Fast LLM & Agents & MCPs MCP Server

What is Fast LLM & Agents & MCPs?

This is a comprehensive educational repository covering LLM architectures, RAG, fine‑tuning, agents, MCP tools, and skills both theoretically and practically. It provides sample codes using LangChain & LangGraph (v1.0.0), AWS Strands Agents, and Google Agent Development Kit (ADK).

How to use Fast LLM & Agents & MCPs?

Clone the repository and navigate to the relevant sample directories under agents/ for each framework. No specific server configuration or invocation command is documented; users should follow the individual sample READMEs or setup instructions inside each directory.

Key features of Fast LLM & Agents & MCPs

• Covers LLM architectures, RAG, fine‑tuning, and prompt engineering.
• Provides sample agents with LangChain & LangGraph (v1.0.0).
• Provides sample agents with AWS Strands Agents.
• Provides sample agents with Google Agent Development Kit (ADK).
• Includes MCP Tool integration samples (local and remote).
• Explains concepts of agents, tools, skills, and A2A protocol.

Use cases of Fast LLM & Agents & MCPs

• Automating complex tasks like summarization, translation, and coding.
• Building intelligent chatbots, copilots, and search engines.
• Enhancing productivity with knowledge‑based task automation.
• Customizing LLMs for domain‑specific needs (finance, legal, health).
• Learning and prototyping multi‑agent workflows (sequential, parallel, hierarchy).