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  • Agentic AI Systems with LangChain + MCP + RAG + Ollama: Build Real-World Intelligent Agents with Modular Tools, Local LLMs, and Retrieval-Augmented Reasoning
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Agentic AI Systems with LangChain + MCP + RAG + Ollama: Build Real-World Intelligent Agents with Modular Tools, Local LLMs, and Retrieval-Augmented Reasoning Kindle Edition

4.0 out of 5 stars 4 ratings

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Build not just agents — build infrastructure.
In a world moving beyond simple LLM chats, this is the book that hands you the full blueprint for constructing real, autonomous, and production-ready AI systems.

Whether you're a developer, researcher, or systems engineer, this guide shows you exactly how to wire together the most powerful open-source tools — LangChain, MCP, RAG, and Ollama — into agents that can reason, call tools, search documents, and operate fully offline.

This is not about APIs and copy-paste code. This is about engineering agents that use tools, collaborate with other agents, retrieve knowledge, execute securely, and scale without limits.

You'll learn how to:

  • Build modular, fully-local AI agents that don’t rely on OpenAI or the cloud

  • Expose Python functions, shell commands, and web services as tools using the Model Context Protocol (MCP)

  • Retrieve answers from embedded documents using Retrieval-Augmented Generation (RAG) with FAISS or Chroma

  • Host open LLMs like Mistral, LLaMA, and Phi using Ollama — and switch between them for performance and specialization

  • Compose agents with memory, error handling, prompt strategy, and fallback planning

  • Design collaborative multi-agent systems with role-specific tools, validators, and shared memory

  • Deploy and monitor your entire stack using Docker, structured logging, and caching strategies

  • Create your own scalable MCP tool registry — the foundation of intelligent AI infrastructure

  • Extend to file parsing, PDF processing, multilingual tasks, and even image-based workflows

  • Future-proof your systems with ethical, secure, and maintainable agentic patterns

This book doesn’t just show you what’s possible — it shows you how to build it, optimize it, and ship it.

From startups building copilots, to enterprise teams creating internal knowledge agents, to solo developers exploring the future of AI automation — this book is your field manual.

Juicy, hands-on, and architected for reality.
This is agentic AI without the fluff. Just tools. Just code. Just power.

If you're serious about building intelligent software that does things
this is the most important book you'll own.

Product details

  • ASIN ‏ : ‎ B0F6JJ71KL
  • Accessibility ‏ : ‎ Learn more
  • Publication date ‏ : ‎ April 25 2025
  • Language ‏ : ‎ English
  • File size ‏ : ‎ 608 KB
  • Simultaneous device usage ‏ : ‎ Unlimited
  • Enhanced typesetting ‏ : ‎ Enabled
  • X-Ray ‏ : ‎ Not Enabled
  • Word Wise ‏ : ‎ Not Enabled
  • Print length ‏ : ‎ 295 pages
  • Page Flip ‏ : ‎ Enabled
  • 鶹 Rank: #39,235 in Kindle Store (See Top 100 in Kindle Store)
  • Customer Reviews:
    4.0 out of 5 stars 4 ratings

About the author

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James Colton
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James Colton is a renowned AI expert, multi-agent systems specialist, and a pioneering thought leader in intelligent automation. With a distinguished career dedicated to advancing artificial intelligence, he has developed groundbreaking solutions that seamlessly integrate human and machine intelligence. James is known for his clear, engaging writing and practical approach to complex AI concepts. Drawing on extensive experience designing cutting-edge AI systems across industries, he provides readers with invaluable insights and state-of-the-art techniques shaping the future of AI.

Customer reviews

4 out of 5 stars
4 global ratings

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  • Luigi
    3.0 out of 5 stars Buon libro
    Reviewed in Italy on June 13, 2025
    Verified Purchase
    Ciao buon libro unico neo non sono riuscito a trovare il codice degli esercizi e quindi bisogna scriverli sempre a mano tutto il codice
    Report
  • KJ
    3.0 out of 5 stars Unrecognized / obsolete code (commands)
    Reviewed in the United Kingdom on June 12, 2025
    Verified Purchase
    Many of the commands are either obsolete or are not recognized. Also I can't find GitHub repo to try out the codes, each time I have to manually write code. Imagine typing json file manually smh.
    Have been able to learn a few concepts though. Could you the book for introduction to LangChain and concepts surrounding it, but would recommend to buy a more complete book.

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