AI Slop Code Risk Monitor

lbjlaq/Antigravity-Manager

SlopCodeMonitor badge for lbjlaq/Antigravity-Manager Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Professional Antigravity Account Manager & Switcher. One-click seamless account switching for Antigravity Tools. Built with Tauri v2 + React (Rust).专业的 Antigravity 账号管理与切换工具。为 Antigravity 提供一键无缝账号切换功能。

1.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for lbjlaq/Antigravity-Manager, a Rust project with 32,719 GitHub stars. SynthScan examined 243,575 lines of code across 373 source files, recording 180 pattern matches distributed across 10 syntactic categories. The legacy adjusted pattern signal is 1.3 (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.

1.3
Adjusted Signal
1.3
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
32.7K
Stars
Rust
Language
243.6K
Lines of Code
373
Files
180
Pattern Hits
2026-10-31
Scan Date
0.06
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 2.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 86 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.6/100 · LOW

Are imports declared and package/API names verified? 67 finding(s).

Agent Over-Engineering Ratio 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 32 finding(s).

PR Review Velocity Impact 7.0/100 · LOW

Which changes need focused human review? 180 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 21MEDIUM 35LOW 124

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 180 distinct pattern matches across 10 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.

Decorative Section Separators26 hits · 78 pts
SeverityFileLineSnippetContext
MEDIUMsrc-tauri/src/proxy/token_manager.rs2747 // ── 动态模型授权过滤 ────────────────────────────────────────────────COMMENT
MEDIUMsrc-tauri/src/proxy/pipeline/inbound.rs1454 // ════════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc-tauri/src/proxy/pipeline/inbound.rs1456 // ════════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc-tauri/src/proxy/pipeline/inbound.rs1521 // ════════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc-tauri/src/proxy/pipeline/inbound.rs1523 // ════════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs885 // ═════════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs889 // ═════════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs909 // ── gemini-3.5-flash (canonical) ───────────────────────────────COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs941 // ── gemini-3.5-flash-high ──────────────────────────────────────COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs972 // ── gemini-3.5-flash-medium (fixed → SPEC_35_FLASH_LOW) ────────COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs1002 // ── gemini-3.5-flash-low (fixed → SPEC_35_FLASH_EXTRA_LOW) ─────COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs1035 // ── gemini-3.1-pro (canonical) ─────────────────────────────────COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs1063 // ── gemini-3.1-pro-high (same canonical arm) ───────────────────COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs1093 // ── gemini-pro (same canonical arm) ────────────────────────────COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs1111 // ── gemini-3.1-pro-low (fixed → SPEC_31_PRO_LOW) ──────────────COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs1156 // ── Claude family ──────────────────────────────────────────────COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs1174 // ── GPT OSS ────────────────────────────────────────────────────COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs1220 // ═════════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs1223 // ═════════════════════════════════════════════════════════════════════COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs1291 // ── gemini-pro (HonorTier → same as gemini-3.1-pro) ────────────COMMENT
MEDIUMsrc-tauri/src/proxy/common/variant_mapping.rs1309 // ── gemini-3-flash (HonorTier → same as gemini-3.5-flash) ──────COMMENT
MEDIUMsrc/config/__tests__/modelConfig.test.ts95// ── getModelDisplayName ──────────────────────────────────────────────────────COMMENT
MEDIUMsrc/config/__tests__/modelConfig.test.ts119// ── findQuotaModel ──────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/config/__tests__/modelConfig.test.ts143// ── resolveQuotaModels image-selector regression ──────────────────────────────COMMENT
MEDIUMsrc/config/__tests__/modelConfig.test.ts189// ── findImageQuotaModel ───────────────────────────────────────────────────COMMENT
MEDIUMsrc/config/__tests__/modelConfig.test.ts204// ── ensurePinnedImageSelector (account management pin gap) ─────────────────COMMENT
Over-Commented Block66 hits · 66 pts
SeverityFileLineSnippetContext
LOWsrc-tauri/src/constants.rs221/// Antigravity 官方内部代码仓库 (Google Piper Monorepo) 变更集编号 (Changelist Number / CL)COMMENT
LOWsrc-tauri/src/lib.rs341COMMENT
LOWsrc-tauri/src/proxy/session_manager.rs181 }COMMENT
LOWsrc-tauri/src/proxy/thinking_store.rs1//! Server-side full thinking-block store.COMMENT
LOWsrc-tauri/src/proxy/thinking_store.rs2641 normalize_signature_for_comparison(a) == normalize_signature_for_comparison(b)COMMENT
LOWsrc-tauri/src/proxy/thinking_store.rs2661///COMMENT
LOWsrc-tauri/src/proxy/config.rs881 /// - true: 允许局域网访问 0.0.0.0COMMENT
LOWsrc-tauri/src/proxy/config.rs961 #[serde(default)]COMMENT
LOWsrc-tauri/src/proxy/config.rs981 #[serde(default)]COMMENT
LOWsrc-tauri/src/proxy/config.rs1001COMMENT
LOWsrc-tauri/src/proxy/cache_manager.rs1//! Context Cache Manager — Multi-Layer Split CacheCOMMENT
LOWsrc-tauri/src/proxy/token_manager.rs3961 "Account marked with transient failure cooldown in rate limit tracker and unbound from sticky sessions"COMMENT
LOWsrc-tauri/src/proxy/signature_cache.rs41/// Triple-layer signature cache to handle:COMMENT
LOWsrc-tauri/src/proxy/rate_limit.rs61 normalize_image_model_id(model_key).is_some()COMMENT
LOWsrc-tauri/src/proxy/middleware/monitor.rs261/// 面板「捕获健康请求」胶囊开关(`capture_health_logs`)**默认关闭**。关闭时:COMMENT
LOWsrc-tauri/src/proxy/pipeline/auto_heal.rs1//! 纯思考空回复流式自愈管道(Thinking Dropout Auto-Healing Pipeline)COMMENT
LOWsrc-tauri/src/proxy/pipeline/stream_lifecycle.rs1//! 出站流生命周期通用驱动器(模板方法模式)COMMENT
LOWsrc-tauri/src/proxy/pipeline/inbound.rs101 // 遵循 Google v1internal 规则:一个 model 轮次内仅首个部件需带签名,后续部件可不带签名;COMMENT
LOWsrc-tauri/src/proxy/pipeline/inbound.rs581COMMENT
LOWsrc-tauri/src/proxy/pipeline/inbound.rs801 "[InboundPipeline] Normalized {} tool call/response ID(s) to canonical 'call_...' format",COMMENT
LOWsrc-tauri/src/proxy/pipeline/inbound.rs1021 ///COMMENT
LOWsrc-tauri/src/proxy/pipeline/inbound.rs1801 degradedCOMMENT
LOWsrc-tauri/src/proxy/tests/ultra_priority_tests.rs1//! Ultra Priority Tests for High-End Models (Opus 4.6/4.5)COMMENT
LOWsrc-tauri/src/proxy/tests/security_ip_tests.rs681// ============================================================================COMMENT
LOWsrc-tauri/src/proxy/tests/security_integration_tests.rs61COMMENT
LOWsrc-tauri/src/proxy/tests/security_integration_tests.rs101COMMENT
LOWsrc-tauri/src/proxy/tests/security_integration_tests.rs221COMMENT
LOWsrc-tauri/src/proxy/adapters/apply_patch_preflight.rs1//! apply_patch **pre-flight 自动修复**:在把 V4A patch 发给 Codex apply 之前,读目标文件比对,COMMENT
LOWsrc-tauri/src/proxy/adapters/apply_patch_preflight.rs21use serde_json::Value;COMMENT
LOWsrc-tauri/src/proxy/adapters/apply_patch_preflight.rs241COMMENT
LOWsrc-tauri/src/proxy/adapters/apply_patch_preflight.rs261///COMMENT
LOWsrc-tauri/src/proxy/common/model_mapping.rs641 custom_mapping: &std::collections::HashMap<String, String>,COMMENT
LOWsrc-tauri/src/proxy/common/client_adapter.rs1use super::client_adapters::OpencodeAdapter;COMMENT
LOWsrc-tauri/src/proxy/common/variant_mapping.rs1//! Canonical model + variant → real model ID + real params.COMMENT
LOWsrc-tauri/src/proxy/common/json_schema.rs21COMMENT
LOWsrc-tauri/src/proxy/common/client_adapters/opencode.rs1use super::super::client_adapter::{COMMENT
LOWsrc-tauri/src/proxy/mappers/prompt_sanitizer.rs1//! Prompt Sanitizer Pipeline ModuleCOMMENT
LOWsrc-tauri/src/proxy/mappers/prompt_sanitizer.rs21//! 且思考块文本严禁执行任何破坏性修改,保全数字签名与哈希一致性;COMMENT
LOWsrc-tauri/src/proxy/mappers/prompt_sanitizer.rs61static RE_CODE_BLOCK_PLACEHOLDER: Lazy<Regex> =COMMENT
LOWsrc-tauri/src/proxy/mappers/prompt_sanitizer.rs81pub const OFFICIAL_ANTIGRAVITY_IDENTITY: &str =COMMENT
LOWsrc-tauri/src/proxy/mappers/common_utils.rs181///COMMENT
LOWsrc-tauri/src/proxy/mappers/common_utils.rs1381 "image/gif",COMMENT
LOWsrc-tauri/src/proxy/mappers/common_utils.rs1881/// 429 / 旧缓存。历史缺陷:Claude 路径曾用 `agent/antigravity/{session[:8]}/{count}`,COMMENT
LOWsrc-tauri/src/proxy/mappers/estimation_calibrator.rs1//! Estimation Calibrator ModuleCOMMENT
LOWsrc-tauri/src/proxy/mappers/claude/request.rs21/// Antigravity's upstream currently classifies this SDK identity differently fromCOMMENT
LOWsrc-tauri/src/proxy/mappers/claude/models.rs381pub struct UsageMetadata {COMMENT
LOWsrc-tauri/src/proxy/mappers/openai/response.rs1// OpenAI 协议响应转换模块COMMENT
LOWsrc-tauri/src/proxy/mappers/openai/models.rs41 #[serde(rename = "parallel_tool_calls")]COMMENT
LOWsrc-tauri/src/proxy/handlers/claude.rs301/// 计算 Cowork 响应式压缩时抛出 400 假限额的最优参数 (report_tokens, target_limit)COMMENT
LOWsrc-tauri/src/proxy/handlers/claude.rs3661 .filter_map(|part| part.get("text").and_then(|t| t.as_str()))COMMENT
LOWsrc-tauri/src/proxy/upstream/client.rs101 crate::proxy::mappers::common_utils::safe_truncate_str(&redacted, 1000)COMMENT
LOWsrc-tauri/src/proxy/upstream/client.rs1001 /// 便手写 URL —— 结果形状与 host 双双漂移COMMENT
LOWsrc-tauri/src/utils/http.rs61/// 丢弃所有已构建的共享客户端,令其在下次访问时按当前配置重建。COMMENT
LOWsrc-tauri/src/models/quota.rs1use serde::{Deserialize, Serialize};COMMENT
LOWsrc-tauri/src/models/quota.rs161COMMENT
LOWsrc-tauri/src/models/quota.rs221pub fn is_known_tier(tier: &str) -> bool {COMMENT
LOWsrc-tauri/src/models/quota.rs261COMMENT
LOWsrc-tauri/src/models/config.rs21 #[serde(default)]COMMENT
LOWsrc-tauri/src/models/official_model.rs1use once_cell::sync::Lazy;COMMENT
LOWsrc-tauri/src/models/official_model.rs41 pub tag_title: Option<String>,COMMENT
6 more matches not shown…
Magic Placeholder Names11 hits · 55 pts
SeverityFileLineSnippetContext
HIGHCHANGELOG_EN.md143 - **Supported Standard URL Query API Key Extraction**: Resolved an issue where Google Gemini official stanCODE
HIGHREADME.md195 -e API_KEY=sk-your-api-key \CODE
HIGHREADME.md214> -e API_KEY=sk-your-api-key \CODE
HIGHREADME_ZH.md195 -e API_KEY=sk-your-api-key \CODE
HIGHREADME_ZH.md214> -e API_KEY=sk-your-api-key \CODE
HIGHdocker/README.md53 -e API_KEY=your-api-key \CODE
HIGHdocker/README.md70> -e API_KEY=your-api-key \CODE
HIGHdocs/jeikcode_integration.md39在 `config.toml` 中添加或替换以下内容(将 `http://127.0.0.1:8045` 和 `sk-your-api-key` 替换为你的真实网关地址与 API Key):CODE
HIGHdocs/jeikcode_integration.md50api_key = "sk-your-api-key" # 网关配置的 API KeyCODE
HIGHdocs/jeikcode_integration.md97export ANTHROPIC_API_KEY="sk-your-api-key"CODE
HIGHsrc/pages/ApiProxy.tsx1025 const apiKey = appConfig?.proxy.api_key || 'YOUR_API_KEY';CODE
Fake / Example Data52 hits · 52 pts
SeverityFileLineSnippetContext
LOWsrc-tauri/src/proxy/token_manager.rs7146 "email": "test@test.com"CODE
LOWsrc-tauri/src/proxy/tests/quota_protection.rs364 let token = create_mock_token("account-1", "user@example.com", vec!["claude"], Some(50));CODE
LOWsrc-tauri/src/proxy/tests/quota_protection.rs402 let token = create_mock_token("account-1", "user@example.com", vec!["claude"], Some(50));CODE
LOWsrc-tauri/src/proxy/tests/quota_protection.rs520 "user@example.com",CODE
LOWsrc/locales/zh.json426 "placeholder": "在此处粘贴您的 Refresh Token (支持批量)\n\n支持格式:\n1. 单个 Token (1//...)\n2. JSON 数组 (含 refresh_tokenCODE
LOWsrc/locales/zh.json811 "placeholder": "输入全局系统提示词...\n例如:你是一位资深的全栈开发工程师,擅长 React 和 Rust。请使用简体中文回复。",CODE
LOWsrc/locales/zh.json1712 "placeholder": "搜索模型 (gemini, claude)、路径 (chat, images) 或状态码...",CODE
LOWsrc/locales/zh.json1851 "placeholder": "请输入管理密码或 API Key",CODE
LOWsrc/locales/tr.json363 "placeholder": "Refresh Token'ınızı buraya yapıştırın (Toplu işlem desteklenir)\n\nDesteklenen formatlarCODE
LOWsrc/locales/tr.json764 "placeholder": "Küresel sistem talimatlarını buraya girin...\nÖrn: Sen React ve Rust konusunda uzman, deneyiCODE
LOWsrc/locales/tr.json1655 "placeholder": "Model, yol veya duruma göre filtrele...",CODE
LOWsrc/locales/tr.json1778 "placeholder": "Yönetici parolasını veya API Anahtarını girin",CODE
LOWsrc/locales/ja.json394 "placeholder": "リフレッシュトークンをここに貼り付けてください(一括対応)\n\n対応形式:\n1. 単一トークン (1//...)\n2. JSON配列 (refresh_tokenフィールCODE
LOWsrc/locales/ja.json793 "placeholder": "グローバルシステムプロンプトを入力してください...\n例: あなたは React と Rust に精通したシニアフルスタックエンジニアです。日本語で回答してください。",CODE
LOWsrc/locales/ja.json1602 "placeholder": "モデル、パス、またはステータスでフィルタリング...",CODE
LOWsrc/locales/ja.json1751 "placeholder": "管理パスワードまたは API キーを入力してください",CODE
LOWsrc/locales/ru.json394 "placeholder": "Вставьте ваш Refresh Token сюда (Пакетная поддерживается)\n\nПоддерживаемые форматы:\n1.CODE
LOWsrc/locales/ru.json793 "placeholder": "Введите глобальные системные инструкции...\nПример: Вы — старший full-stack разработчик, эксCODE
LOWsrc/locales/ru.json1670 "placeholder": "Фильтр по модели, пути или статусу...",CODE
LOWsrc/locales/ru.json1819 "placeholder": "Введите пароль администратора или ключ API",CODE
LOWsrc/locales/pt.json398 "placeholder": "Cole seu Refresh Token aqui (Suporte a lote)\n\nFormatos suportados:\n1. Token Único (1/CODE
LOWsrc/locales/pt.json805 "placeholder": "Insira as instruções globais do sistema...\nExemplo: Você é um desenvolvedor full-stack sêniCODE
LOWsrc/locales/pt.json1638 "placeholder": "Filtrar por modelo, caminho ou status...",CODE
LOWsrc/locales/pt.json1787 "placeholder": "Insira a senha de administrador ou a Chave de API",CODE
LOWsrc/locales/en.json428 "placeholder": "Paste your Refresh Token here (Batch supported)\n\nSupported formats:\n1. Single Token (CODE
LOWsrc/locales/en.json813 "placeholder": "Enter global system prompt...\nExample: You are a senior full-stack developer. Please responCODE
LOWsrc/locales/en.json1718 "placeholder": "Filter by model, path, or status...",CODE
LOWsrc/locales/en.json1885 "placeholder": "Enter management password or API Key",CODE
LOWsrc/locales/my.json371 "placeholder": "Tampal Token Muat Semula anda di sini (Sokongan kelompok)\n\nFormat yang disokong:\n1. TCODE
LOWsrc/locales/my.json777 "placeholder": "ကမ္ဘာလုံးဆိုင်ရာ စနစ်ပရွမ်းကို ရိုက်ထည့်ပါ...\nဥပမာ- သင်သည် React နှင့် Rust ကျွမ်းကျင်သော စCODE
LOWsrc/locales/my.json1596 "placeholder": "Tapis mengikut model, laluan, atau status...",CODE
LOWsrc/locales/my.json1717 "placeholder": "Masukkan kata laluan pengurusan atau Kunci API",CODE
LOWsrc/locales/ko.json394 "placeholder": "여기에 Refresh Token을 붙여넣으세요 (일괄 지원)\n\n지원 형식:\n1. 단일 토큰 (1//...)\n2. JSON 배열 (refresh_tokeCODE
LOWsrc/locales/ko.json793 "placeholder": "전역 시스템 프롬프트를 입력하세요...\n예: 당신은 React와 Rust에 능숙한 시니어 풀스택 개발자입니다. 한국어로 답변해 주세요.",CODE
LOWsrc/locales/ko.json1602 "placeholder": "모델, 경로 또는 상태로 필터링...",CODE
LOWsrc/locales/ko.json1751 "placeholder": "관리 비밀번호 또는 API 키를 입력하십시오",CODE
LOWsrc/locales/zh-TW.json380 "placeholder": "在此處貼上您的 Refresh Token (支援批次)\n\n支援格式:\n1. 單個 Token (1//...)\n2. JSON 陣列 (含 refresh_tokenCODE
LOWsrc/locales/zh-TW.json792 "placeholder": "輸入全局系統提示詞...\n例如:你是一位資深的全棧開發工程師,擅長 React 和 Rust。請使用繁體中文回复。",CODE
LOWsrc/locales/zh-TW.json1730 "placeholder": "搜尋模型 (gemini, claude)、路徑 (chat, images) 或狀態碼...",CODE
LOWsrc/locales/zh-TW.json1865 "placeholder": "請輸入管理密碼或 API Key",CODE
LOWsrc/locales/vi.json368 "placeholder": "Dán Refresh Token vào đây (Hỗ trợ hàng loạt)\n\nĐịnh dạng hỗ trợ:\n1. Token đơn (1//...)CODE
LOWsrc/locales/vi.json779 "placeholder": "Nhập hướng dẫn hệ thống toàn cầu...\nVí dụ: Bạn là một nhà phát triển full-stack kỳ cựu chuyCODE
LOWsrc/locales/vi.json1653 "placeholder": "Lọc theo model, path, hoặc trạng thái...",CODE
LOWsrc/locales/vi.json1794 "placeholder": "Nhập mật khẩu quản trị hoặc API Key",CODE
LOWsrc/locales/es.json394 "placeholder": "Pegue su Token de Actualización aquí (Soporte por lotes)\n\nFormatos soportados:\n1. TokCODE
LOWsrc/locales/es.json793 "placeholder": "Ingrese las instrucciones globales del sistema...\nEjemplo: Eres un desarrollador full-stackCODE
LOWsrc/locales/es.json1602 "placeholder": "Filtrar por modelo, ruta o estado...",CODE
LOWsrc/locales/es.json1751 "placeholder": "Ingrese contraseña de administración o Clave API",CODE
LOWsrc/locales/ar.json371 "placeholder": "الصق Refresh Token هنا (دعم الدفعات)\n\nالتنسيقات المدعومة:\n1. توكن مفرد (1//...)\n2. مCODE
LOWsrc/locales/ar.json777 "placeholder": "أدخل تعليمات النظام العالمية...\nمثال: أنت مهندس تطوير شامل رفيع المستوى، تتقن React و Rust.CODE
LOWsrc/locales/ar.json1605 "placeholder": "تصفية حسب النموذج، المسار، أو الحالة...",CODE
LOWsrc/locales/ar.json1726 "placeholder": "أدخل كلمة مرور الإدارة أو مفتاح API",CODE
Synthetic Comment Markers6 hits · 30 pts
SeverityFileLineSnippetContext
HIGHsrc-tauri/resources/official_models.json320 "stringValue": "Follow these behavioral and workflow guidelines at all times:\n# Documentation\n- Maintain dCODE
HIGHsrc-tauri/resources/official_models.json465 "stringValue": "Follow these behavioral and workflow guidelines at all times:\n# Documentation\n- Maintain dCODE
HIGHsrc-tauri/resources/official_models.json1382 "stringValue": "Follow these behavioral and workflow guidelines at all times:\n# Documentation\n- Maintain dCODE
HIGHsrc-tauri/resources/official_models.json2100 "stringValue": "Follow these behavioral and workflow guidelines at all times:\n# Documentation\n- Maintain dCODE
HIGHsrc-tauri/src/proxy/thinking_store.rs4763 thought: "Thought generated by Gemini".to_string(),CODE
HIGHsrc-tauri/src/proxy/thinking_store.rs4817 .map_or(false, |s| s.contains("Thought generated by Gemini"))),CODE
Cross-Language Confusion (JS/TS)4 hits · 20 pts
SeverityFileLineSnippetContext
HIGHsrc/pages/ApiProxy.tsx1044print(response.content[0].text)`;CODE
HIGHsrc/pages/ApiProxy.tsx1062print(response.text)`;CODE
HIGHsrc/pages/ApiProxy.tsx1101print(response.choices[0].message.content)`;CODE
HIGHsrc/pages/ApiProxy.tsx1116print(response.choices[0].message.content)`;CODE
AI Slop Vocabulary5 hits · 14 pts
SeverityFileLineSnippetContext
MEDIUMpackage-lock.json10644 "resolved": "https://registry.npmmirror.com/robust-predicates/-/robust-predicates-3.0.2.tgz",CODE
MEDIUMsrc-tauri/src/lib.rs354 // We'll skip passing AppHandle for now and just leverage the global buffer capability.COMMENT
MEDIUMsrc-tauri/src/modules/oauth_server.rs168 // [FIX #931/850/778] More robust parsing and detailed loggingCOMMENT
MEDIUMsrc-tauri/src/modules/oauth_server.rs168 // [FIX #931/850/778] More robust parsing and detailed loggingCOMMENT
MEDIUMsrc/components/common/DebouncedSlider.tsx39 // Actually, simple onChange + onMouseUp is robust enough for standard ranges.COMMENT
Modern AI Meta-Vocabulary4 hits · 8 pts
SeverityFileLineSnippetContext
MEDIUMdocs/样本2.txt212 "text": "<identity>\nYou are Antigravity, a powerful agentic AI coding assistant designed by the Google DeepmiCODE
MEDIUMdocs/baogao.txt284 "text": "<identity>\nYou are Antigravity, a powerful agentic AI coding assistant designed by the Google DeepmiCODE
MEDIUMdocs/claude样本.txt331 "text": "<identity>\nYou are Antigravity, a powerful agentic AI coding assistant designed by the Google DeepmiCODE
MEDIUMdocs/claude样本.txt1160 "text": "<identity>\nYou are Antigravity, a powerful agentic AI coding assistant designed by the Google DeepmiCODE
Hyper-Verbose Identifiers5 hits · 4 pts
SeverityFileLineSnippetContext
LOWscripts/test_sqlite_sliding_and_thinking.py116def run_request_logs_sliding_window_test():STRING
LOWsrc/utils/modelCategory.ts114export function ensurePinnedImageSelector(selectorIds: string[] | undefined): string[] {CODE
LOWsrc/components/accounts/accountValidationStatus.ts28export function getValidationBlockedStatusLabel(CODE
LOWsrc/pages/TokenStats.tsx1569function displayModelKeysOrAccounts(viewMode: ViewMode, allModels: string[], allAccounts: string[]): string[] {CODE
LOWsrc/services/accountService.ts213export async function bindDeviceProfileWithProfile(accountId: string, profile: DeviceProfile): Promise<DeviceProfile> {CODE
Excessive Try-Catch Wrapping1 hit · 0 pts
SeverityFileLineSnippetContext
LOWscripts/test_sqlite_sliding_and_thinking.py218 except Exception as e:STRING