🗄️数据库 MCP（PostgreSQL / MySQL / Redis）

Apply safe refactoring patterns to improve code structure without changing behavior. Use when cleaning up code, reducing technical debt, or improving maintainability.

Design and build AI agents for any domain. Use when users: (1) ask to "create an agent", "build an assistant", or "design an AI system" (2) want to understand agent architecture, agentic patterns, or autonomous AI (3) need help with capabilities, subagents, planning, or skill mechanisms (4) ask about Claude Code, Cursor, or similar agent internals (5) want to build agents for business, research, creative, or operational tasks Keywords: agent, assistant, autonomous, workflow, tool use, multi-step, orchestration

Docker, docker-compose, and deployment configuration best practices. Use when writing Dockerfiles, docker-compose.yml, CI/CD configs, or setting up any containerized deployment.

Next.js App Router patterns for full-stack applications. Use when building Next.js apps with App Router, Server Components, API Routes, authentication, or full-stack React applications.

Build, run, and manage Docker containers and images. Use when the user mentions Docker, containers, images, docker-compose, or containerized deployment.

Deploy locally-built MSBuild binaries into a Visual Studio installation for testing and debugging. Use when you need VS itself to use your local MSBuild changes, or when debugging MSBuild as invoked by VS.

Review code changes or PRs for quality, correctness, and reviewability. Use when asked to "review", "check", "provide feedback", or "post a review". Dispatches specialized agents in parallel for thorough analysis.

Use when you have a spec or requirements for a multi-step task, before touching code

Use when creating new skills, editing existing skills, or verifying skills work before deployment

Next.js 16+ and Turbopack — incremental bundling, FS caching, dev speed, and when to use Turbopack vs webpack.

Build MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP. Use Context7 or official MCP docs for latest API.

SQL evaluation criteria for Databricks. Load when the trace contains execute_sql tool calls or SQL code in responses. Covers syntax validity, Unity Catalog patterns, and Databricks-specific SQL features.

Create and maintain API version changes. Use when adding breaking changes to API responses/requests, creating version change files, transforming data between versions, or handling backward compatibility.

Expert system for generating, validating, and optimizing ClickHouse SQL. Use this when the user needs data, queries, or analysis.

Use when writing new Playwright E2E tests or adding test cases. Provides testing philosophy, patterns, and best practices from the Playwright Developer Handbook.

Build and test Kurtosis from source on local Docker. Compiles all components (engine, core, files-artifacts-expander), builds Docker images, installs the CLI, and restarts the engine. Use when developing Kurtosis and testing changes locally with Docker.

Debug Kurtosis running on local Docker. Inspect engine, API container, and service logs. Diagnose container crashes, port conflicts, and networking issues. Use when kurtosis commands fail or services aren't reachable on Docker.

Expert Next.js performance optimization skill covering Core Web Vitals, image/font optimization, caching strategies, streaming, bundle optimization, and Server Components best practices. Use when optimizing Next.js applications for Core Web Vitals (LCP, INP, CLS), implementing next/image and next/font, configuring caching with unstable_cache and revalidateTag, converting Client Components to Server Components, implementing Suspense streaming, or analyzing and reducing bundle size. Supports Next.js 16 + React 19 patterns.

Refactor and review SwiftUI view files with strong defaults for small dedicated subviews, MV-over-MVVM data flow, stable view trees, explicit dependency injection, and correct Observation usage. Use when cleaning up a SwiftUI view, splitting long bodies, removing inline actions or side effects, reducing computed `some View` helpers, or standardizing `@Observable` and view model initialization patterns.

Analyze and optimize React component performance issues (slow renders, re-render thrash, laggy lists, expensive computations). Use when asked to profile or improve a React component, reduce re-renders, or speed up UI updates in React apps.

Генерация SQL-кода для создания таблицы истории и триггеров (INSERT, UPDATE, DELETE), которые фиксируют изменения в таблице подготовки к рейсу, включая время, самолет, тип работ и ответственных лиц.

根据用户定义的数据库表结构（<TOKEN>、apitable_node、apitable_datasheet_meta），生成SQL语句以查询表名、dst_id、数据记录及字段元数据。

Converts sequential Python loops iterating over lists into parallelized operations using the pandarallel library, ensuring correct function scoping for FastAPI or standalone scripts.

Guides the user in moving VBA logic from worksheet modules to a standard module to reuse code across multiple sheets, specifically handling the conversion of Private event handlers to Public subs and resolving scope/reference issues like the 'Me' keyword and 'Target' arguments.

Refactor Java code to use org.springframework.util.ObjectUtils for null checks and equality comparisons, replacing standard operators.

Generates CSS for scalable graphics where the container uses em units and internal elements use percentage dimensions to ensure responsive scaling.

Answer technical questions about LTE, WLAN, and mobile networks based on the Sauter reference, strictly adhering to user-specified word count limits.

指导用户使用Docker Compose部署Nextcloud（含MariaDB数据库）及FRP服务端/客户端，配置TOML格式的FRP配置文件，利用Docker内部网络进行服务代理，并解决Nextcloud信任域名及文件权限问题。

React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.

Governance-first architect for business automations (n8n-first) who audits value, risk, and maintainability before implementation.

Zapier Recipe Book. Use when you need zapier recipe capabilities. Triggers on: zapier recipe.

Executes approved shell commands, manages backups, and safely retrieves secrets from Bitwarden.

Run Cursor Agent CLI for coding tasks — writing, editing, refactoring, reviewing, or planning code — without spending OpenClaw API credits. Use when the user asks to write/fix/refactor/review code, a coding task would otherwise be done inline with Sonnet/Haiku, the user says "do this in cursor" or "use cursor for this", or any substantial file-editing task in a known repo. NOT for conversational questions about code (answer inline) or tiny one-liners that don't warrant a subprocess.

Writes Git commit messages. Activates when the user asks to write a commit message, draft a commit message, or similar.

Deploy contracts to deterministic addresses using CREATE2 with Nethereum (.NET). Use this skill whenever the user asks about CREATE2, deterministic deployment, counterfactual addresses, predictable contract addresses, cross-chain same-address deployment, deployment proxies, or address prediction in C#/.NET.

Deploy smart contracts to Ethereum using Nethereum typed deployment handlers (.NET/C#). Use this skill whenever the user asks about deploying a contract, publishing a smart contract, contract deployment, constructor parameters, deployment gas estimation, or getting a contract address after deployment.

Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.

Dockerfile best practices, multi-stage builds, docker-compose, container networking, volume management, and image optimization.

Call MCP Server tools directly via the mcporter CLI. Use when you need to interact with external APIs (GitHub, weather, etc.) without delegating to a Worker — useful for quick lookups or when you need a result to make a decision.

Call MCP Server tools directly via the mcporter CLI. Use when you need to interact with external APIs (GitHub, weather, etc.) without delegating to a Worker — useful for quick lookups or when you need a result to make a decision.

Automate Backendless tasks via Rube MCP (Composio). Always search tools first for current schemas.

Automate Docker Hub tasks via Rube MCP (Composio): repositories, images, tags, and container registry management. Always search tools first for current schemas.

Social media scraping, business data, e-commerce via Apify actors — with auto-update workflow for actor catalog. USE WHEN Twitter, Instagram, LinkedIn, TikTok, YouTube, Facebook, Google Maps, Amazon scraping, Apify, update Apify actors, social media scraping, lead generation, web scraper.

Social media scraping, business data, e-commerce via Apify actors — with auto-update workflow for actor catalog. USE WHEN Twitter, Instagram, LinkedIn, TikTok, YouTube, Facebook, Google Maps, Amazon scraping, Apify, update Apify actors, social media scraping, lead generation, web scraper.

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications. Generates creative, polished code that avoids generic AI aesthetics. Do NOT use for design review or audit (use web-design-guidelines or web-quality-audit).

Implementation details for the Microsoft.Data.Sqlite ADO.NET provider. Use when changing files under `src/Microsoft.Data.Sqlite.Core/`.