Deploy Remote MCP Servers in Python (Step by Step)

Alejandro AO โ€ข June 23, 2025
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๐Ÿš€ MCP Servers over Streamable HTTP (Step-by-Step Guide) Want to connect remote tools to your AI assistant like microservices? Meet MCP (Model Context Protocol) โ€” the protocol that lets your LLM-based agents call external tools hosted on separate servers. Links - ๐Ÿ“ Written Tutorial: https://www.aibootcamp.dev/blog/remote-mcp-servers - ๐Ÿ‘‰ Code: https://github.com/alejandro-ao/mcp-streamable-http - ๐Ÿš€ MCP Course Waitlist: https://link.alejandro-ao.com/join-mcp - ๐Ÿš€ AI Engineer Bootcamp: https://www.aibootcamp.dev/ - โค๏ธ Buy me a coffee... or a beer (thanks!): https://buymeacoffee.com/alejandro.ao References: - ๐Ÿ”— https://modelcontextprotocol.io/quickstart/server - ๐Ÿ”— https://heeki.medium.com/building-an-mcp-server-as-an-api-developer-cfc162d06a83 In this video, Iโ€™ll walk you through how to create your first remote MCP server using Python and expose it over streamable HTTP. Youโ€™ll learn how to: ๐Ÿ”ง Build an MCP server from scratch ๐ŸŒ Expose tools (like a web search API) over HTTP ๐Ÿง  Connect your MCP server to an AI assistant like Cursor ๐Ÿงช Use the MCP Inspector to debug your server โšก๏ธ Mount MCP servers on FastAPI routes ๐Ÿงฉ Set up multiple MCP servers within a single app ๐Ÿงต Chapters: 00:00 Intro to MCP 02:10 What is MCP 07:49 Building a Remote MCP Server 14:53 Debugging Remote MCP Servers 17:15 MCP Server Demo with HTTP 19:29 Multiple MCP Servers in a FastAPI App 24:04 Deploy Multi-MCP Server

Python Server Setup Essentials

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