# FastMCP to Gradio MCP Conversion Summary This document summarizes the conversion of the FastMCP weather server to a Gradio MCP application. ## What Was Done ### 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 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 ## Key Features of the Gradio Implementation ### Web Interface (5 Tabs) 1. **🔍 Search Locations** - Find locations and view their coordinates 2. **đŸŒ¤ī¸ Current Weather** - Get current conditions with emoji formatting 3. **📅 Weather Forecast** - View multi-day forecasts with adjustable days slider 4. **âš ī¸ Weather Alerts** - Check for severe weather warnings 5. **â„šī¸ About MCP** - Configuration guide for Claude Desktop integration ### 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 ### Response Formats - **Web UI**: Markdown with emoji for readability - **MCP Clients**: JSON strings for structured data ## Usage ### 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! ## Implementation Details ### All 5 Tools Converted 1. ✅ `search_locations_tool` - Search locations by name 2. ✅ `get_current_weather` - Get current conditions 3. ✅ `get_weather_forecast` - Get daily forecast 4. ✅ `get_hourly_forecast` - Get hourly forecast 5. ✅ `get_weather_alerts` - Check for alerts ### All 2 Resources Converted 1. ✅ `weather://current/{location}` - Current weather resource 2. ✅ `weather://forecast/{location}` - Forecast resource ### All 6 Prompts Converted 1. ✅ `weather-analysis` - Comprehensive analysis template 2. ✅ `travel-advisory` - Travel comparison template 3. ✅ `severe-weather-monitor` - Severe weather monitoring template 4. ✅ `outdoor-activity-planner` - Activity planning template 5. ✅ `weather-comparison` - Multi-location comparison template 6. ✅ `seasonal-insights` - Seasonal patterns template ## 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 | ## Migration Path 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/ ├── gradio_app.py ← NEW: Gradio MCP application ├── server.py (FastMCP server - still available) ├── tools.py (Shared logic) ├── resources.py (FastMCP resources - parallel in gradio_app.py) ├── prompts.py (FastMCP prompts - parallel in gradio_app.py) ├── api_client.py (Shared) ├── location_resolver.py (Shared) ├── models.py (Shared) ├── constants.py (Shared) ├── config.py (Shared) └── __main__.py (Updated to support --gradio) docs/ └── gradio-app-guide.md ← NEW: Comprehensive guide CLAUDE.md (Updated with Gradio info) pyproject.toml (Updated with Gradio deps) ``` ## Testing Checklist ✅ All tools return JSON strings for MCP compatibility ✅ All resources use proper URI templates ✅ All prompts return formatted strings ✅ Web UI has proper error handling ✅ MCP endpoint is properly exposed ✅ Dependencies installed via `uv sync` ✅ Code follows existing style (PEP 8, 88 chars) ✅ Async/await properly used throughout ✅ Type hints present on all functions ✅ Docstrings include Args sections for MCP discovery ## Next Steps 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 ## Notes - 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