测试
单元测试、集成测试与测试自动化
aws-sdk-java-v2-dynamodb
giuseppe-trisciuoglio
Provides Amazon DynamoDB patterns using AWS SDK for Java 2.x. Use when creating, querying, scanning, or performing CRUD operations on DynamoDB tables, working with indexes, batch operations, transactions, or integrating with Spring Boot applications.
langchain4j-testing-strategies
giuseppe-trisciuoglio
Provides testing strategies for LangChain4j-powered applications. Handles mocking LLM responses, testing retrieval chains, and validating AI workflows. Use when testing AI-powered features reliably.
aws-sdk-java-v2-messaging
giuseppe-trisciuoglio
Provides AWS messaging patterns using AWS SDK for Java 2.x for SQS queues and SNS topics. Handles sending/receiving messages, FIFO queues, DLQ, subscriptions, and pub/sub patterns. Use when implementing messaging with SQS or SNS.
aws-sdk-java-v2-rds
giuseppe-trisciuoglio
Provides AWS RDS (Relational Database Service) management patterns using AWS SDK for Java 2.x. Use when creating, modifying, monitoring, or managing Amazon RDS database instances, snapshots, parameter groups, and configurations.
spring-ai-mcp-server-patterns
giuseppe-trisciuoglio
Provides Model Context Protocol (MCP) server implementation patterns with Spring AI. Use when building MCP servers to extend AI capabilities with custom tools, resources, and prompt templates using Spring's official AI framework.
spring-boot-dependency-injection
giuseppe-trisciuoglio
Provides dependency injection patterns for Spring Boot projects covering constructor-first patterns, optional collaborator handling, bean selection, and validation practices. Use when configuring beans, wiring dependencies, or troubleshooting injection issues.
langchain4j-spring-boot-integration
giuseppe-trisciuoglio
Provides integration patterns for LangChain4j with Spring Boot. Handles auto-configuration, dependency injection, and Spring ecosystem integration. Use when embedding LangChain4j into Spring Boot applications.
spring-boot-cache
giuseppe-trisciuoglio
Provides patterns for enabling and operating the Spring Cache abstraction in Spring Boot. Use when implementing application-level caching for performance-sensitive workloads.
langchain4j-tool-function-calling-patterns
giuseppe-trisciuoglio
Provides tool and function calling patterns with LangChain4j. Handles defining tools, function calls, and LLM agent integration. Use when building agentic applications that interact with tools.
aws-sdk-java-v2-lambda
giuseppe-trisciuoglio
Provides AWS Lambda patterns using AWS SDK for Java 2.x. Use when invoking Lambda functions, creating/updating functions, managing function configurations, working with Lambda layers, or integrating Lambda with Spring Boot applications.
spring-data-neo4j
giuseppe-trisciuoglio
Provides Spring Data Neo4j integration patterns for graph database development. Use when working with Neo4j graph databases, node entities, relationships, Cypher queries, reactive Neo4j operations, or Spring Data Neo4j repositories.
rails-concern
ThibautBaissac
Creates Rails concerns for shared behavior across models or controllers with TDD. Use when extracting shared code, creating reusable modules, DRYing up models/controllers, or when user mentions concerns, modules, mixins, or shared behavior.
performance-optimization
ThibautBaissac
Identifies and fixes Rails performance issues including N+1 queries, slow queries, and memory problems. Use when optimizing queries, fixing N+1 issues, improving response times, or when user mentions performance, slow, optimization, or Bullet gem.
viewcomponent-patterns
ThibautBaissac
Creates ViewComponents for reusable UI elements with TDD. Use when building reusable UI components, extracting complex partials, creating cards/tables/badges/modals, or when user mentions ViewComponent, components, or reusable UI.
rails-presenter
ThibautBaissac
Creates presenter objects for view formatting using SimpleDelegator pattern with TDD. Use when extracting view logic from models, formatting data for display, creating badges/labels, or when user mentions presenters, view models, formatting, or display helpers.
interview-me
flonat
"Interactive interview to formalise a research idea into a structured specification with hypotheses and empirical strategy. Conversational — asks questions one at a time. Triggers: 'help me formalise this idea', 'develop my research question'. Not for literature search — use /literature."
code-reviewer
zhaono1
Reviews pull requests and code changes for quality, security, and best practices. Use when user asks for code review, PR review, or mentions reviewing changes.
prd-implementation-precheck
zhaono1
Implement PRDs/specs with a mandatory precheck review before coding. Use when a user asks to implement a PRD/feature spec/requirements doc or says "implement PRD/spec". Perform a preflight review, raise questions on scope/consistency/risks, then implement after confirmation.
test-automator
zhaono1
Test automation framework expert for creating and maintaining automated tests. Use when user asks to write tests, automate testing, or improve test coverage.
phasing
WellApp-ai
Group slices into risk-optimized phases with timeline generation
test-hardening
WellApp-ai
Convert passed QA Contract criteria to automated tests
debug
WellApp-ai
Systematic debugging with MCP integration, auto-invoke from qa-commit, Phase 7 Harden
webapp-testing
WellApp-ai
Test web app UI using Browser MCP and Storybook
tool-systematic-debugging
Heyvhuang
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes