wheather-mcp-agent/
├── ollama_weather_mcp/
│   ├── ollama_mcp_client.py     # Interactive client powered by Ollama
│   └── ollama_mcp_server.py     # MCP server extended with a prompt for Ollama
├── weather_mcp/
│   ├── __init__.py
│   ├── mcp_client.py            # Simple client (no LLM) for testing the server
│   └── mcp_server.py            # Core MCP server exposing the weather tools
├── .env                         # Environment variables (OpenWeatherMap API key)
├── main.py
├── pyproject.toml
└── README.md

uv sync

OPENWEATHER_API_KEY=your_api_key_here

{
  "mcpServers": {
    "weather": {
      "command": "uv",
      "args": ["run", "--directory", "C:\\path\\to\\wheather-mcp-agent", "weather_mcp/mcp_server.py"]
    }
  }
}

uv run .\ollama_weather_mcp\ollama_mcp_client.py

[INFO] Server-client connection initialized
Weather Assistant — ask about current conditions or the forecast for any city.
You can also ask general questions.
Type 'q', 'exit', or 'quit' to leave.
You: what is the current weather in paris
[INFO] Requesting Ollama to extract tool and arguments...
Current weather in Paris, FR: clear sky, 32.79°C (feels like 31.48°C), ranging from 32.3°C to 35.03°C, with 28% humidity.
You: and tomorrow ?
[INFO] Requesting Ollama to extract tool and arguments...
--------------------
Weather Forecast in Paris, FR
2026-07-29 12:00:00 — 33.5°C, clear sky
2026-07-29 15:00:00 — 35.88°C, clear sky
2026-07-29 18:00:00 — 37.16°C, clear sky
2026-07-29 21:00:00 — 30.5°C, clear sky
2026-07-30 00:00:00 — 25.28°C, clear sky
2026-07-30 03:00:00 — 22.37°C, scattered clouds
2026-07-30 06:00:00 — 21.97°C, broken clouds
2026-07-30 09:00:00 — 24.71°C, overcast clouds
2026-07-30 12:00:00 — 28.47°C, overcast clouds
2026-07-30 15:00:00 — 33.05°C, clear sky
--------------------
You: what is the capital of lebanon
[INFO] Requesting Ollama to extract tool and arguments...
[INFO] Requesting Ollama to answer a general question ...
Answer: The capital of Lebanon is Beirut (بيروت).
You:

uv run .\weather_mcp\mcp_client.py