🔍代码审查 / GitHub MCP 推荐

Extract PDF selectable text and full-page or segmented page images (including tables) into Markdown with per-page headings and image links; use when you need both readable text and page visuals for PPT creation, review, or analysis.

Create literature-report PPTX decks from PDF papers. Use when you must extract a paper’s metadata, summarize the study, interpret Results/Figures/Tables, and generate slides with 1:1 figure-to-text alignment and layout rules (triggered by requests like “PDF to PPT”, “literature report slides”, or “turn this paper into a presentation”).

GitHub repository analytics dashboard — stars, forks, contributors, issues, pull requests, recent activity, and top contributors. Use when the brief asks for a GitHub repo dashboard, open-source growth report, repository health page, or GitHub analytics view.

A mobile-app screen rendered inside a pixel-accurate iPhone 15 Pro frame on the page. Built by copying the seed `assets/template.html` and pasting one screen archetype from `references/layouts.md`. Use when the brief asks for "mobile app", "iOS app", "Android app", "phone screen", or "app UI".

Generate animation-rich HTML presentations with visual style previews. Useful for online keynotes, embedded talks, and interactive briefs.

Full-stack frontend with cinematic animations, AI-generated media via MiniMax API, and generative art. Useful for hero pages and showcase sites.

Create visually strong landing pages, websites, and app UIs with restrained composition. OpenAI's production frontend playbook.

Build a complete design system from scratch with creative risks and realistic product mockups. Useful for kickoff workshops and brand-from-zero work.

Create and manage DESIGN.md files. Useful for capturing design direction, tokens, and visual rules in a single source of truth.

Designer Who Codes: visual audit then fixes with atomic commits and before/after screenshots. Useful for tightening shipped UI before launch.

Deprecated compatibility shim for frontend UI/UX work; use $design or $visual-ralph

Canonical repo-local DESIGN.md workflow for product, UI/UX, and frontend decision source of truth

Testing patterns for Quarkus extensions: test annotations, test locations, QuarkusExtensionTest patterns, and how to run tests.

Backend tech-stack identification — web servers, runtimes, languages, frameworks, databases, APIs, and CMS via HTTP headers, cookies, error pages, and API discovery.

How to add a Dev UI page to a Quarkus extension: deployment processors, runtime-dev JSON-RPC services, and Lit web components.

Refactor high-complexity React components in Dify frontend. Use when `pnpm analyze-component --json` shows complexity > 50 or lineCount > 300, when the user asks for code splitting, hook extraction, or complexity reduction, or when `pnpm analyze-component` warns to refactor before testing; avoid for simple/well-structured components, third-party wrappers, or when the user explicitly wants testing without refactoring.

Refactor and review SwiftUI view files for consistent structure, dependency injection, and Observation usage. Use when asked to clean up a SwiftUI view’s layout/ordering, handle view models safely (non-optional when possible), or standardize how dependencies and @Observable state are initialized and passed.

Diseña e implementa interfaces de alta calidad para apps, sitios web y dashboards con enfoque tipo v0.dev: dirección visual clara, design system, jerarquía visual fuerte, componentes reutilizables, mobile-first, consistencia UI y revisión iterativa.

Design customized curricula for PODs with REAL resource links. Staged implementation with checkpointing and fallback logic. Use when user says 'Design curriculum', 'Create curriculum for POD', or 'Build learning plan'.

Cursor editor CLI

Backend development specialist covering API design, database integration, microservices architecture, and modern backend patterns. Use when designing APIs, implementing server logic, authentication, or authorization.

Database specialist covering PostgreSQL, MongoDB, Redis, Oracle, and cloud database platforms (Neon, Supabase, Firestore). Use for schema design, query optimization, indexing strategies, data modeling, or cloud database selection. Cloud vendor guide absorbed from moai-platform-database-cloud.

Deployment and hosting platform specialist covering Vercel, Railway, and Convex. Use when deploying applications, configuring edge functions, setting up continuous deployment, or managing serverless infrastructure.

Use BEFORE editing any file in `supabase/migrations/` or `supabase/schemas/`, OR when the user runs `/database <subcommand>` (`compact local migration`, `rls scenarios`, `align`). Encodes the three contracts that protect the Grida database layer: applied migrations are immutable, RLS implementation mirrors tests (never the reverse), `schemas/*.sql` is the human-readable end-state. Companion to `supabase/AGENTS.md` (RLS, grants, security boundaries).

Run a GitHub issue digest for openai/codex by feature-area labels, all areas, and configurable time windows. Use when asked to summarize recent Codex bug reports or enhancement requests, especially for owner-specific labels such as tui, exec, app, or similar areas.

Analyze Stitch projects and synthesize a semantic design system into DESIGN.md files

Use this when setting up event-driven automation in SLICC — webhooks, cron tasks, or filesystem watchers that route events to scoops. Covers `webhook`, `crontask`, and `fswatch` shell commands. Read this BEFORE wiring up anything that should fire on a schedule, an HTTP call, or a VFS change.

Python OpenTelemetry style for Maple: module-scope tracers/meters, decorators for bounded work, error spans, OTLP-bridged logs via LoggingHandler + LoggingInstrumentor, inline endpoint + ingest key, and no helper-API wrappers.

Python OpenTelemetry style for Maple: module-scope tracers/meters, decorators for bounded work, error spans, OTLP-bridged logs via LoggingHandler + LoggingInstrumentor, inline endpoint + ingest key, and no helper-API wrappers.

Use when writing or revising academic papers, especially Chinese journal manuscripts, that need natural prose, de-AI-ification, Markdown formatting, or quality checks

Refactor existing code without changing behavior — split oversized files, extract duplicates, simplify over-engineered patterns. Use when files exceed size thresholds, code is duplicated 4+ times, or has speculative abstractions, dead options, or wrapper indirection. Triggers "refactor", "split", "deduplicate", "simplify", "untangle", "clean up". Complements built-in `simplify` (which only reviews recent diffs).

Systematic refactoring techniques, code smell elimination, pattern extraction, and legacy modernization

App startup, memory management, battery efficiency, network optimization, and profiling tools

Pods, deployments, services, ingress, RBAC, autoscaling, and production cluster best practices

Schema design, normalization, indexing, migrations, and query optimization for SQL and NoSQL

Next.js best practices, server components, app router patterns, caching strategies, and full-stack architecture

Create, inspect, install, and safely maintain Chrome extensions for Agent Zero's built-in Browser plugin. Use when the user asks to build a browser extension, modify an existing extension, install a Chrome Web Store extension, or review extension permissions.

Git expert for atomic commits, rebasing, and history management

Review a Deno runtime pull request for correctness, tests, security, and conventions. Use when asked to review a PR or when a PR number/URL is provided for review.

编写 BK-CI 后端微服务代码时使用，例如新增 Resource、组织 API/Service/DAO 分层、依赖注入、服务归属判断和 Spring Boot 开发约定。当用户要做 Kotlin/Java 后端开发时优先使用。

编写 BK-CI 前端 Vue 页面和组件时使用，例如 Vue 组件开发、Vuex 状态管理、接口调用、样式约定和页面交互实现。当用户要改前端页面而不是后端服务时优先使用。

在 BK-CI 中判断何时使用工厂、策略、责任链、观察者、模板方法、装饰器等设计模式时使用。当用户要重构可扩展结构、统一模式选型、理解项目里的模式落点时优先使用。

设计 BK-CI 数据库表、DDL 脚本、索引、分表或数据归档策略时使用。当用户提到表结构、字段设计、索引优化、SQL 脚本命名、分片、归档迁移时优先使用。

Master Dockerfile optimization, multi-stage builds, docker-compose patterns, security hardening, and image size reduction techniques for production-grade containerization.

Use gh for GitHub issues, PR status, CI/logs, comments, reviews, releases, and API queries.

Remote JavaScript console access and debugging on mobile devices. Use when debugging web pages on phones/tablets, accessing console errors without desktop DevTools, testing responsive designs on real devices, or diagnosing mobile-specific issues. Covers Eruda, vConsole, Chrome/Safari remote debugging, and cloud testing platforms.