2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

5.4K

Stars

TypeScript

Language

121.3K

Lines of Code

774

Files

148

Pattern Hits

2026-10-31

Scan Date

0.01

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 6.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 113 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.4/100 · LOW

Are imports declared and package/API names verified? 35 finding(s).

Agent Over-Engineering Ratio 2.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 72 finding(s).

PR Review Velocity Impact 7.7/100 · LOW

Which changes need focused human review? 148 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 8MEDIUM 3LOW 137

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 148 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.

Hyper-Verbose Identifiers72 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW	scripts/docs/src/utils.ts	83	export async function createOrUpdateGitHubComment(	CODE
LOW	scripts/docs/src/generate-cli-docs.ts	114	function createBracketAwareTextNodes(text: string): PhrasingContent[] {	CODE
LOW	scripts/docs/src/json-schema/markdown-renderer.ts	96	export function makeAllowedKeysBulletNode(	CODE
LOW	scripts/docs/src/json-schema/markdown-renderer.ts	171	export function renderPropertiesToMarkdown(	CODE
LOW	packages/new-compiler/tests/helpers/setup-fixture.ts	420	export async function findTranslationServerPort(): Promise<number \| null> {	CODE
LOW	…es/new-compiler/src/translators/lingo/model-factory.ts	176	export function validateAndGetApiKeys(	CODE
LOW	packages/new-compiler/src/plugin/cleanup.ts	1	export function registerCleanupOnCurrentProcess({	CODE
LOW	packages/new-compiler/src/plugin/build-translator.ts	322	function formatCacheValidationError(	CODE
LOW	…ages/new-compiler/src/plugin/transform/process-file.ts	102	function shouldSkipTranslationForElement(	CODE
LOW	packages/new-compiler/src/plugin/transform/utils.ts	266	export function constructServerTranslationHookCall({	CODE
LOW	packages/new-compiler/src/plugin/transform/metadata.ts	67	function isTranslatableMetadataField(fieldPath: string): boolean {	CODE
LOW	packages/new-compiler/src/plugin/transform/metadata.ts	83	function isNextGenerateMetadataFunction(path: NodePath<t.FunctionDeclaration>) {	CODE
LOW	packages/new-compiler/src/plugin/transform/metadata.ts	93	function getNextMetadataObjectOrNull(	CODE
LOW	packages/new-compiler/src/plugin/transform/metadata.ts	203	function transformMetadataFunction(	CODE
LOW	packages/new-compiler/src/plugin/transform/metadata.ts	252	export function processNextStaticMetadata(	CODE
LOW	packages/new-compiler/src/plugin/transform/metadata.ts	294	export function processNextDynamicMetadata(	CODE
LOW	…es/new-compiler/src/plugin/transform/parse-override.ts	203	export function processOverrideAttributes(	CODE
LOW	packages/new-compiler/src/utils/tracking-events.ts	13	export function sanitizeConfigForTracking(config: LingoConfig) {	CODE
LOW	packages/new-compiler/src/virtual/code-generator.ts	30	export function generateServerLocaleModule(config: LingoConfig): string {	CODE
LOW	packages/new-compiler/src/virtual/code-generator.ts	41	export function generateClientLocaleModule(config: LingoConfig): string {	CODE
LOW	…-compiler/src/translation-server/translation-server.ts	840	export async function startOrGetTranslationServer(	CODE
LOW	…/new-compiler/src/react/next/cookie-locale-resolver.ts	39	export function createNextCookieLocaleResolver(	CODE
LOW	…ges/new-compiler/src/react/server-only/translations.ts	104	export async function fetchTranslationsOnServer(	CODE
LOW	packages/cli/src/cli/cmd/run/execute.ts	127	function createWorkerStatusMessage(args: {	CODE
LOW	packages/cli/src/cli/cmd/run/execute.ts	142	function createExecutionProgressMessage(ctx: CmdRunContext) {	CODE
LOW	packages/cli/src/cli/utils/errors.ts	160	export function createPreviousErrorContext(errorDetails: ErrorDetail[]) {	CODE
LOW	packages/cli/src/cli/utils/cloudflare-status.ts	23	export function formatCloudflareStatusMessage(	CODE
LOW	packages/cli/src/cli/utils/buckets.ts	395	function buildLocalePlaceholderSegment(	CODE
LOW	packages/cli/src/cli/utils/find-locale-paths.ts	35	function findLocaleFilesWithExtension(ext: string) {	CODE
LOW	packages/cli/src/cli/utils/find-locale-paths.ts	91	function findLocaleFilesForFilename(fileName: string) {	CODE
LOW	packages/cli/src/cli/utils/exit-gracefully.ts	20	function checkForPendingOperations(): boolean {	CODE
LOW	packages/cli/src/cli/localizer/lingodotdev.ts	8	export default function createLingoDotDevLocalizer(	CODE
LOW	packages/cli/src/cli/loaders/xcode-stringsdict.ts	14	export default function createXcodeStringsdictLoader(): ILoader<	CODE
LOW	packages/cli/src/cli/loaders/locked-patterns.ts	64	export default function createLockedPatternsLoader(	CODE
LOW	packages/cli/src/cli/loaders/index.spec.ts	4523	function mockFileOperationsForPaths(input: Record<string, string>) {	CODE
LOW	packages/cli/src/cli/loaders/ensure-key-order.ts	5	export default function createEnsureKeyOrderLoader(): ILoader<	CODE
LOW	packages/cli/src/cli/loaders/json-dictionary.ts	7	export default function createJsonDictionaryLoader(): ILoader<	CODE
LOW	packages/cli/src/cli/loaders/android.ts	847	function createResourceNodeFromValue(	CODE
LOW	packages/cli/src/cli/loaders/android.ts	1048	function cloneResourceNodeFromLookup(	CODE
LOW	packages/cli/src/cli/loaders/android.ts	1427	function appendSegmentToNearestResource(	CODE
LOW	packages/cli/src/cli/loaders/preserved-keys.ts	6	export default function createPreservedKeysLoader(	CODE
LOW	packages/cli/src/cli/loaders/xcode-xcstrings-v2.ts	22	function getRequiredPluralCategories(locale: string): string[] {	CODE
LOW	packages/cli/src/cli/loaders/unlocalizable.ts	9	export default function createUnlocalizableLoader(	CODE
LOW	packages/cli/src/cli/loaders/plutil-json-loader.ts	5	export default function createPlutilJsonTextLoader(): ILoader<string, string> {	CODE
LOW	packages/cli/src/cli/loaders/xcode-xcstrings.ts	5	export default function createXcodeXcstringsLoader(	CODE
LOW	packages/cli/src/cli/loaders/ejs.ts	122	function reconstructEjsWithTranslation(	CODE
LOW	packages/cli/src/cli/loaders/mdx.ts	75	export function createDoubleSerializationLoader(): ILoader<string, string> {	CODE
LOW	packages/cli/src/cli/loaders/variable/index.ts	101	function getFormatSpecifierPattern(type: VariableLoaderParams["type"]): RegExp {	CODE
LOW	packages/cli/src/cli/loaders/typescript/index.ts	64	function extractStringsFromDefaultExport(ast: t.File): Record<string, any> {	CODE
LOW	packages/cli/src/cli/loaders/typescript/index.ts	193	function updateStringsInDefaultExport(	CODE
LOW	packages/cli/src/cli/loaders/typescript/index.ts	220	function updateStringsInObjectExpression(	CODE
LOW	packages/cli/src/cli/loaders/typescript/index.ts	276	function updateStringsInArrayExpression(	CODE
LOW	packages/cli/src/cli/loaders/typescript/index.ts	320	function updateStringsInExportedIdentifier(	CODE
LOW	packages/cli/src/cli/loaders/formatters/_base.ts	11	export function createBaseFormatterLoader(	CODE
LOW	packages/cli/src/cli/loaders/mdx2/frontmatter-split.ts	6	export default function createMdxFrontmatterSplitLoader(): ILoader<string, RawMdx> {	CODE
LOW	…kages/cli/src/cli/loaders/mdx2/localizable-document.ts	5	export default function createLocalizableMdxDocumentLoader(): ILoader<	CODE
LOW	packages/cli/src/cli/loaders/mdx2/section-split.ts	87	export default function createMdxSectionSplitLoader(): ILoader<	CODE
LOW	packages/cli/src/cli/loaders/mdx2/section-split.ts	450	function createSectionsFromBoundaries(	CODE
LOW	packages/cli/src/cli/loaders/mdx2/code-placeholder.ts	35	function ensureSurroundingImageNewlines(_content: string) {	CODE
LOW	packages/cli/src/cli/loaders/mdx2/code-placeholder.ts	66	function ensureTrailingFenceNewline(_content: string) {	CODE
12 more matches not shown…

Magic Placeholder Names8 hits · 55 pts

Severity	File	Line	Snippet	Context
HIGH⚡	packages/compiler/src/index.ts	458	} <your-api-key>	CODE
HIGH⚡	packages/compiler/src/index.ts	461	}=<your-api-key> to .env file in every project that uses Lingo.dev Localization Compiler	CODE
HIGH⚡	packages/compiler/src/index.ts	464	}=<your-api-key> in your terminal before running the compiler to set the API key for the current session	CODE
HIGH	packages/compiler/src/lib/lcp/api/index.ts	460	• Session-wide: export ${details.apiKeyEnvVar}=<your-api-key>	CODE
HIGH	packages/compiler/src/lib/lcp/api/index.ts	461	• Project-wide / CI: add ${details.apiKeyEnvVar}=<your-api-key> to your pipeline environment variables	CODE
HIGH⚡	packages/compiler/src/lib/lcp/api/index.ts	503	1. User-wide: Run npx lingo.dev@latest config set ${details.apiKeyConfigKey} <your-api-key>	CODE
HIGH⚡	packages/compiler/src/lib/lcp/api/index.ts	504	2. Project-wide: Add ${details.apiKeyEnvVar}=<your-api-key> to .env file in every project that uses Lingo.dev Lo	CODE
HIGH⚡	packages/compiler/src/lib/lcp/api/index.ts	505	3 Session-wide: Run export ${details.apiKeyEnvVar}=<your-api-key> in your terminal before running the compiler t	CODE

Structural Annotation Overuse20 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW⚡	.claude/commands/create-bucket-docs.md	24	### Step 1: Install Lingo.dev CLI	COMMENT
LOW⚡	.claude/commands/create-bucket-docs.md	34	### Step 2: Authenticate	COMMENT
LOW⚡	.claude/commands/create-bucket-docs.md	44	### Step 3: Initialize Project	COMMENT
LOW⚡	.claude/commands/create-bucket-docs.md	54	### Step 4: Configure [BUCKET_TYPE] Bucket	COMMENT
LOW	.claude/commands/create-bucket-docs.md	77	### Step 5: Create File Structure	COMMENT
LOW	.claude/commands/create-bucket-docs.md	101	### Step 6: Run Translation	COMMENT
LOW	.claude/commands/create-bucket-docs.md	119	### Step 7: Verify Results	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	160	// Step 1: Determine which hashes we need to work with	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	167	// Step 2: Check cache first (same for all locales, including source)	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	170	// Step 3: Determine what needs translation/pluralization	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	197	// Step 4: Filter metadata to only uncached entries	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	204	// Step 5: Process pluralization for filtered entries	COMMENT
LOW	…es/new-compiler/src/translators/translation-service.ts	216	// Step 6: Separate overridden entries from entries that need translation	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	239	// Step 7: Prepare entries for translation (excluding overridden ones)	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	245	// Step 8: Translate or return source text	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	302	// Step 5: Update cache with successful translations (skip for pseudo)	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	312	// Step 6: Merge and return	COMMENT
LOW	…/new-compiler/src/translators/pluralization/service.ts	271	// Step 1: Detect plural candidates using pattern matching	COMMENT
LOW⚡	…/new-compiler/src/translators/pluralization/service.ts	294	// Step 2: Generate ICU formats with batching	COMMENT
LOW⚡	…/new-compiler/src/translators/pluralization/service.ts	298	// Step 3: Validate and update metadata entries	COMMENT

Fake / Example Data27 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW	integrations/directus/docker-compose.yml	14	ADMIN_EMAIL: "admin@example.com"	CODE
LOW	…es/new-compiler/src/plugin/transform/transform.test.ts	1579	expect(entry.context.attributeName).toBe("placeholder");	CODE
LOW	…es/new-compiler/src/plugin/transform/transform.test.ts	1679	expect(attributeNames).toContain("placeholder");	CODE
LOW	…es/new-compiler/src/plugin/transform/transform.test.ts	1804	expect(entry.context.attributeName).toBe("placeholder");	CODE
LOW	…ages/new-compiler/src/plugin/transform/process-file.ts	91	"placeholder",	CODE
LOW	packages/cli/demo/json/es/example.json	11	"name": "John Doe"	CODE
LOW	packages/cli/demo/json/en/example.json	11	"name": "John Doe"	CODE
LOW	packages/cli/demo/yaml/es/example.yml	5	display_name: "John Doe"	CODE
LOW	packages/cli/demo/yaml/en/example.yml	5	display_name: "John Doe"	CODE
LOW	packages/cli/src/cli/utils/element-extraction.ts	138	input: ["placeholder", "title"],	CODE
LOW	packages/cli/src/cli/utils/element-extraction.ts	139	textarea: ["placeholder", "title"],	CODE
LOW	packages/cli/src/cli/loaders/markdoc.spec.ts	504	expect(output["fm-attr-author"]).toBe("John Doe");	CODE
LOW	packages/cli/src/cli/loaders/twig.ts	19	input: ["placeholder", "title", "aria-label"],	CODE
LOW	packages/cli/src/cli/loaders/twig.ts	20	textarea: ["placeholder", "title", "aria-label"],	CODE
LOW	packages/cli/src/cli/loaders/po/index.spec.ts	163	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod "	CODE
LOW	packages/cli/src/cli/loaders/po/index.spec.ts	163	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod "	CODE
LOW⚡	packages/cli/src/cli/loaders/po/index.spec.ts	178	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod "	CODE
LOW⚡	packages/cli/src/cli/loaders/po/index.spec.ts	178	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod "	CODE
LOW⚡	packages/cli/src/cli/loaders/po/index.spec.ts	185	msgid "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore mag	CODE
LOW⚡	packages/cli/src/cli/loaders/po/index.spec.ts	185	msgid "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore mag	CODE
LOW	packages/sdk/src/index.spec.ts	358	json: async () => ({ id: "usr_abc", email: "user@example.com" }),	CODE
LOW	packages/sdk/src/index.spec.ts	371	expect(result).toEqual({ id: "usr_abc", email: "user@example.com" });	CODE
LOW	packages/sdk/src/index.ts	704	input: ["placeholder"],	CODE
LOW	packages/react/src/core/component.spec.tsx	119	const formatName = () => "John Doe";	CODE
LOW	packages/compiler/src/jsx-attribute.spec.ts	16	Lorem ipsum <a href="https://example.com" title="Dolor link">dolor</a> sit amet.	CODE
LOW	packages/compiler/src/jsx-attribute.spec.ts	21	Lorem ipsum	CODE
LOW	packages/compiler/src/utils/jsx-attribute-scope.ts	37	"placeholder",	CODE

Verbosity Indicators13 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	160	// Step 1: Determine which hashes we need to work with	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	167	// Step 2: Check cache first (same for all locales, including source)	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	170	// Step 3: Determine what needs translation/pluralization	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	197	// Step 4: Filter metadata to only uncached entries	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	204	// Step 5: Process pluralization for filtered entries	COMMENT
LOW	…es/new-compiler/src/translators/translation-service.ts	216	// Step 6: Separate overridden entries from entries that need translation	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	239	// Step 7: Prepare entries for translation (excluding overridden ones)	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	245	// Step 8: Translate or return source text	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	302	// Step 5: Update cache with successful translations (skip for pseudo)	COMMENT
LOW⚡	…es/new-compiler/src/translators/translation-service.ts	312	// Step 6: Merge and return	COMMENT
LOW	…/new-compiler/src/translators/pluralization/service.ts	271	// Step 1: Detect plural candidates using pattern matching	COMMENT
LOW⚡	…/new-compiler/src/translators/pluralization/service.ts	294	// Step 2: Generate ICU formats with batching	COMMENT
LOW⚡	…/new-compiler/src/translators/pluralization/service.ts	298	// Step 3: Validate and update metadata entries	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/cli/src/cli/cmd/i18n.ts	528	// Use robust error type detection	COMMENT
MEDIUM	packages/cli/src/cli/utils/errors.ts	101	// Type guard functions for robust error detection	COMMENT

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…ckages/new-compiler/src/plugin/transform/utils.test.ts	161	// return Inner;	COMMENT
LOW	packages/cli/src/cli/utils/exec.spec.ts	1	import { describe, it, expect, vi } from "vitest";	COMMENT
LOW	packages/cli/src/cli/loaders/mdx2/code-placeholder.ts	1	import { ILoader } from "../_types";	COMMENT
LOW	packages/compiler/src/jsx-attribute-scope-inject.ts	61	t.stringLiteral(key),	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/cli/src/cli/loaders/po/index.spec.ts	83	# This file is distributed under the same license as the PACKAGE package.	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	demo/new-compiler-vite-react-spa/analyze-bundle.sh	13	# Check if build exists	COMMENT

lingodotdev/lingo.dev

Open-Source Code Quality, Security and Technical Debt Review