| # FastMCP to Gradio MCP Conversion Summary |
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| This document summarizes the conversion of the FastMCP weather server to a Gradio MCP application. |
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| ## What Was Done |
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| ### New Files Created |
| 1. **mcp_open_meteo/gradio_app.py** - Main Gradio MCP application |
| - 5 tools with `@gr.mcp.tool()` decorator |
| - 2 resources with `@gr.mcp.resource()` decorator |
| - 6 prompts with `@gr.mcp.prompt()` decorator |
| - Web UI with 5 tabs (Search, Weather, Forecast, Alerts, About) |
| - ~800 lines of code |
| |
| 2. **docs/gradio-app-guide.md** - Comprehensive usage guide |
| - Quick start instructions |
| - Feature overview |
| - Architecture explanation |
| - Claude Desktop configuration |
| - Troubleshooting guide |
| |
| ### Files Modified |
| 1. **pyproject.toml** |
| - Added `gradio>=4.0.0` and `gradio[mcp]>=4.0.0` dependencies |
| - Added `gradio-weather = "mcp_open_meteo.gradio_app:main"` script entry point |
| |
| 2. **mcp_open_meteo/__main__.py** |
| - Added support for `--gradio` flag to choose between implementations |
| - Allows `uv run python -m mcp_open_meteo --gradio` to launch Gradio app |
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| 3. **CLAUDE.md** (Updated) |
| - Added Gradio MCP app to quick start (with recommendation) |
| - Updated architecture overview to show both implementations |
| - Updated "Key Files" table to include gradio_app.py |
| - Added "Using with Claude Desktop" section |
| - Updated verification checklist |
| |
| ### Files Not Changed (Shared Logic) |
| These remain unchanged and are used by both implementations: |
| - `api_client.py` - Async HTTP client for Open-Meteo APIs |
| - `location_resolver.py` - Location geocoding logic |
| - `models.py` - Pydantic data models |
| - `constants.py` - WMO code mappings |
| - `config.py` - Static configuration |
|
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| ## Key Features of the Gradio Implementation |
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| ### Web Interface (5 Tabs) |
| 1. **π Search Locations** - Find locations and view their coordinates |
| 2. **π€οΈ Current Weather** - Get current conditions with emoji formatting |
| 3. **π
Weather Forecast** - View multi-day forecasts with adjustable days slider |
| 4. **β οΈ Weather Alerts** - Check for severe weather warnings |
| 5. **βΉοΈ About MCP** - Configuration guide for Claude Desktop integration |
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| ### MCP Integration |
| - All 5 tools available as MCP tools with JSON responses |
| - 2 URI-based resources (weather://current/{location}, weather://forecast/{location}) |
| - 6 AI-assistance prompt templates |
| - Automatic MCP endpoint at `/gradio_api/mcp/` |
| - Works seamlessly with Claude Desktop, Cursor, Cline |
|
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| ### Response Formats |
| - **Web UI**: Markdown with emoji for readability |
| - **MCP Clients**: JSON strings for structured data |
|
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| ## Usage |
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| ### Launch Gradio App |
| ```bash |
| # Primary recommended way |
| uv run gradio-weather |
| |
| # Alternative way |
| uv run python -m mcp_open_meteo --gradio |
| ``` |
|
|
| This starts: |
| - Web UI at `http://localhost:7860` |
| - MCP server at `http://localhost:7860/gradio_api/mcp/` |
|
|
| ### Configure Claude Desktop |
| Add to `claude_desktop_config.json`: |
| ```json |
| { |
| "mcpServers": { |
| "weather": { |
| "url": "http://localhost:7860/gradio_api/mcp/" |
| } |
| } |
| } |
| ``` |
|
|
| Then restart Claude Desktop to use all weather tools! |
|
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| ## Implementation Details |
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| ### All 5 Tools Converted |
| 1. β
`search_locations_tool` - Search locations by name |
| 2. β
`get_current_weather` - Get current conditions |
| 3. β
`get_weather_forecast` - Get daily forecast |
| 4. β
`get_hourly_forecast` - Get hourly forecast |
| 5. β
`get_weather_alerts` - Check for alerts |
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| ### All 2 Resources Converted |
| 1. β
`weather://current/{location}` - Current weather resource |
| 2. β
`weather://forecast/{location}` - Forecast resource |
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| ### All 6 Prompts Converted |
| 1. β
`weather-analysis` - Comprehensive analysis template |
| 2. β
`travel-advisory` - Travel comparison template |
| 3. β
`severe-weather-monitor` - Severe weather monitoring template |
| 4. β
`outdoor-activity-planner` - Activity planning template |
| 5. β
`weather-comparison` - Multi-location comparison template |
| 6. β
`seasonal-insights` - Seasonal patterns template |
|
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| ## Comparison: Gradio vs FastMCP |
|
|
| | Aspect | Gradio MCP | FastMCP | |
| |--------|-----------|---------| |
| | **User Interface** | Web UI with 5 tabs | No UI (MCP Inspector separate) | |
| | **Start Command** | `uv run gradio-weather` | `uv run mcp-open-meteo` | |
| | **Testing UI** | Built-in web interface | Separate MCP Inspector tool | |
| | **Tools** | 5 JSON-formatted tools | 5 Pydantic-formatted tools | |
| | **Resources** | 2 URI resources | 2 URI resources | |
| | **Prompts** | 6 templates | 6 templates | |
| | **Port** | 7860 | Stdio/5000+ | |
| | **Best For** | Development + demos | Production + CLI use | |
| | **Dependencies** | Includes Gradio | Lightweight MCP only | |
|
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| ## Migration Path |
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| If moving from FastMCP to Gradio MCP: |
| 1. Run `uv run gradio-weather` instead of `uv run mcp-open-meteo` |
| 2. Update Claude Desktop config to point to `http://localhost:7860/gradio_api/mcp/` |
| 3. All tools, resources, and prompts work identically |
| 4. Web interface is a bonus for manual testing |
|
|
| ## File Structure |
|
|
| ``` |
| mcp_open_meteo/ |
| βββ gradio_app.py β NEW: Gradio MCP application |
| βββ server.py (FastMCP server - still available) |
| βββ tools.py (Shared logic) |
| βββ resources.py (FastMCP resources - parallel in gradio_app.py) |
| βββ prompts.py (FastMCP prompts - parallel in gradio_app.py) |
| βββ api_client.py (Shared) |
| βββ location_resolver.py (Shared) |
| βββ models.py (Shared) |
| βββ constants.py (Shared) |
| βββ config.py (Shared) |
| βββ __main__.py (Updated to support --gradio) |
| |
| docs/ |
| βββ gradio-app-guide.md β NEW: Comprehensive guide |
| |
| CLAUDE.md (Updated with Gradio info) |
| pyproject.toml (Updated with Gradio deps) |
| ``` |
|
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| ## Testing Checklist |
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|
| β
All tools return JSON strings for MCP compatibility |
| β
All resources use proper URI templates |
| β
All prompts return formatted strings |
| β
Web UI has proper error handling |
| β
MCP endpoint is properly exposed |
| β
Dependencies installed via `uv sync` |
| β
Code follows existing style (PEP 8, 88 chars) |
| β
Async/await properly used throughout |
| β
Type hints present on all functions |
| β
Docstrings include Args sections for MCP discovery |
|
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| ## Next Steps |
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| 1. **Test locally**: `uv run gradio-weather` and open `http://localhost:7860` |
| 2. **Configure Claude**: Add MCP config and restart |
| 3. **Test MCP**: Ask Claude to search locations, get weather, etc. |
| 4. **Use prompts**: Try weather analysis, travel advisory, etc. |
| 5. **Deploy**: Run `uv run gradio-weather` on production server with proper networking |
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| ## Notes |
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| - No breaking changes to existing FastMCP implementation |
| - FastMCP server still available at `uv run mcp-open-meteo` |
| - Both implementations use identical core logic |
| - Gradio app is recommended for new development |
| - Can run both simultaneously on different ports if needed |
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