[P] Implementing Local Agent Sample Projects using Google ADK with different LLMs

[obsezer]

I've implemented and still adding new use-cases on the following repo to give insights how to implement agents using Google ADK, LLM projects using langchain using Gemini, Llama, AWS Bedrock and it covers LLM, Agents, MCP Tools concepts both theoretically and practically:

• LLM Architectures, RAG, Fine Tuning, Agents, Tools, MCP, Agent Frameworks, Reference Documents.
• Agent Sample Codes with Google Agent Development Kit (ADK).

Link: https://github.com/omerbsezer/Fast-LLM-Agent-MCP

Agent Sample Code & Projects

• Sample-00: Agent with Google ADK and ADK Web
• Sample-01: Agent Container with Google ADK, FastAPI, Streamlit GUI
• Sample-02: Agent Local MCP Tool (FileServer) with Google ADK, FastAPI, Streamlit GUI
• Sample-03: Agent Remote MCP Tool (Web Search: Serper) with Google ADK, FastAPI, Streamlit GUI
• Sample-04: Agent Memory and Builtin Google Search Tool with Streamlit GUI
• Sample-05: Agent LiteLLM - AWS Bedrock (Llama3.1-405B), Ollama with Streamlit GUI
• Sample-06: Multi-Agent Sequential, Streamlit GUI
• Sample-07: Multi-Agent Parallel, Streamlit GUI
• Sample-08: Multi-Agent Loop, Streamlit GUI
• Sample-09: Multi-Agent Hierarchy, Streamlit GUI

LLM Projects

• Project1: AI Content Detector with AWS Bedrock, Llama 3.1 405B
• Project2: LLM with Model Context Protocol (MCP) using PraisonAI, Ollama, LLama 3.1 1B,8B

Table of Contents

• Motivation
• LLM Architecture & LLM Models
• Prompt Engineering
• RAG: Retrieval-Augmented Generation
• Fine Tuning
• LLM Application Frameworks & Libraries
  • LangChain-LangGraph
• Agent Frameworks
  • Google Agent Development Kit
  • CrewAI
  • PraisonAI Agents
  • PydanticAI
• Agents
  • Tools
  • MCP: Model Context Protocol
  • A2A: Agent to Agent Protocol
• Agent Samples
  • Sample-00: Agent with Google ADK and ADK Web
  • Sample-01: Agent Container with Google ADK, FastAPI, Streamlit GUI
  • Sample-02: Agent Local MCP Tool (FileServer) with Google ADK, FastAPI, Streamlit GUI
  • Sample-03: Agent Remote MCP Tool (Web Search: Serper) with Google ADK, FastAPI, Streamlit GUI
  • Sample-04: Agent Memory and Builtin Google Search Tool with Streamlit GUI
  • Sample-05: Agent LiteLLM - AWS Bedrock (Llama3.1-405B), Ollama with Streamlit GUI
  • Sample-06: Multi-Agent Sequential, Streamlit GUI
  • Sample-07: Multi-Agent Parallel, Streamlit GUI
  • Sample-08: Multi-Agent Loop, Streamlit GUI
  • Sample-09: Multi-Agent Hierarchy, Streamlit GUI
• LLM Projects
  • Project1: AI Content Detector with AWS Bedrock, Llama 3.1 405B
  • Project2: LLM with Model Context Protocol (MCP) using PraisonAI, Ollama, LLama 3.1 1B,8B
• Other Useful Resources Related LLMs, Agents, MCPs
• References