🔍代码审查 / GitHub MCP 推荐

Use when launching background processes or long-running commands. Maintain a clear state map of which processes are running and their expected outcomes.

Use after confirming a system is in mock/simulation mode. Stop attempting real connections and either resolve the issue or ask the user for help.

Review whole-repo test quality, rerun coverage, score remaining worth-testing files, inspect slow-drift and stale test debt, and publish the next testing batch. Use every few weeks or before large breaking changes and rearchitecture.

Diagnose CSS and layout mismatches by locating the earliest broken rendering stage.

Full-stack frontend development combining premium UI design, cinematic animations, AI-generated media assets, persuasive copywriting, and visual art. Builds complete, visually striking web pages with real media, advanced motion, and compelling copy. Use when: building landing pages, marketing sites, product pages, dashboards, generating media assets (image/video/audio/music), writing conversion copy, creating generative art, or implementing cinematic scroll animations.

React Native and Expo development guide covering components, styling, animations, navigation, state management, forms, networking, performance optimization, testing, native capabilities, and engineering (project structure, deployment, SDK upgrades, CI/CD). Use when: building React Native or Expo apps, implementing animations or native UI, managing state, fetching data, writing tests, optimizing performance, deploying to App Store/Play Store, setting up CI/CD, upgrading Expo SDK, or configuring Tailwind/NativeWind.

10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools.

Paranoid architect review of code changes for bugs, security, missing tests, and undocumented assumptions. Works on local git diffs OR a GitHub pull request (e.g. `owner/repo N`). For PRs, can post findings as line-level review comments.

Simplifies and refines code for clarity, consistency, and maintainability while preserving all functionality. Use when asked to "simplify code", "clean up code", "refactor for clarity", "improve readability", or review recently modified code for elegance. Focuses on recently modified code unless instructed otherwise.

Read-only reference for the backend contracts that the frontend depends on, including routing, APIs, auth, layers, and module resolution.

Refactor, simplify, or clean up code for improved maintainability without changing business logic

Use when building high-agency frontend interfaces with strict design taste, calibrated color, responsive layout, and motion rules.

Pro frontend engineering discipline. Enforces build-test-verify workflow for every web project. Never declare done until the site is built, tested, responsive, accessible, and visually verified in a real browser. Use alongside vercel-cli for production-quality deployments.

Configure popular MCP servers for enhanced agent capabilities

Builds production-quality UIs. Use when building or modifying user-facing interfaces. Use when creating components, implementing layouts, managing state, or when the output needs to look and feel production-quality rather than AI-generated.

Frontend debugging team using Chrome DevTools MCP. Dual-mode — feature-list testing or bug-report debugging. Triggers on "team-frontend-debug", "frontend debug".

Deploy Sky Map to the Google Play Store using fastlane. Trigger on "deploy to Play Store", "release to internal", "promote to beta/production", "upload metadata", or similar Play Store release requests.

Review, improve, rewrite, author, or plan Storybook documentation in /docs. Use this when asked to review docs, improve a page, rewrite documentation, draft new docs, or advise on docs strategy.

Use this to update the Github Copilot CLI/SDK

AI No-Code Automation Expert — Zapier, Make, n8n, workflow design, trigger/action, process automation สำหรับทุก business

Audit React Native, Expo, iOS, Android for accessibility. Review accessibilityLabel, accessibilityRole, accessibilityHint, touch targets (44x44pt min), screen reader support, and platform semantics.

Guides Python SDK development in Apache Beam, including environment setup, testing, building, and running pipelines. Use when working with Python code in sdks/python/.

Deploying Expo apps to iOS App Store, Android Play Store, web hosting, and API routes

api/event-publisher — 2 abstractions.

API — File Manager — 28 abstractions. File event handlers and use cases.

api/graphql — 7 abstractions.

api/key-value-store — 2 abstractions.

api/logger — 1 abstractions.

api/opensearch — 4 abstractions.

API — Scheduler — 15 abstractions. Scheduled action use cases.

API — Security & Auth — 53 abstractions. Authentication, API keys, roles, users, teams event handlers and use cases.

api/build-params — 2 abstractions.

API — ACO — 30 abstractions. Folder event handlers and use cases.

API — System — 2 abstractions. System installation event handlers and use cases.

api/tasks — 2 abstractions.

API — Tenancy — 17 abstractions. Tenant lifecycle and installation event handlers and use cases.

API — Website Builder — 57 abstractions. Page and redirect event handlers and use cases.

Render Quarto `.qmd` slides to HTML and sync to `docs/` for GitHub Pages. Use when user says "deploy", "publish the slides", "ship to pages", "push the lecture live", "render and publish", or after Quarto edits that need to go public. NOT for local Quarto render only — use `quarto render` directly for that.

Kubernetes operations playbook for deploying services: core objects, probes, resource sizing, safe rollouts, and fast kubectl debugging

Browser automation via MCP tools. ALWAYS use these tools for ANY web task - navigating sites, clicking, typing, filling forms, taking screenshots, or extracting data. This is the ONLY way to control the browser.

Browser automation via MCP tools. ALWAYS use these tools for ANY web task - navigating sites, clicking, typing, filling forms, taking screenshots, or extracting data. This is the ONLY way to control the browser.

Use when testing a local or public URL on a real device via BrowserStack, opening a live browser session on Android, iOS, or desktop browsers, or when the user mentions BrowserStack, real device testing, mobile testing, cross-browser testing, touch testing, or wants to verify behavior on a specific phone, tablet, or browser version. Also trigger when the user says "test this on Android/iPhone/Safari/Chrome mobile", asks to open a live session, or mentions demo-mobile.html, even if they don't mention BrowserStack by name.

Senior Python developer expertise for writing clean, efficient, and well-documented code. Use when: writing Python code, optimizing Python scripts, reviewing Python code for best practices, debugging Python issues, implementing type hints, or when user mentions Python, PEP 8, or needs help with Python data structures and algorithms.

Design or review schemas for `crates/cloudsync` using SQLite Sync constraints, not generic SQLite advice. Use when adding synced tables, changing synced columns, or planning CloudSync-safe migrations.

Prepare an MCP server and plugin release by bumping versions across all files and updating changelog

Create and download browser-generated PDFs from structured data or HTML

当用户要求重构代码（提取组件、合并重复逻辑、重命名变量、优化结构）时触发。提供重构安全检查清单，防止丢失原始上下文。

Generate and iterate images in Cursor using the built-in image model and strong prompts. Use when creating icons, illustrations, UI mockups, diagrams, marketing visuals, or any raster asset from a text description or reference image.