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Efficiently add Malli schemas to API endpoints in the Metabase codebase with proper patterns, validation timing, and error handling

ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and compliance expertise. Use for QMS design, documentation control, management review, internal auditing, corrective actions, and ISO 13485 certification activities.

Generic MCP (Model Context Protocol) server development patterns. Provides reusable architecture and best practices for building MCP servers that expose any domain-specific operations as tools for AI agents. Framework-agnostic implementation supporting async operations, error handling, and enterprise-grade features.

基于用户画像和向量化笔记提供个性化对话。当用户需要个性化交流、上下文感知的回应，或希望 AI 记住并引用其之前的想法和笔记时使用。

Generic AIOps (AI for IT Operations) patterns and best practices for 2025. Provides comprehensive implementation strategies for intelligent monitoring, automation, incident response, and observability across any infrastructure. Framework-agnostic approach supporting multiple monitoring platforms, cloud providers, and automation tools.

Mobile UX patterns, touch interactions, gesture design, mobile-first principles, app navigation, and mobile performance

User research, usability heuristics, user psychology, accessibility, inclusive design, user testing, and UX metrics

Advanced Python unit testing framework for customer support tech enablement, covering FastAPI, SQLAlchemy, PostgreSQL, async operations, mocking, fixtures, parametrization, coverage, and comprehensive testing strategies for backend support systems

Comprehensive guide for Redis state management including caching strategies, session management, pub/sub patterns, distributed locks, and data structures

Comprehensive OAuth2 authentication skill covering authorization flows, token management, PKCE, OpenID Connect, and security best practices for modern authentication systems

Complete guide for Go backend development including concurrency patterns, web servers, database integration, microservices, and production deployment

Comprehensive Svelte development skill covering reactivity runes, components, stores, lifecycle, transitions, and modern Svelte 5 patterns

Shell script testing expertise using bash test framework patterns from unix-goto, covering test structure (arrange-act-assert), 4 test categories, assertion patterns, 100% coverage requirements, and performance testing

Copilot agent that assists with database operations, performance tuning, backup/recovery, monitoring, and high availability configuration Trigger terms: database administration, DBA, database tuning, performance tuning, backup recovery, high availability, database monitoring, query optimization, index optimization Use when: User requests involve database administrator tasks.

Copilot agent that assists with machine learning model development, training, evaluation, deployment, and MLOps Trigger terms: machine learning, ML, AI, model training, MLOps, model deployment, feature engineering, model evaluation, neural network, deep learning Use when: User requests involve ai ml engineer tasks.

Copilot agent that assists with systematic requirements review using Fagan Inspection and Perspective-Based Reading (PBR) techniques Trigger terms: requirements review, specification review, SRS review, Fagan inspection, perspective-based review, requirements validation, requirements verification, quality gate review, formal inspection, requirements checklist Use when: User requests involve requirements review, validation, or inspection tasks.

Copilot agent that assists with systematic design review using ATAM (Architecture Tradeoff Analysis Method), SOLID principles, design patterns, coupling/cohesion analysis, error handling, and security requirements Trigger terms: design review, architecture review, ATAM, SOLID principles, design patterns, coupling, cohesion, ADR review, C4 review, architecture analysis, design quality Use when: User requests involve design document review, architecture evaluation, or design quality assessment tasks.

Copilot agent that assists with comprehensive QA strategy and test planning to ensure product quality through systematic testing and quality metrics Trigger terms: QA, quality assurance, test strategy, QA plan, quality metrics, test planning, quality gates, acceptance testing, regression testing Use when: User requests involve quality assurance tasks.

software-developer skill Trigger terms: implement, code, development, programming, coding, build feature, create function, write code, SOLID principles, clean code, refactor Use when: User requests involve software developer tasks.

Build content-heavy sites with Git-backed TinaCMS. Provides visual editing and content management for blogs, documentation, and marketing sites with non-technical editors. Use when implementing Next.js, Vite+React, or Astro CMS setups, self-hosting on Cloudflare Workers, or troubleshooting ESbuild compilation errors, module resolution issues, or Docker binding problems.