Repository Analysis

tashfeenahmed/freellmapi

OpenAI-compatible proxy that stacks the free tiers of 16 LLM providers (~1.7B tokens/month) behind one /v1 endpoint — plus any custom OpenAI-compatible endpoint. Smart routing, automatic failover, encrypted keys. Personal experimentation only.

4.1 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of tashfeenahmed/freellmapi, a TypeScript project with 16,060 GitHub stars. SynthScan v2.0 examined 76,688 lines of code across 311 source files, recording 173 pattern matches distributed across 8 syntactic categories. The overall adjusted score of 4.1 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

4.1
Adjusted Score
4.1
Raw Score
100%
Time Factor
2026-07-11
Last Push
16.1K
Stars
TypeScript
Language
76.7K
Lines of Code
311
Files
173
Pattern Hits
2026-07-14
Scan Date
0.01
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 3MEDIUM 62LOW 108

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 173 distinct pattern matches across 8 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators49 hits · 148 pts
SeverityFileLineSnippetContext
MEDIUMdesktop/src/main.ts74 // ── popover IPC ──────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/__tests__/providers/google.test.ts413 // ── Streaming ──────────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/__tests__/providers/google.test.ts492 // ── timeoutMs plumbing ────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/lib/fallback-loop.ts47// ── Wall-clock retry budget ──────────────────────────────────────────────────COMMENT
MEDIUMserver/src/lib/fallback-loop.ts167// ── Upstream 401 handling (key-fatal, not request-fatal) ─────────────────────COMMENT
MEDIUMserver/src/lib/fallback-loop.ts217// ── Attempt trail ─────────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/lib/guardrails.ts58// ── Token budget (pre-flight) ────────────────────────────────────────────────COMMENT
MEDIUMserver/src/lib/sampling-params.ts103// ── Per-platform support policy ──────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/fallback.ts18// ── Bandit routing strategy ─────────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/anthropic.ts45// ── Request schema ──────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/anthropic.ts93// ── Response shape ──────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/anthropic.ts131// ── Auth (shared with the OpenAI route) ─────────────────────────────────────COMMENT
MEDIUMserver/src/routes/anthropic.ts142// ── Request translation: Anthropic → internal (OpenAI-shaped) ───────────────COMMENT
MEDIUMserver/src/routes/anthropic.ts306// ── Response translation: internal → Anthropic ──────────────────────────────COMMENT
MEDIUMserver/src/routes/anthropic.ts335// ── SSE helpers ─────────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/mcp.ts11// ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/mcp.ts29// ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/mcp.ts65// ── Tool implementations ─────────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/mcp.ts181// ── Tool registry ────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/mcp.ts238// ── JSON-RPC dispatch ────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/keys.ts365// ── Custom OpenAI-compatible providers (#117, #212) ───────────────────────COMMENT
MEDIUMserver/src/routes/keys.ts365// ── Custom OpenAI-compatible providers (#117, #212) ───────────────────────COMMENT
MEDIUMserver/src/routes/proxy.ts1173 // ── Fusion: multi-model synthesis ──────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/responses.ts35// ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/responses.ts52// ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/responses.ts64// ── Request schema ──────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/routes/responses.ts167// ── Translate a Responses request → internal chat messages + options ──────COMMENT
MEDIUMserver/src/routes/responses.ts239// ── Build the final (non-stream) Responses object ─────────────────────────COMMENT
MEDIUMserver/src/routes/auth.ts25// ── Brute-force throttle ──────────────────────────────────────────────────COMMENT
MEDIUMserver/src/services/router.ts242// ── Routing strategy (persisted) ────────────────────────────────────────────COMMENT
MEDIUMserver/src/services/router.ts261// ── Custom weights (persisted) ──────────────────────────────────────────────COMMENT
MEDIUMserver/src/services/router.ts304// ── Analytics stats cache (decay-weighted) ──────────────────────────────────COMMENT
MEDIUMserver/src/services/fusion.ts87// ── Saved fusion config (dashboard-managed default) ─────────────────────────COMMENT
MEDIUMserver/src/services/scoring.ts1// ── Bandit routing score ────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/services/scoring.ts53// ── Reliability ───────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/services/scoring.ts72// ── Speed (throughput + TTFB blended into one [0,1] axis) ───────────────────COMMENT
MEDIUMserver/src/services/scoring.ts109// ── Intelligence ────────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/services/scoring.ts117// ── Guardrail: free-quota headroom ──────────────────────────────────────────COMMENT
MEDIUMserver/src/services/scoring.ts132// ── Guardrail: live rate-limit penalty ──────────────────────────────────────COMMENT
MEDIUMserver/src/services/scoring.ts144// ── Beta sampler (Marsaglia & Tsang via two Gamma draws) ────────────────────COMMENT
MEDIUMserver/src/services/scoring.ts171// ── The combined score ──────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/services/model-groups.ts19// ── Settings keys ────────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/services/model-groups.ts42// ── Types ────────────────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/services/model-groups.ts60// ── Settings accessors ───────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/services/model-groups.ts90// ── Normalization ────────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/services/model-groups.ts131// ── Grouping ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMserver/src/services/model-groups.ts215// ── DB convenience ───────────────────────────────────────────────────────────COMMENT
MEDIUMclient/src/components/model-table.tsx72// ── One row of the unified table ────────────────────────────────────────────COMMENT
MEDIUMclient/src/lib/routing.ts172// ── Grouped (unified) rendering ──────────────────────────────────────────────COMMENT
Over-Commented Block60 hits · 60 pts
SeverityFileLineSnippetContext
LOWdesktop/src/preload.ts21COMMENT
LOWserver/src/app.ts81 app.use('/api/settings', requireAuth, settingsRouter);COMMENT
LOWserver/src/middleware/rateLimit.ts1import type { Request, Response, NextFunction } from 'express';COMMENT
LOWserver/src/providers/openai-compat.ts161 // (1) base URL points at a non-OpenAI-compatible API (Ollama's nativeCOMMENT
LOWserver/src/providers/google.ts741 // - bad/expired key → HTTP 400 INVALID_ARGUMENT / reason API_KEY_INVALIDCOMMENT
LOWserver/src/providers/index.ts101// emitted tool calls as text; the new router.huggingface.co meta-routerCOMMENT
LOWserver/src/providers/index.ts201// proprietary Agnes models are currently served at $0/token: live-probedCOMMENT
LOWserver/src/providers/index.ts221// returned 402 on every model — "Quota exceeded and account balance isCOMMENT
LOWserver/src/providers/index.ts261 },COMMENT
LOWserver/src/docs/docs-page.ts1// Self-contained API reference page served at `GET /v1/docs`.COMMENT
LOWserver/src/docs/openapi.ts1// Hand-written OpenAPI 3.0 description of the public `/v1` surface.COMMENT
LOW…_tests__/routes/responses-fallback-convergence.test.ts1import { describe, it, expect, beforeAll, beforeEach, vi } from 'vitest';COMMENT
LOWserver/src/lib/tool-args.ts1// Schema-aware repair of double-encoded tool-call arguments.COMMENT
LOWserver/src/lib/setup-code.ts1import crypto from 'crypto';COMMENT
LOWserver/src/lib/fallback-loop.ts1// One shared provider retry/fallback loop for every OpenAI-, Responses- andCOMMENT
LOWserver/src/lib/fallback-loop.ts41import { getSetting } from '../db/index.js';COMMENT
LOWserver/src/lib/fallback-loop.ts401COMMENT
LOWserver/src/lib/fallback-loop.ts561 // model behavior, not provider health — recordRetryableFailure alreadyCOMMENT
LOWserver/src/lib/guardrails.ts1// Request-level guardrails: two hard limits, both OFF by default so anCOMMENT
LOWserver/src/lib/content.ts61// shape variations free-tier providers emit. Complements normalizeOutboundContentCOMMENT
LOWserver/src/lib/wake-detect.ts1// Detect that the host slept (laptop lid closed, VM paused) and give theCOMMENT
LOWserver/src/lib/url-guard.ts1import dns from 'node:dns';COMMENT
LOWserver/src/lib/url-guard.ts21// existing local setups keep working, but blocked when the operatorCOMMENT
LOWserver/src/lib/proxy.ts321 url: string,COMMENT
LOWserver/src/lib/proxy.ts401}COMMENT
LOWserver/src/lib/structured-output.ts1// Structured-output enforcement for the fallback chain (#514 follow-up).COMMENT
LOWserver/src/lib/sampling-params.ts1// Extended sampling / output-shape parameters forwarded to providers.COMMENT
LOWserver/src/lib/sampling-params.ts101}COMMENT
LOWserver/src/lib/sampling-params.ts121COMMENT
LOWserver/src/lib/sampling-params.ts141 // Cohere's OpenAI-compat endpoint covers seed/penalties/response_format;COMMENT
LOWserver/src/lib/error-classify.ts1// Upstream-error classification shared by the proxy chat path, the responsesCOMMENT
LOWserver/src/lib/error-classify.ts41 // attaches err.status — this is the text fallback for errors that don't.COMMENT
LOWserver/src/lib/error-classify.ts61 // Dead-turn classes from the stream turn-integrity layer (#231 audit):COMMENT
LOWserver/src/lib/error-classify.ts81// the same request is fine on the provider's sibling key or on another provider,COMMENT
LOWserver/src/lib/process-safety-net.ts1// Process-level safety net for late network transport errors (fork-validated:COMMENT
LOWserver/src/routes/anthropic.ts21import { applyTokenBudget, tokenBudgetMessage } from '../lib/guardrails.js';COMMENT
LOWserver/src/routes/anthropic.ts41// default when a client somehow omits it.COMMENT
LOWserver/src/routes/anthropic.ts401COMMENT
LOWserver/src/routes/anthropic.ts801// the caller speaks Anthropic (sends an `anthropic-version` header, as ClaudeCOMMENT
LOWserver/src/routes/mcp.ts21//COMMENT
LOWserver/src/routes/keys.ts361 notice: noModelsNotice(platform),COMMENT
LOWserver/src/routes/proxy.ts41}COMMENT
LOWserver/src/routes/proxy.ts201 if (!token || !timingSafeStringEqual(token, unifiedKey)) {COMMENT
LOWserver/src/routes/proxy.ts421 parallel_tool_calls: z.boolean().nullable().optional(),COMMENT
LOWserver/src/routes/proxy.ts441// properties of undefined (reading '0')", which — once the SSE stream hasCOMMENT
LOWserver/src/routes/proxy.ts1361 // changes on a success, which returns), so compute it once here.COMMENT
LOWserver/src/routes/proxy.ts1481 if (handoff.injected) console.log(`[Proxy] Context handoff injected (session ${sessionKey.slice(0, 8)}…, model swiCOMMENT
LOWserver/src/routes/proxy.ts1761 // return a transport-level "success" the caller can't act on. MirrorsCOMMENT
LOWserver/src/routes/proxy.ts1801COMMENT
LOWserver/src/routes/responses.ts41// translates it to the internal chat-message format, runs it through the SAMECOMMENT
LOWserver/src/services/router.ts1041 // Tool-bearing requests skip models that can't emit structured tool_calls.COMMENT
LOWserver/src/services/router.ts1061 // max_tokens no longer excludes the model — the input must fit, notCOMMENT
LOWserver/src/services/anthropic-map.ts1import { z } from 'zod';COMMENT
LOWserver/src/services/ratelimit.ts301COMMENT
LOWserver/src/services/ratelimit.ts321// not yet seeded — common for ollama, cloudflare, nvidia, huggingface, mistral,COMMENT
LOWserver/src/services/ratelimit.ts361}COMMENT
LOWserver/src/services/cache.ts1// Opt-in exact-match response cache.COMMENT
LOWserver/src/services/scoring.ts1// ── Bandit routing score ────────────────────────────────────────────────────COMMENT
LOWshared/types.ts61 | 'opencode'COMMENT
LOWshared/types.ts81 // BazaarLink — OpenAI-compatible aggregator. Free 'auto:free' route picks anCOMMENT
Hyper-Verbose Identifiers36 hits · 37 pts
SeverityFileLineSnippetContext
LOWserver/src/__tests__/db/migrate/roundtrip.test.ts119function getLatestAppliedMigrationName(db: Database.Database): string {CODE
LOWserver/src/__tests__/db/migrate/roundtrip.test.ts143function getEnabledZenDeadPromoCount(db: Database.Database): number {CODE
LOWserver/src/lib/custom-provider-cleanup.ts3export function deleteUnusedCustomEndpointKey(db: Db, keyId: number | null | undefined) {CODE
LOWserver/src/lib/guardrails.ts49export function getRequestMaxTokensBudget(): number {CODE
LOWserver/src/lib/guardrails.ts54export function getMaxConsecutiveUpstreamFails(): number {CODE
LOWserver/src/lib/crypto.ts156export function isEncryptionKeyInitialized(): boolean {CODE
LOWserver/src/lib/error-redaction.ts14export function sanitizeProviderErrorMessage(message: unknown): string {CODE
LOWserver/src/lib/sampling-params.ts193export function platformDropsResponseFormat(platform: string): boolean {CODE
LOWserver/src/lib/sampling-params.ts214export function supportedParametersForPlatforms(platforms: string[], caps: { tools?: boolean } = {}): string[] {CODE
LOWserver/src/lib/error-classify.ts123export function isDailyQuotaExhaustedError(err: any): boolean {CODE
LOWserver/src/lib/error-classify.ts132export function isProviderBadRequestError(err: any): boolean {CODE
LOWserver/src/lib/error-classify.ts170export function isModelAccessForbiddenError(err: any): boolean {CODE
LOWserver/src/db/migrate/cli.ts104function updateDefaultMigrationRegistry(filename: string): void {CODE
LOWserver/src/db/migrate/runner.ts98function initializeMigrationTracking(db: Db): void {CODE
LOWserver/src/db/migrate/runner.ts173function runLatestDownMigrationSync(CODE
LOWserver/src/db/migrate/runner.ts213function getDefaultMigrationRecords(): MigrationRecord[] {CODE
LOWserver/src/db/migrate/runner.ts262function getMigrationFileExtension(options: MigrationRunnerOptions): '.ts' | '.js' {CODE
LOWserver/src/routes/proxy.ts585function completionPromptToMessages(prompt: string, suffix?: string): ChatMessage[] {CODE
LOWserver/src/services/model-state.ts77export function recordCatalogModelTombstone(CODE
LOWserver/src/services/model-state.ts93export function clearCatalogModelTombstone(CODE
LOWserver/src/services/model-state.ts164export function deleteTombstonedCatalogModels(db: Db): number {CODE
LOWserver/src/services/provider-quota.ts80export function getQuotaObservationContext(): QuotaObservationContext | undefined {CODE
LOWserver/src/services/provider-quota.ts209export function parseQuotaObservationsFromResponse(CODE
LOWserver/src/services/provider-quota.ts388export function recordQuotaObservationsFromResponse(CODE
LOWserver/src/services/provider-quota.ts404function normalizeExpiredQuotaState(db: ReturnType<typeof getDb>): void {CODE
LOWserver/src/services/router.ts423function usableKeyCountsByPlatform(db: Db): Map<string, number> {CODE
LOWserver/src/services/router.ts839export function resolveModelGroupCandidates(memberDbIds: number[]): ChainRow[] {CODE
LOWserver/src/services/context-handoff.ts111export function maybeInjectContextHandoff(params: {CODE
LOWserver/src/services/declarative-config.ts380export function applyDeclarativeConfigFromEnv(): DeclarativeConfigResult {CODE
LOWserver/src/services/ratelimit.ts193export function getProviderDailyRequestCap(platform: string): number | null {CODE
LOWserver/src/services/ratelimit.ts202function countPersistedProviderRequests(CODE
LOWserver/src/services/ratelimit.ts222export function providerDailyRequestCount(platform: string, keyId: number, now = Date.now()): number {CODE
LOWserver/src/services/ratelimit.ts376export function getCooldownDurationForLimit(CODE
LOWserver/src/services/model-groups.ts201export function resolveRequestedIdToMembers(requested: string, groups: ModelGroup[]): number[] | null {CODE
LOWserver/src/services/request-retention.ts35export function getRequestAnalyticsRetentionConfig(): RequestAnalyticsRetentionConfig {CODE
LOWclient/src/lib/utils.ts21export function formatSqliteUtcToLocalTime(CODE
Modern AI Meta-Vocabulary10 hits · 30 pts
SeverityFileLineSnippetContext
MEDIUMserver/src/__tests__/lib/guardrails.test.ts3// Unit tests for the request guardrails (ported from @coffcoe's fork): theCOMMENT
MEDIUMserver/src/__tests__/routes/custom-provider.test.ts361 // #470: custom models used to register with supports_tools = 0, so agenticCOMMENT
MEDIUMserver/src/__tests__/routes/custom-provider.test.ts361 // #470: custom models used to register with supports_tools = 0, so agenticCOMMENT
MEDIUMserver/src/__tests__/routes/proxy-auto-model.test.ts145 // #282: clients read a model's context window from /v1/models; advertise itCOMMENT
MEDIUMserver/src/lib/guardrails.ts1// Request-level guardrails: two hard limits, both OFF by default so anCOMMENT
MEDIUMserver/src/db/model-pricing.ts64 // Groq (compound is an agentic pipeline — estimated at its underlyingCOMMENT
MEDIUMserver/src/routes/fallback.ts20// breakdown (reliability / speed / intelligence + guardrails).COMMENT
MEDIUMserver/src/routes/settings.ts82// Get the request guardrails (per-request token budget + failover circuitCOMMENT
MEDIUMserver/src/routes/settings.ts83// breaker). Both default to 0 = disabled; see lib/guardrails.ts.COMMENT
MEDIUMserver/src/routes/settings.ts96// Update the guardrails. Partial: send just the knob you want to change.COMMENT
Magic Placeholder Names3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHclient/src/pages/MediaDetailPage.tsx44 const key = keyData?.apiKey || 'YOUR_API_KEY'CODE
HIGHclient/src/pages/ModelDetailPage.tsx112 -H "Authorization: Bearer ${keyData?.apiKey || 'YOUR_API_KEY'}" \\CODE
HIGHclient/src/pages/EmbeddingDetailPage.tsx49 const key = keyData?.apiKey || 'YOUR_API_KEY'CODE
Fake / Example Data12 hits · 14 pts
SeverityFileLineSnippetContext
LOWserver/src/__tests__/routes/auth-setup-code.test.ts37const CREDS = { email: 'admin@example.com', password: 'supersecret' };CODE
LOWserver/src/__tests__/routes/auth.test.ts58 const { status, body } = await call(app, 'POST', '/api/auth/setup', { email: 'admin@example.com', password: 'superseCODE
LOWserver/src/__tests__/routes/auth.test.ts71 const ok = await call(app, 'POST', '/api/auth/login', { email: 'admin@example.com', password: 'supersecret' });CODE
LOWserver/src/__tests__/routes/auth.test.ts75 const bad = await call(app, 'POST', '/api/auth/login', { email: 'admin@example.com', password: 'wrongpassword' });CODE
LOWserver/src/__tests__/routes/auth.test.ts82 expect(body).toMatchObject({ needsSetup: false, authenticated: true, email: 'admin@example.com' });CODE
LOWserver/src/__tests__/routes/auth.test.ts86 const login = await call(app, 'POST', '/api/auth/login', { email: 'admin@example.com', password: 'supersecret' });CODE
LOWclient/src/i18n/locales/zh-CN.json545 "placeholder": "搜索页面、模型、操作…",CODE
LOWclient/src/i18n/locales/en.json562 "placeholder": "Search pages, models, actions…",CODE
LOWclient/src/i18n/locales/it.json545 "placeholder": "Cerca pagine, modelli, azioni…",CODE
LOWclient/src/i18n/locales/fr.json545 "placeholder": "Rechercher des pages, modèles, actions…",CODE
LOWclient/src/i18n/locales/pt-BR.json545 "placeholder": "Buscar páginas, modelos, ações…",CODE
LOWclient/src/i18n/locales/es.json545 "placeholder": "Buscar páginas, modelos, acciones…",CODE
AI Slop Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMserver/src/lib/error-classify.ts10 // This structured check is the robust primary signal; the message-substringCOMMENT
MEDIUMserver/src/services/fusion.ts68 // the whole request — a panel is robust to missing members by design.COMMENT
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMserver/src/__tests__/lib/structured-output.test.ts26 const r = enforceJsonContent('Sure! Here is the requested JSON: {"name":"Ada","tags":["a","b"]} Let me know if you nCODE