AI Integration Skill

Comprehensive patterns for integrating the Anthropic Claude API into production systems — from basic API calls to full multi-agent orchestration with state management, memory, and evaluation.

When to Use This Skill

Activate when:

• Building a Claude API integration or wrapper
• Implementing structured outputs, tool calling, or streaming
• Setting up multi-provider LLM routing (LiteLLM, fallbacks)
• Designing multi-agent orchestration or agentic loops
• Implementing RAG or persistent agent memory
• Evaluating LLM output quality or building evals
• Deploying agents to Next.js, Python FastAPI, or Docker

Don't use this skill for:

• Kubernetes/Terraform config unrelated to AI infra
• General React/Next.js features not involving LLM calls