/lib/DatabaseQuery.ts	58	function isObserverShapedDatabaseError(error: unknown): boolean {	CODE
LOW	packages/database/lib/web/RNFBDatabaseModule.ts	81	function snapshotWithPreviousChildToObject(	CODE
LOW	packages/database/lib/web/RNFBDatabaseModule.ts	106	function getCachedDatabaseInstance(appName: string, dbURL: string): WebDatabase {	CODE
LOW	packages/database/lib/web/RNFBDatabaseModule.ts	123	function getCachedOnDisconnectInstance(refValue: WebDatabaseReference): WebOnDisconnect {	CODE
LOW	packages/database/e2e/helpers.js	114	exports.waitForNativeDbListenerReady = async function waitForNativeDbListenerReady(	CODE
LOW	packages/database/e2e/helpers.js	131	exports.waitForNativeDbListenerRegistration = async function waitForNativeDbListenerRegistration(	CODE
LOW	packages/crashlytics/lib/index.ts	186	export function didCrashOnPreviousExecution(crashlytics: Crashlytics): Promise<boolean> {	CODE
LOW	packages/crashlytics/lib/index.ts	221	export function setCrashlyticsCollectionEnabled(	CODE
LOW	packages/app/firebase_spm.rb	230	def rnfirebase_build_setting_list(current)	CODE
LOW	packages/app/firebase_spm.rb	263	def rnfirebase_set_probe_swift_condition(build_settings, enabled) # rubocop:disable Naming/PredicateMethod	CODE
LOW	packages/app/firebase_spm.rb	295	def rnfirebase_spm_package_requirement(version)	CODE
LOW	packages/app/firebase_spm.rb	305	def rnfirebase_stable_object_uuid(key)	CODE
175 more matches not shown…

Over-Commented Block128 hits · 117 pts

Severity	File	Line	Snippet	Context
LOW	jest.config.js	1	module.exports = {	COMMENT
LOW	tests/globals.js	21	import shouldMatchers from 'should';	COMMENT
LOW	tests/local-tests/auth/gcloud-enable-totp-in-project.sh	1	#!/bin/bash	COMMENT
LOW	test-expo/src/keepNativeGraph.ts	1	import { getApp } from '@react-native-firebase/app';	COMMENT
LOW	scripts/fetch_ai_mock_responses.ts	1	// Copyright (c) 2016-present Invertase Limited & Contributors	COMMENT
LOW	scripts/update-firebase-sdk-versions.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/run-full-tests.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/jest-ai-mocks-global-setup.js	1	// Copyright (c) 2016-present Invertase Limited & Contributors	COMMENT
LOW	scripts/repro-android-build-flake.sh	1	#!/bin/bash	COMMENT
LOW	scripts/e2e/export-slot-env.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/e2e/check-e2e-resources.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/e2e/start-packager.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/e2e/release-e2e-resources.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/e2e/lib/e2e-slot-env.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/e2e/lib/e2e-startup-failfast.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/e2e/lib/e2e-resource-env.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…ckages/database/ios/RNFBDatabase/RNFBDatabaseModule.mm	21	#import "RNFBDatabaseModule.h"	COMMENT
LOW	…tabase/ios/RNFBDatabase/RNFBDatabaseListenerRegistry.m	21	#import "RNFBHandleMap.h"	COMMENT
LOW	…/database/ios/RNFBDatabase/RNFBDatabaseQueryRegistry.m	21	#import "RNFBHandleMap.h"	COMMENT
LOW	packages/crashlytics/ios_config.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…rashlytics/ios/RNFBCrashlytics/RNFBCrashlyticsHelper.m	21	#import <FirebaseCore/FirebaseCore.h>	COMMENT
LOW	…tics/ios/RNFBCrashlytics/RNFBCrashlyticsInitProvider.m	21	#elif __has_include(<FirebaseCore/FirebaseCore.h>)	COMMENT
LOW	…tics/ios/RNFBCrashlytics/RNFBCrashlyticsInitProvider.h	21	// RNFBCrashlyticsModule.mm (Objective-C++), which only ever calls the three	COMMENT
LOW	packages/app/firebase_spm.rb	1	# frozen_string_literal: true	COMMENT
LOW	packages/app/firebase_spm.rb	21	require 'json'	COMMENT
LOW	packages/app/firebase_spm.rb	61	absl	COMMENT
LOW	packages/app/firebase_spm.rb	81	# source of truth) the first time it's needed, then cached for the rest	COMMENT
LOW	packages/app/firebase_spm.rb	121	# True when this install resolved Firebase through the local dynamic probe	COMMENT
LOW	packages/app/firebase_spm.rb	161	# production Podfile code paths -- each `pod install` process is	COMMENT
LOW	packages/app/firebase_spm.rb	181	#	COMMENT
LOW	packages/app/firebase_spm.rb	241	# condition on one `build_settings` hash. Never duplicates the entry, and keeps	COMMENT
LOW	packages/app/firebase_spm.rb	421	# ${OBJROOT}/UninstalledProducts/${PLATFORM_NAME} instead -- and that	COMMENT
LOW	packages/app/firebase_spm.rb	461	phase.input_paths = input_paths if input_paths	COMMENT
LOW	packages/app/firebase_spm.rb	481	# the dynamic frameworks Xcode's SPM build produces -- so without this, apps	COMMENT
LOW	packages/app/firebase_spm.rb	521		COMMENT
LOW	packages/app/firebase_spm.rb	561		COMMENT
LOW	packages/app/firebase_spm.rb	581	#	COMMENT
LOW	packages/app/firebase_spm.rb	641	end	COMMENT
LOW	packages/app/firebase_spm.rb	721		COMMENT
LOW	packages/app/firebase_spm.rb	841	# validation, but before product/link-input generation),	COMMENT
LOW	packages/app/firebase_spm.rb	861	# `post_install` and hid this on #9164.	COMMENT
LOW	packages/app/firebase_spm.rb	1021	"frameworks (#{e.class}: #{e.message}). Add `rnfirebase_add_spm_embed_phase(installer)` " \	COMMENT
LOW	packages/app/firebase_spm.rb	1161	end	COMMENT
LOW	packages/app/firebase_spm.rb	1181	# SPM integration manages (`installer.pods_project`, i.e. `Pods.xcodeproj`).	COMMENT
LOW	packages/app/firebase_spm.rb	1281	end	COMMENT
LOW	packages/app/firebase_spm.rb	1301	# (Mapbox: CocoaPods/CocoaPods#12022; MapLibre: maplibre-react-native#1489;	COMMENT
LOW	packages/app/firebase_spm.rb	1361	# 1. `-ObjC` in `OTHER_LDFLAGS` (app target and every RNFB pod target,	COMMENT
LOW	packages/app/firebase_spm.rb	1381	# their own toggle for it), so both settings have to be disabled on the	COMMENT
LOW	packages/app/firebase_spm.rb	1401	# `FirebaseCore`) to any target with at least one product dependency on it	COMMENT
LOW	packages/app/firebase_spm.rb	1461		COMMENT
LOW	packages/app/firebase_spm.rb	1581	config.build_settings['CLANG_ENABLE_MODULES'] = 'YES'	COMMENT
LOW	packages/app/firebase_spm.rb	1661		COMMENT
LOW	packages/app/ios_config.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packages/app/firebase_json.rb	1	# frozen_string_literal: true	COMMENT
LOW	packages/app/ios/RNFBApp/RNFBAppModuleImplementation.m	21	#import "RNFBMeta.h"	COMMENT
LOW	packages/app/ios/RNFBApp/RNFBAppModule.mm	21	#import "RNFBAppModuleImplementation.h"	COMMENT
LOW	packages/app/ios/RNFBApp/RNFBSharedUtils.m	21	#import "RNFBMeta.h"	COMMENT
LOW	…/app/ios/RNFBAppUnitTests/HostStubs/React/RCTConvert.h	1	/**	COMMENT
LOW	packages/app/__tests__/firebase_spm_test.rb	421	# suite after the first test that touches it. Resetting the value to nil (rather	COMMENT
LOW	packages/app/__tests__/firebase_spm_test.rb	2321	RNFirebaseSPM.activate!('12.10.0')	COMMENT
68 more matches not shown…

Modern AI Meta-Vocabulary23 hits · 59 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/e2e/lib/e2e-slot-env.sh	350	# Process-local / orchestration leftovers apply() clears — export if re-set for	COMMENT
MEDIUM	.github/workflows/scripts/android-e2e-detox.sh	2	# android-emulator-runner executes each script: line via sh -c; keep orchestration here.	COMMENT
MEDIUM	okf-bundle/monorepo-tooling/prepare-and-cache.md	214	Bundling premise: per [running e2e § Rules #3](../testing/running-e2e.md#rules) (canonical owner). The inner loop is	CODE
MEDIUM	okf-bundle/monorepo-tooling/prepare-and-cache.md	230	### Tier C — event-driven e2e rerun (spike)	COMMENT
MEDIUM	okf-bundle/monorepo-tooling/prepare-and-cache.md	240	Chain: `lib` edit → `nx watch` rebuilds `dist` → Metro re-bundles → `update-done` → host `POST`s a re-run action to	CODE
MEDIUM	okf-bundle/monorepo-tooling/architecture-decisions.md	160	## MonoTool-AD-9 — Dev watch rebuilds prepare; e2e TDD rerun is event-driven off Metro — Deferred	COMMENT
MEDIUM	okf-bundle/monorepo-tooling/index.md	16	In scope: `lerna`/`nx` task orchestration and caching, `react-native-builder-bob` outputs, the `packages/*` build graph,	CODE
MEDIUM	okf-bundle/monorepo-tooling/work-queue.md	32	\| [MonoTool-AD-9](architecture-decisions.md#monotool-ad-9--dev-watch-rebuilds-prepare-e2e-tdd-rerun-is-event-driven-off-	CODE
MEDIUM⚡	okf-bundle/monorepo-tooling/work-queue.md	358	- Status: Deferred — no incremental dev-watch/hot-reload loop exists today; off the critical path for MT1/MT2/MT	CODE
MEDIUM⚡	okf-bundle/monorepo-tooling/work-queue.md	361	- Note: the OKF debug/release correction already landed separately as `docs: correct assertion about JS bundles in dev	CODE
MEDIUM⚡	okf-bundle/monorepo-tooling/work-queue.md	362	- Analyze the event-driven e2e rerun (Metro `update-done`/`onBundleBuilt` → Jet `POST /rerun` on `8091`; [design Tier	CODE
MEDIUM	okf-bundle/testing/e2e-parallel-design.md	517	### Host orchestration	COMMENT
MEDIUM	okf-bundle/testing/running-e2e.md	104	6. One e2e at a time (default) — never overlap `:test-cover` runs on one host unless each run uses a distinct port/d	CODE
MEDIUM	okf-bundle/testing/running-e2e.md	174	#### Test-runner host orchestration (log triage only)	COMMENT
MEDIUM	okf-bundle/testing/running-e2e.md	176	No commands to run from this section — for interpreting `:test-cover` logs and CI artifacts only. Patch workflow: [d	CODE
MEDIUM	okf-bundle/testing/coverage-design.md	258	- Transfer: patched test-runner/mocha-remote WS only (`coverage-ready` → `pull-coverage` → `coverage-data` → `covera	CODE
MEDIUM	okf-bundle/ci-workflows/android.md	77	\| Defer `server.run()` until host `POST /launch-ready` on control port 8091 (`RNFB_JET_DEFER_RUN=1`) \| Jet patch + `	CODE
MEDIUM	okf-bundle/ci-workflows/detox-patches.md	33	Related patches: `jet`, `mocha-remote-client`, `mocha-remote-server` — WS reconnect grace, coverage handshake, client ke	CODE
MEDIUM	okf-bundle/ci-workflows/index.md	18	* [Test-runner orchestration (log triage)](../testing/running-e2e.md#test-runner-host-orchestration-log-triage-only) — p	COMMENT
MEDIUM	okf-bundle/ci-workflows/ios.md	195	### E2E test app orchestration (Detox + Jet)	COMMENT
MEDIUM	okf-bundle/ci-workflows/ios.md	236	\| Defer `server.run()` until host `POST /launch-ready` on control port 8091 (`RNFB_JET_DEFER_RUN=1`) \| Jet patch + `	CODE
MEDIUM	okf-bundle/ci-workflows/ios.md	293	# Detox orchestration inside the app process	COMMENT
MEDIUM	okf-bundle/ci-workflows/ios.md	388	# Disconnect resource context (+ orchestrate phase when defer-run enabled)	COMMENT

Structural Annotation Overuse10 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING.md	103	### Step 1: Clone the repository	COMMENT
LOW	CONTRIBUTING.md	110	### Step 2: Install test project dependencies	COMMENT
LOW	tests/README.md	34	### Step 1: Install test project dependencies	COMMENT
LOW	tests/README.md	44	### Step 2: Start Packager Script	COMMENT
LOW	tests/README.md	60	### Step 3: Build Native App	COMMENT
LOW	tests/README.md	81	### Step 4: Setting up android emulator and iOS simulator and Firestore emulator	COMMENT
LOW	tests/README.md	97	### Step 5: Finally, run the tests	COMMENT
LOW	packages/auth/ios/RNFBAuth/RNFBAuthHelper.m	797	// NOTE: This variable has NO PURPOSE AT ALL, it is	COMMENT
LOW	packages/auth/ios/RNFBAuth/RNFBAuthHelper.m	1462	// NOTE: This variable has NO PURPOSE AT ALL, it is	COMMENT
LOW	packages/auth/ios/RNFBAuth/RNFBAuthHelper.m	1594	// NOTE: This variable has NO PURPOSE AT	COMMENT

Example Usage Blocks8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	scripts/update-firebase-sdk-versions.sh	9	# Usage:	COMMENT
LOW	scripts/run-full-tests.sh	4	# Usage:	COMMENT
LOW	scripts/repro-android-build-flake.sh	5	# Usage:	COMMENT
LOW	scripts/e2e/export-slot-env.sh	5	# Usage:	COMMENT
LOW	scripts/e2e/start-emulator-slotted.sh	5	# Usage:	COMMENT
LOW	scripts/e2e/check-e2e-resources.sh	17	# Usage:	COMMENT
LOW	scripts/e2e/start-packager.sh	11	# Usage:	COMMENT
LOW	scripts/e2e/release-e2e-resources.sh	7	# Usage:	COMMENT

Fake / Example Data11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	packages/firestore/e2e/Pipeline.e2e.js	1706	phone: '555-0200',	CODE
LOW	packages/firestore/e2e/Pipeline.e2e.js	1835	data.fullName.should.equal('John Doe');	CODE
LOW	packages/auth/__tests__/auth.test.ts	260	currentUser: { email: 'user@example.com' },	CODE
LOW	packages/auth/__tests__/auth.test.ts	268	expect(generateQrCodeUrl).toHaveBeenCalledWith('secret-key', 'user@example.com', '[DEFAULT]');	CODE
LOW	packages/auth/__tests__/auth.test.ts	279	currentUser: { email: 'user@example.com' },	CODE
LOW	packages/auth/__tests__/auth.test.ts	288	'user@example.com',	CODE
LOW	packages/auth/__tests__/auth.test.ts	300	currentUser: { email: 'user@example.com' },	CODE
LOW⚡	packages/auth/e2e/phone.e2e.js	1	// const TEST_EMAIL = 'test@test.com';	COMMENT
LOW	packages/auth/e2e/user.e2e.js	1	const TEST_EMAIL = 'test@test.com';	CODE
LOW	packages/analytics/type-test.ts	150	initiateOnDeviceConversionMeasurementWithEmailAddress(analytics, 'user@example.com');	CODE
LOW	packages/analytics/lib/index.ts	1841	* @param {string} emailAddress - Email address, properly formatted complete with domain name e.g, 'user@example.com'.	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/app/firebase_spm.rb	863	# This file is `require`d from each RNFB podspec, which CocoaPods evaluates	COMMENT
MEDIUM	packages/app/ios_config.sh	23	# This file is installed as an Xcode build script in the project file	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…ative/java/io/invertase/firebase/common/SharedUtils.kt	140	* We need to check if app is in foreground otherwise the app will crash.	COMMENT

invertase/react-native-firebase

Open-Source Code Quality, Security and Technical Debt Review