MCP Quickstart Weather Server
Adapts the MCP server to work with OpenAI's chat completions and responses API
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@MCP Quickstart Weather Serverwhat's the forecast for New York this weekend?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
MCP Learning Projects
Hands-on projects for understanding how to build applications using Model Context Protocol (MCP).
Projects
weather/ — MCP Server + Custom Client
A weather MCP server built from the official MCP Quickstart, extended with a custom Python MCP client that routes tool calls through the OpenAI Chat Completions and Responses APIs.
calculator/ — MCP Server with Resources and Interactive UI
A calculator MCP server that demonstrates MCP resources and MCP Apps — an extension that renders an interactive HTML calculator widget directly inside Claude Desktop.
chatkit/ — Chat Web App with MCP Backend
A full-stack chat application built on OpenAI ChatKit. The frontend is a React + Vite app; the backend is a FastAPI server that routes messages to MCP tool servers based on the selected composer mode.
Echo mode — echoes user input back verbatim
Weather mode — runs a LangChain agent backed by the
weather/MCP server; tool calls (get_alerts,get_forecast) are streamed live to the UI as a workflow with per-step status indicators
Requires Python 3.14+ for the backend.
Related MCP server: mcp-weather
Requirements
Python 3.13+ and
uvNode.js 18+ and npm (for
chatkit/)Claude Desktop (for MCP Apps UI in the calculator project)
OpenAI API key (for the weather client and chatkit weather agent)
See each subfolder's README.md for setup and run instructions.
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
Tools
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