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Python MCP Server

Python MCP Server

Python MCP Server

This is a simple demonstration of a fastmcp server and client.

Setup and Installation (with uv)

This project uses uv for environment and dependency management.

  1. Create the virtual environment:

    uv venv
  2. Activate the virtual environment:

    source .venv/bin/activate
  3. Install the dependencies:

    uv pip sync pyproject.toml

Related MCP server: Fast MCP Local

Usage (with uv)

Make sure your virtual environment is activated before running these commands.

  1. Run the MCP server:

    uv run python server.py

    The server will start on localhost:8000.

Usage for gemini

  1. Configue Gemini CLI Add the following configuration on ~/.gemini/settings.json

    {
      "security": {
        "auth": {
          "selectedType": "oauth-personal"
        }
      },
      "mcpServers": {
        "serverName": {
          "command": "/home/<USER>/.local/bin/uv",
          "args": [
            "--directory",
            "/home/<USER>/code/python-mcp-server",
            "run",
            "server.py"
          ]
        }
      }
    }

    And yes, the home directory can't be summarized to just "~"

  2. Th server does not need to be running simply run Gemini CLI:

    gemini

    From there, you will be able to know if the MCP has been adopted by running the command /mcp list. You should see the tools listed there, similar to this:

    ℹConfigured MCP servers:
    
      🟢 serverName - Ready (2 tools)
        Tools:
        - addNumbers
        - greet
    
    
      💡 Tips:
        • Use /mcp desc to show server and tool descriptions
        • Use /mcp schema to show tool parameter schemas
        • Use /mcp nodesc to hide descriptions
        • Use /mcp auth <server-name> to authenticate with OAuth-enabled servers
        • Press Ctrl+T to toggle tool descriptions on/off

    In this example you will be able to ask Gemini to greet you or add numbers, as long as you provide enough context to fill in the arguments. If you do not provide arguments, Gemini will ask for more information.

    Once all the arguments are provided, Gemini will ask for confirmation before the MCP is hit, and only then will it execute the logic.

Available Tools

2 tools
addNumbersD

Inputs: a (required), b (required). Returns: result

greetD

Inputs: name (required). Returns: result

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    TDQS

    D1.5/5.0

    Scored across 2 tools

    Disambiguation5/5

    The two tools have clearly distinct purposes: addNumbers performs a mathematical operation, while greet handles a social interaction. There is no overlap or ambiguity between them, making misselection unlikely.

    Naming Consistency2/5

    The naming is inconsistent: addNumbers uses camelCase, while greet uses lowercase. There is no predictable pattern across the set, though both names are readable individually.

    Tool Count2/5

    With only 2 tools, the server feels thin and under-scoped for a general-purpose Python MCP server. This minimal set suggests limited functionality that may not cover typical Python-related tasks.

    Completeness1/5

    The tool surface is severely incomplete for a Python server domain. It lacks basic operations like code execution, file handling, or library management, leaving obvious gaps that will cause agent failures in practical scenarios.

    Maintenance

    ActivityInactive
    ResponsivenessNo recent community issues

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