Model Context Protocol (MCP)

LLM (Large Language Model)

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Claude AU suggest that developers start by using LLM APIs directly: many patterns can be implemented in a few lines of code. If you do use a framework, ensure you understand the underlying code. Incorrect assumptions about what's under the hood are a common source of customer error.

See Claude AI cookbookΒ for some sample implementations.

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Definition: Agent = LLM which calls tools

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Frameworks for AI Agents and Automations

β†’ comparing agent frameworks: google sheets table from Harrison Chase

Claude Agent SDK

LangChain

LangGraph

Langflow

n8n

Agono

Coze

Amazon Bedrock Agents

Rivet

vellum

OpenClaw