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L-19 Build a Custom MCP Server with LangGraph and Streamlit

2.9K views· 106 likes· 40:17· Aug 14, 2025

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In this tutorial, we’ll **build a custom MCP server from scratch** and connect it to a **LangGraph-powered app**! Learn how to create tools, run your MCP server, and integrate it with an LLM for **automated AI workflows**. Follow along with the GitHub repository for full code examples: 🔗 GitHub: https://github.com/codewithaarohi/Agentic-AI-Course/tree/main/Custom_mcp_server_langgraph 🌐 Website: https://codewithaarohi.ai/downloads/agentic_ai/ Both links contain the exact code used in this tutorial. 📌 **What You’ll Learn:** ✅ What an MCP server is and why you might want to build a custom one ✅ How to create tools using **FastMCP** ✅ How to run your MCP server over **HTTP or stdio** ✅ How to connect MCP tools to **LangGraph** ✅ How to make an **LLM use MCP tools automatically** 🛠 **Technologies Used:** - Python - MCP (FastMCP) - LangGraph - OpenAI API - Streamlit (optional UI) 📌 **Who This Video is For:** Developers exploring **Agentic AI, LangGraph, or MCP integrations** 💬 Questions or collaborations? Reach out at **aarohisingla1987@gmail.com** 🔔 Don’t forget to **like, comment, and subscribe** for more tutorials on **MCP, LangGraph, and AI tools**! #CustomMCP #FastMCP #LangGraph #AgenticAI #PythonAI #OpenAIAPI #MCPIntegration #AIWorkflow #LLMAutomation #Streamlit

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