AI Slop Code Risk Monitor

angular/angularfire

Name: angular/angularfire — TypeScript Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Angular + Firebase = ❤️

0.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for angular/angularfire, a TypeScript project with 7,793 GitHub stars. SynthScan examined 82,816 lines of code across 485 source files, recording 36 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 0.5 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

0.5

Adjusted Signal

0.5

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

7.8K

Stars

TypeScript

Language

82.8K

Lines of Code

485

Files

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 2.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 36 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 28 finding(s).

PR Review Velocity Impact 2.3/100 · LOW

Which changes need focused human review? 36 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 1LOW 35

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 36 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.

Hyper-Verbose Identifiers28 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	tools/build.ts	314	async function replacePackageCoreVersion() {	CODE
LOW	tools/build.ts	330	async function writeVersionOverPlaceholder(root: { version: string }) {	CODE
LOW	docs/messaging.md	219	async function createNotificationAndCache(	CODE
LOW	site/src/shortcodes/includecode/snippets.js	14	function removeSectionsFromSnippet(lines/* string[]*/) {	CODE
LOW	site/src/shortcodes/includecode/snippets.js	46	function removeFirstLineAfterComments(lines /: string[]/) {	CODE
LOW	src/zones.ts	89	function warnOutsideInjectionContext(original: any, logLevel: LogLevel) {	CODE
LOW	src/database/database.module.ts	20	export function defaultDatabaseInstanceFactory(provided: FirebaseDatabase[]\|undefined, defaultApp: FirebaseApp) {	CODE
LOW	src/compat/database/list/data-operation.ts	4	export function createDataOperationMethod(ref: DatabaseReference, operation: string) {	CODE
LOW	src/app/app.module.ts	17	export function defaultFirebaseAppFactory(provided: FirebaseApp[]\|undefined) {	CODE
LOW	src/firestore/firestore.module.ts	20	export function defaultFirestoreInstanceFactory(provided: FirebaseFirestore[]\|undefined, defaultApp: FirebaseApp) {	CODE
LOW	src/firestore/lite/lite.module.ts	20	export function defaultFirestoreInstanceFactory(provided: FirebaseFirestore[]\|undefined, defaultApp: FirebaseApp) {	CODE
LOW	src/auth/auth.module.ts	19	export function defaultAuthInstanceFactory(provided: FirebaseAuth[]\|undefined, defaultApp: FirebaseApp) {	CODE
LOW	src/app-check/app-check.module.ts	30	export function defaultAppCheckInstanceFactory(provided: (FirebaseAppCheck\|undefined)[]\|undefined, defaultApp: FirebaseA	CODE
LOW	src/remote-config/remote-config.module.ts	20	export function defaultRemoteConfigInstanceFactory(	CODE
LOW	src/remote-config/remote-config.module.ts	30	export function remoteConfigInstanceFactory(fn: (injector: Injector) => FirebaseRemoteConfig) {	CODE
LOW	src/storage/storage.module.ts	20	export function defaultStorageInstanceFactory(provided: FirebaseStorage[]\|undefined, defaultApp: FirebaseApp) {	CODE
LOW	src/functions/functions.module.ts	20	export function defaultFunctionsInstanceFactory(provided: FirebaseFunctions[]\|undefined, defaultApp: FirebaseApp) {	CODE
LOW	src/data-connect/data-connect.module.ts	17	export function defaultDataConnectInstanceFactory(provided: DataConnect[]\|undefined, defaultApp: FirebaseApp) {	CODE
LOW	src/data-connect/data-connect.module.ts	21	export function dataConnectInstanceFactory(fn: (injector: Injector) => DataConnect) {	CODE
LOW	src/performance/performance.module.ts	20	export function defaultPerformanceInstanceFactory(	CODE
LOW	src/performance/performance.module.ts	31	export function performanceInstanceFactory(fn: (injector: Injector) => FirebasePerformance) {	CODE
LOW	src/messaging/messaging.module.ts	20	export function defaultMessagingInstanceFactory(provided: FirebaseMessaging[]\|undefined, defaultApp: FirebaseApp, platfo	CODE
LOW	src/schematics/utils.ts	82	export function getFirebaseProjectNameFromHost(	CODE
LOW	src/schematics/utils.ts	136	export function connectorConfigObjectLiteral(connectorConfig: ConnectorConfig): string {	CODE
LOW	src/schematics/utils.ts	146	export function resolveDataConnectProviderConfig(	CODE
LOW	src/schematics/utils.ts	385	export function setupTanstackDependencies(	CODE
LOW	src/schematics/firebaserc.ts	17	export function getFirebaseProjectNameFromFs(	CODE
LOW	src/analytics/analytics.module.ts	22	export function defaultAnalyticsInstanceFactory(provided: FirebaseAnalytics[]\|undefined, defaultApp: FirebaseApp, platfo	CODE

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	docs/deploy/getting-started.md	11	## Step 1: add `@angular/fire` to your project	COMMENT
LOW	docs/deploy/getting-started.md	61	## Step 2: deploying the project	COMMENT
LOW	docs/deploy/getting-started.md	90	## Step 3: customization	COMMENT

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/codeql-analysis.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/codeql-analysis.yml	61	# ℹ️ Command-line programs to run using the OS shell.	COMMENT
LOW	src/app/app.ts	1	import { FirebaseApp as IFirebaseApp, getApps } from 'firebase/app';	COMMENT
LOW	src/schematics/deploy/actions.ts	61	resolve(Buffer.concat(chunks));	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	sample/README.md	44	## Code scaffolding	COMMENT