Calculator MCP Server

Calculator MCP Server

Provides a calculator tool that can evaluate mathematical expressions over the Model Context Protocol.

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README

Calculator MCP Agent

A LangChain agent that connects to a custom MCP (Model Context Protocol) server which exposes a simple calculator tool. The agent can evaluate mathematical expressions by calling the calculator tool over MCP.

How it works

  • mcqcalc.py — a FastMCP server that exposes a calculator tool (and a prompt template) over streamable HTTP.
  • mcp_calc.ipynb — a notebook that starts a LangChain agent, connects to the MCP server, and uses a locally hosted Ollama model to answer math questions.

Running it

Running this project takes two steps, in two separate terminals.

  1. Start the MCP server in one terminal:

    python mcqcalc.py
    

    This launches the calculator MCP server (listening on port 8000).

  2. Run the notebook in another terminal (or your editor):

    Open and run mcp_calc.ipynb. It connects to the running MCP server and drives the agent.

Ollama configuration

The notebook's base_url for Ollama points to a private local network address specific to my setup. Before running the notebook, replace that base_url with your own Ollama instance URL (for example, http://localhost:11434 if you run Ollama locally).

Setup

Install dependencies:

pip install -r requirements.txt

Create a .env file for any required environment variables (it is git-ignored).

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