Implement risk assessment agent

risk-assessment-agent/.blaxel/philippines-disaster-risk-mcp.yaml

@@ -1,10 +1,47 @@
 # Philippines Disaster Risk MCP Server Configuration
-# MCP Server URL: https://mcp-1st-birthday-philippines-disaster-risk-mcp.hf.space/gradio_api/mcp/
+# This MCP server provides disaster risk assessment data for Philippine coordinates
 
-mcp_server:
-  name: philippines-disaster-risk-mcp
-  url: https://mcp-1st-birthday-philippines-disaster-risk-mcp.hf.space/gradio_api/mcp/
+name: philippines-disaster-risk-mcp
+description: Gradio-based MCP server for Philippines disaster risk data
+
+# MCP Server Connection
+server:
   type: gradio
-  tools:
-    - philippines_disaster_risk_mcp_get_risk_data
-  description: "Provides disaster risk assessment data for Philippine coordinates"
+  url: https://mcp-1st-birthday-philippines-disaster-risk-mcp.hf.space/gradio_api/mcp/
+  
+# Available Tools
+tools:
+  - name: philippines_disaster_risk_mcp_get_risk_data
+    description: Get comprehensive disaster risk data for Philippine coordinates
+    parameters:
+      latitude:
+        type: number
+        description: Latitude in decimal degrees (4°N to 21°N)
+        required: true
+        minimum: 4.0
+        maximum: 21.0
+      longitude:
+        type: number
+        description: Longitude in decimal degrees (116°E to 127°E)
+        required: true
+        minimum: 116.0
+        maximum: 127.0
+    returns:
+      type: object
+      description: Comprehensive disaster risk assessment data including seismic, volcanic, and hydrometeorological hazards
+
+# Cache Configuration
+cache:
+  enabled: true
+  ttl: 3600  # 1 hour cache as per MCP documentation
+
+# Retry Configuration
+retry:
+  max_attempts: 3
+  base_delay: 1.0  # seconds
+  exponential_backoff: true
+
+# Timeout Configuration
+timeout:
+  connection: 30  # seconds
+  read: 60  # seconds

risk-assessment-agent/agent.py

@@ -1,57 +1,531 @@
 """
 Risk Assessment Agent for Disaster Risk Construction Planner
-Interfaces with Philippines Disaster Risk MCP Server
+
+This agent interfaces with the Philippines Disaster Risk MCP Server to retrieve
+disaster risk data for Philippine locations.
 """
 
 import asyncio
-from typing import Optional
-from models import RiskData, RiskLevel
+import os
+from typing import Optional, Dict, Any
+from datetime import datetime
+
+from models import (
+    RiskData,
+    RiskSummary,
+    HazardData,
+    SeismicHazards,
+    VolcanicHazards,
+    HydroHazards,
+    HazardDetail,
+    LocationInfo,
+    FacilityInfo,
+    Metadata,
+    Coordinates,
+    RiskLevel,
+    ErrorResponse,
+    ErrorDetail
+)
 
 
 class RiskAssessmentAgent:
-    """Agent for disaster risk assessment"""
+    """Agent for disaster risk assessment using Philippines Disaster Risk MCP"""
+    
+    # Philippine geographic boundaries
+    PHILIPPINES_LAT_MIN = 4.0
+    PHILIPPINES_LAT_MAX = 21.0
+    PHILIPPINES_LON_MIN = 116.0
+    PHILIPPINES_LON_MAX = 127.0
     
     def __init__(self):
-        """Initialize risk assessment agent"""
-        pass
+        """Initialize the Risk Assessment Agent"""
+        self.mcp_url = os.getenv(
+            'PHILIPPINES_DISASTER_RISK_MCP_URL',
+            'https://mcp-1st-birthday-philippines-disaster-risk-mcp.hf.space/gradio_api/mcp/'
+        )
+    
+    def validate_coordinates(self, lat: float, lon: float) -> bool:
+        """
+        Validate coordinates are within Philippine geographic boundaries
+        
+        Args:
+            lat: Latitude in decimal degrees
+            lon: Longitude in decimal degrees
+            
+        Returns:
+            True if coordinates are within Philippine bounds, False otherwise
+        """
+        return (
+            self.PHILIPPINES_LAT_MIN <= lat <= self.PHILIPPINES_LAT_MAX and
+            self.PHILIPPINES_LON_MIN <= lon <= self.PHILIPPINES_LON_MAX
+        )
     
     async def get_risk_assessment(self, lat: float, lon: float) -> RiskData:
         """
         Main entry point for risk assessment
         
         Args:
-            lat: Latitude coordinate
-            lon: Longitude coordinate
+            lat: Latitude in decimal degrees
+            lon: Longitude in decimal degrees
             
         Returns:
-            Complete risk assessment data
+            RiskData object containing complete risk assessment
+            
+        Raises:
+            ValueError: If coordinates are invalid
+            Exception: If MCP connection fails after retries
         """
         # Validate coordinates
-        self.validate_coordinates(lat, lon)
+        if not self.validate_coordinates(lat, lon):
+            raise ValueError(
+                f"Coordinates ({lat}, {lon}) are outside Philippine boundaries. "
+                f"Valid ranges: Latitude {self.PHILIPPINES_LAT_MIN}°N to {self.PHILIPPINES_LAT_MAX}°N, "
+                f"Longitude {self.PHILIPPINES_LON_MIN}°E to {self.PHILIPPINES_LON_MAX}°E"
+            )
         
-        # TODO: Implement MCP connection and data retrieval
-        raise NotImplementedError("Risk assessment not yet implemented")
+        # Call MCP with retry logic
+        try:
+            mcp_response = await self.call_with_retry(lat, lon)
+            
+            # Parse the response
+            risk_data = self._parse_mcp_response(mcp_response, lat, lon)
+            
+            return risk_data
+            
+        except Exception as e:
+            raise Exception(f"Failed to retrieve risk assessment: {str(e)}")
     
-    def validate_coordinates(self, lat: float, lon: float) -> bool:
+    async def call_with_retry(
+        self,
+        lat: float,
+        lon: float,
+        max_attempts: int = 3,
+        base_delay: float = 1.0
+    ) -> Dict[str, Any]:
+        """
+        Call MCP with retry logic and exponential backoff
+        
+        Args:
+            lat: Latitude in decimal degrees
+            lon: Longitude in decimal degrees
+            max_attempts: Maximum number of retry attempts (default: 3)
+            base_delay: Base delay in seconds for exponential backoff (default: 1.0)
+            
+        Returns:
+            MCP response data
+            
+        Raises:
+            Exception: If all retry attempts fail
+        """
+        last_error: Optional[Exception] = None
+        
+        for attempt in range(1, max_attempts + 1):
+            try:
+                print(f"Attempt {attempt}/{max_attempts}: Calling Philippines Disaster Risk MCP...")
+                
+                # TODO: Replace with actual Blaxel MCP client call
+                # This is a placeholder for the MCP integration
+                # from blaxel import MCPClient
+                # mcp_client = MCPClient('philippines-disaster-risk-mcp')
+                # response = await mcp_client.call_tool(
+                #     'philippines_disaster_risk_mcp_get_risk_data',
+                #     latitude=lat,
+                #     longitude=lon
+                # )
+                
+                # For now, simulate MCP call
+                response = await self._call_mcp_tool(lat, lon)
+                
+                print(f"Successfully retrieved risk data on attempt {attempt}")
+                return response
+                
+            except Exception as error:
+                last_error = error
+                print(f"Attempt {attempt} failed: {str(error)}")
+                
+                if attempt < max_attempts:
+                    delay = base_delay * (2 ** (attempt - 1))
+                    print(f"Retrying in {delay}s...")
+                    await asyncio.sleep(delay)
+        
+        raise Exception(
+            f"Failed to retrieve risk data after {max_attempts} attempts: {str(last_error)}"
+        )
+    
+    async def _call_mcp_tool(self, lat: float, lon: float) -> Dict[str, Any]:
         """
-        Validate coordinates are within Philippine bounds
+        Call the Philippines Disaster Risk MCP tool
+        
+        This method will be replaced with actual Blaxel MCP client integration
         
         Args:
             lat: Latitude
             lon: Longitude
             
         Returns:
-            True if valid
+            MCP response data
+        """
+        # TODO: Implement actual MCP call using Blaxel SDK
+        # This is a placeholder that should be replaced with:
+        # from blaxel import MCPClient
+        # mcp_client = MCPClient('philippines-disaster-risk-mcp')
+        # return await mcp_client.call_tool(
+        #     'philippines_disaster_risk_mcp_get_risk_data',
+        #     latitude=lat,
+        #     longitude=lon
+        # )
+        
+        raise NotImplementedError(
+            "MCP integration not yet implemented. "
+            "This will be connected to the Philippines Disaster Risk MCP Server."
+        )
+    
+    def _parse_mcp_response(self, response: Dict[str, Any], lat: float, lon: float) -> RiskData:
+        """
+        Parse MCP response into RiskData structure
+        
+        Args:
+            response: Raw MCP response
+            lat: Latitude
+            lon: Longitude
             
-        Raises:
-            ValueError: If coordinates are invalid
+        Returns:
+            Structured RiskData object
         """
-        if not (4.0 <= lat <= 21.0):
-            raise ValueError(
-                f"Latitude {lat} is outside Philippine bounds (4°N-21°N)"
+        # Extract hazard data
+        hazards = HazardData(
+            seismic=self.parse_seismic_hazards(response),
+            volcanic=self.parse_volcanic_hazards(response),
+            hydrometeorological=self.parse_hydrometeorological_hazards(response)
+        )
+        
+        # Extract facilities
+        facilities = self.parse_critical_facilities(response)
+        
+        # Categorize overall risk
+        risk_summary = self.categorize_overall_risk(hazards)
+        
+        # Extract location info
+        location = LocationInfo(
+            name=response.get('location', {}).get('name', 'Unknown Location'),
+            coordinates=Coordinates(latitude=lat, longitude=lon),
+            administrative_area=response.get('location', {}).get('administrative_area', 'Philippines')
+        )
+        
+        # Create metadata
+        metadata = Metadata(
+            timestamp=datetime.utcnow().isoformat(),
+            source='Philippines Disaster Risk MCP',
+            cache_status=response.get('cache_status', 'unknown'),
+            ttl=response.get('ttl', 3600)
+        )
+        
+        return RiskData(
+            success=True,
+            summary=risk_summary,
+            location=location,
+            hazards=hazards,
+            facilities=facilities,
+            metadata=metadata
+        )
+    
+    def parse_seismic_hazards(self, data: Dict[str, Any]) -> SeismicHazards:
+        """
+        Parse seismic hazard data from MCP response
+        
+        Extracts active faults, ground shaking, liquefaction, tsunami data
+        
+        Args:
+            data: MCP response data
+            
+        Returns:
+            SeismicHazards object
+        """
+        seismic_data = data.get('hazards', {}).get('seismic', {})
+        
+        return SeismicHazards(
+            active_fault=self._parse_hazard_detail(
+                seismic_data.get('active_fault', {})
+            ),
+            ground_shaking=self._parse_hazard_detail(
+                seismic_data.get('ground_shaking', {})
+            ),
+            liquefaction=self._parse_hazard_detail(
+                seismic_data.get('liquefaction', {})
+            ),
+            tsunami=self._parse_hazard_detail(
+                seismic_data.get('tsunami', {})
+            ),
+            earthquake_induced_landslide=self._parse_hazard_detail(
+                seismic_data.get('earthquake_induced_landslide', {})
+            ),
+            fissure=self._parse_hazard_detail(
+                seismic_data.get('fissure', {})
+            ),
+            ground_rupture=self._parse_hazard_detail(
+                seismic_data.get('ground_rupture', {})
             )
-        if not (116.0 <= lon <= 127.0):
-            raise ValueError(
-                f"Longitude {lon} is outside Philippine bounds (116°E-127°E)"
+        )
+    
+    def parse_volcanic_hazards(self, data: Dict[str, Any]) -> VolcanicHazards:
+        """
+        Parse volcanic hazard data from MCP response
+        
+        Extracts volcano, ashfall, pyroclastic flow data
+        
+        Args:
+            data: MCP response data
+            
+        Returns:
+            VolcanicHazards object
+        """
+        volcanic_data = data.get('hazards', {}).get('volcanic', {})
+        
+        return VolcanicHazards(
+            active_volcano=self._parse_hazard_detail(
+                volcanic_data.get('active_volcano', {})
+            ),
+            potentially_active_volcano=self._parse_hazard_detail(
+                volcanic_data.get('potentially_active_volcano', {})
+            ),
+            inactive_volcano=self._parse_hazard_detail(
+                volcanic_data.get('inactive_volcano', {})
+            ),
+            ashfall=self._parse_hazard_detail(
+                volcanic_data.get('ashfall', {})
+            ),
+            pyroclastic_flow=self._parse_hazard_detail(
+                volcanic_data.get('pyroclastic_flow', {})
+            ),
+            lahar=self._parse_hazard_detail(
+                volcanic_data.get('lahar', {})
+            ),
+            lava=self._parse_hazard_detail(
+                volcanic_data.get('lava', {})
+            ),
+            ballistic_projectile=self._parse_hazard_detail(
+                volcanic_data.get('ballistic_projectile', {})
+            ),
+            base_surge=self._parse_hazard_detail(
+                volcanic_data.get('base_surge', {})
+            ),
+            volcanic_tsunami=self._parse_hazard_detail(
+                volcanic_data.get('volcanic_tsunami', {})
+            )
+        )
+    
+    def parse_hydrometeorological_hazards(self, data: Dict[str, Any]) -> HydroHazards:
+        """
+        Parse hydrometeorological hazard data from MCP response
+        
+        Extracts flood, landslide, storm surge, wind data
+        
+        Args:
+            data: MCP response data
+            
+        Returns:
+            HydroHazards object
+        """
+        hydro_data = data.get('hazards', {}).get('hydrometeorological', {})
+        
+        return HydroHazards(
+            flood=self._parse_hazard_detail(
+                hydro_data.get('flood', {})
+            ),
+            rain_induced_landslide=self._parse_hazard_detail(
+                hydro_data.get('rain_induced_landslide', {})
+            ),
+            storm_surge=self._parse_hazard_detail(
+                hydro_data.get('storm_surge', {})
+            ),
+            severe_winds=self._parse_hazard_detail(
+                hydro_data.get('severe_winds', {})
             )
-        return True
+        )
+    
+    def parse_critical_facilities(self, data: Dict[str, Any]) -> FacilityInfo:
+        """
+        Parse critical facilities data from MCP response
+        
+        Extracts schools, hospitals, road networks
+        
+        Args:
+            data: MCP response data
+            
+        Returns:
+            FacilityInfo object
+        """
+        facilities_data = data.get('facilities', {})
+        
+        return FacilityInfo(
+            schools=facilities_data.get('schools', []),
+            hospitals=facilities_data.get('hospitals', []),
+            road_networks=facilities_data.get('road_networks', [])
+        )
+    
+    def categorize_overall_risk(self, hazards: HazardData) -> RiskSummary:
+        """
+        Categorize overall risk level based on hazard data
+        
+        Determines CRITICAL/HIGH/MODERATE/LOW level
+        
+        Args:
+            hazards: Complete hazard data
+            
+        Returns:
+            RiskSummary with overall risk level and counts
+        """
+        critical_hazards = []
+        high_risk_count = 0
+        moderate_risk_count = 0
+        total_hazards = 0
+        
+        # Analyze seismic hazards
+        seismic_hazards = [
+            ('Active Fault', hazards.seismic.active_fault),
+            ('Ground Shaking', hazards.seismic.ground_shaking),
+            ('Liquefaction', hazards.seismic.liquefaction),
+            ('Tsunami', hazards.seismic.tsunami),
+            ('Earthquake-Induced Landslide', hazards.seismic.earthquake_induced_landslide),
+            ('Fissure', hazards.seismic.fissure),
+            ('Ground Rupture', hazards.seismic.ground_rupture)
+        ]
+        
+        # Analyze volcanic hazards
+        volcanic_hazards = [
+            ('Active Volcano', hazards.volcanic.active_volcano),
+            ('Potentially Active Volcano', hazards.volcanic.potentially_active_volcano),
+            ('Ashfall', hazards.volcanic.ashfall),
+            ('Pyroclastic Flow', hazards.volcanic.pyroclastic_flow),
+            ('Lahar', hazards.volcanic.lahar),
+            ('Lava', hazards.volcanic.lava),
+            ('Ballistic Projectile', hazards.volcanic.ballistic_projectile),
+            ('Base Surge', hazards.volcanic.base_surge),
+            ('Volcanic Tsunami', hazards.volcanic.volcanic_tsunami)
+        ]
+        
+        # Analyze hydrometeorological hazards
+        hydro_hazards = [
+            ('Flood', hazards.hydrometeorological.flood),
+            ('Rain-Induced Landslide', hazards.hydrometeorological.rain_induced_landslide),
+            ('Storm Surge', hazards.hydrometeorological.storm_surge),
+            ('Severe Winds', hazards.hydrometeorological.severe_winds)
+        ]
+        
+        all_hazards = seismic_hazards + volcanic_hazards + hydro_hazards
+        
+        for hazard_name, hazard_detail in all_hazards:
+            total_hazards += 1
+            
+            # Check severity level
+            severity = hazard_detail.severity
+            status = hazard_detail.status.lower()
+            
+            if severity:
+                severity_lower = severity.lower()
+                if 'critical' in severity_lower or 'very high' in severity_lower:
+                    critical_hazards.append(hazard_name)
+                    high_risk_count += 1
+                elif 'high' in severity_lower:
+                    high_risk_count += 1
+                elif 'moderate' in severity_lower or 'medium' in severity_lower:
+                    moderate_risk_count += 1
+            
+            # Check status for presence indicators
+            if 'present' in status or 'detected' in status or 'within' in status:
+                if hazard_name not in critical_hazards:
+                    high_risk_count += 1
+        
+        # Determine overall risk level
+        if len(critical_hazards) >= 3 or high_risk_count >= 5:
+            overall_risk_level: RiskLevel = "CRITICAL"
+        elif len(critical_hazards) >= 1 or high_risk_count >= 3:
+            overall_risk_level = "HIGH"
+        elif moderate_risk_count >= 3 or high_risk_count >= 1:
+            overall_risk_level = "MODERATE"
+        else:
+            overall_risk_level = "LOW"
+        
+        return RiskSummary(
+            overall_risk_level=overall_risk_level,
+            total_hazards_assessed=total_hazards,
+            high_risk_count=high_risk_count,
+            moderate_risk_count=moderate_risk_count,
+            critical_hazards=critical_hazards
+        )
+    
+    def _parse_hazard_detail(self, hazard_data: Dict[str, Any]) -> HazardDetail:
+        """
+        Parse individual hazard detail from MCP response
+        
+        Args:
+            hazard_data: Hazard data dictionary
+            
+        Returns:
+            HazardDetail object
+        """
+        return HazardDetail(
+            status=hazard_data.get('status', 'unknown'),
+            description=hazard_data.get('description', 'No data available'),
+            distance=hazard_data.get('distance'),
+            direction=hazard_data.get('direction'),
+            severity=hazard_data.get('severity')
+        )
+
+
+# Main entry point for Blaxel agent
+async def main(latitude: float, longitude: float) -> Dict[str, Any]:
+    """
+    Main entry point for the Risk Assessment Agent
+    
+    Args:
+        latitude: Latitude in decimal degrees
+        longitude: Longitude in decimal degrees
+        
+    Returns:
+        Risk assessment data as dictionary
+    """
+    agent = RiskAssessmentAgent()
+    
+    try:
+        risk_data = await agent.get_risk_assessment(latitude, longitude)
+        
+        # Convert to dictionary for JSON serialization
+        return {
+            'success': True,
+            'data': risk_data
+        }
+        
+    except ValueError as e:
+        return {
+            'success': False,
+            'error': {
+                'code': 'INVALID_COORDINATES',
+                'message': str(e),
+                'retry_possible': False
+            }
+        }
+    except Exception as e:
+        return {
+            'success': False,
+            'error': {
+                'code': 'MCP_CONNECTION_FAILED',
+                'message': str(e),
+                'retry_possible': True
+            }
+        }
+
+
+if __name__ == "__main__":
+    # Test the agent
+    import sys
+    
+    if len(sys.argv) != 3:
+        print("Usage: python agent.py <latitude> <longitude>")
+        sys.exit(1)
+    
+    lat = float(sys.argv[1])
+    lon = float(sys.argv[2])
+    
+    result = asyncio.run(main(lat, lon))
+    print(result)