Use when implementing any feature or bugfix, before writing implementation code. Enforces RED-GREEN-REFACTOR cycle.
原文语言:英语
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Use when implementing any feature or bugfix, before writing implementation code. Enforces RED-GREEN-REFACTOR cycle.
原文语言:英语
Use when starting feature work that needs isolation from current workspace or before executing implementation plans.
原文语言:英语
Use when starting any conversation. Establishes how to find and use skills, requiring skill invocation before any response.
原文语言:英语
Use when about to claim work is complete, fixed, or passing, before committing or creating PRs. Evidence before assertions.
原文语言:英语
Use when you have a spec or requirements for a multi-step task, before touching code. Creates bite-sized TDD implementation plans with dependency tracking.
原文语言:英语
Use when creating new skills, editing existing skills, or verifying skills work before deployment.
原文语言:英语
Microsoft AutoGen multi-agent configuration for conversational AI systems
原文语言:英语
Chain-of-thought and step-by-step reasoning prompts for complex problem solving
原文语言:英语
Chroma local vector database setup and operations for development and production
原文语言:英语
Constitutional AI and safety guardrail prompts for aligned LLM behavior
原文语言:英语
Content moderation API integration using OpenAI Moderation, Perspective API, and others
原文语言:英语
CrewAI multi-agent orchestration setup for collaborative AI systems
原文语言:英语
Entity and fact extraction for user profiling and personalization
原文语言:英语
Few-shot example generation and optimization for improved LLM performance
原文语言:英语
Guardrails AI validation framework setup for LLM applications. Implement input/output validation, safety checks, and structured output enforcement.
原文语言:英语
Haystack NLP pipeline configuration for document processing and QA
原文语言:英语
Hugging Face transformer model fine-tuning and inference for intent classification
原文语言:英语
LangChain chain composition including SequentialChain, RouterChain, and LCEL patterns
原文语言:英语
LangChain memory integration including ConversationBufferMemory, ConversationSummaryMemory, and vector-based memory
原文语言:英语
LangChain ReAct agent implementation with tool binding for reasoning and action loops
原文语言:英语
LangChain retriever implementation with various retrieval strategies for RAG applications
原文语言:英语
LangChain tool creation and integration utilities for agent systems
原文语言:英语
LangFuse LLM observability integration for tracing, analytics, and cost tracking
原文语言:英语
LangGraph checkpoint and persistence configuration for stateful workflow management
原文语言:英语
Human-in-the-loop integration for LangGraph workflows with approval and intervention points
原文语言:英语
Conditional edge routing and state-based transitions for LangGraph workflows
原文语言:英语
LangGraph StateGraph builder with state schema design. Create stateful agent workflows with cycles, conditionals, and persistence.
原文语言:英语
Subgraph composition and modular workflow design for LangGraph
原文语言:英语
LangSmith tracing and debugging setup for LLM applications. Configure observability, capture traces, and enable debugging for LangChain/LangGraph agents.
原文语言:英语
LlamaIndex agent and query engine setup for RAG-powered agents
原文语言:英语
LLM-based zero-shot and few-shot classification for flexible intent detection
原文语言:英语
Scaffolds MCP App project structure with correct directory layout, dependencies, entry points, and framework-specific templates. Handles React (useApp hook), Vanilla JS, Vue, Svelte, Preact, and Solid.
原文语言:英语
Comprehensive verification checklists for MCP Apps. Tests with basic-host reference, validates handler-before-connect, text fallback, resource URI linking, single-file bundling, host styling, CSP, and legacy pattern detection.
原文语言:英语
Comprehensive Content Security Policy audit for MCP Apps in sandboxed iframes. Discovers all network origins, traces them to source, and generates CSP configuration for registerAppResource.
原文语言:英语
Integrates MCP App UI with host theming system. Applies host CSS variables, handles onhostcontextchanged, safe area insets, display mode detection, and fullscreen configuration.
原文语言:英语
Implements the core MCP Apps architectural pattern where a Tool declares _meta.ui.resourceUri referencing a registered Resource. Covers registerAppTool, registerAppResource, text fallback, structuredContent, and app-only helper tools.
原文语言:英语
Mem0 memory layer integration for AI agents. Implement persistent, semantic memory for long-term context retention and personalization.
原文语言:英语
Conversation summarization for memory compression and context management
原文语言:英语
Milvus distributed vector database configuration for large-scale RAG applications
原文语言:英语
NVIDIA NeMo Guardrails configuration for conversational safety and control
原文语言:英语