# app/tool_agent.py """ ๐Ÿ› ๏ธ PENNY Tool Agent - Civic Data & Services Handler Routes requests to civic data sources (events, resources, transit, etc.) and integrates with real-time weather information. MISSION: Connect residents to local civic services by intelligently processing their requests and returning relevant, actionable information. FEATURES: - Real-time weather integration with outfit recommendations - Event discovery with weather-aware suggestions - Resource lookup (trash, transit, emergency services) - City-specific data routing - Graceful fallback for missing data ENHANCEMENTS (Phase 1): - โœ… Structured logging with performance tracking - โœ… Enhanced error handling with user-friendly messages - โœ… Type hints for all functions - โœ… Health check integration - โœ… Service availability tracking - โœ… Integration with enhanced modules - โœ… Penny's friendly voice throughout - โœ… Context-aware city detection (uses tenant_id from UI dropdown) """ import logging import time from typing import Optional, Dict, Any # --- ENHANCED MODULE IMPORTS --- from app.logging_utils import log_interaction, sanitize_for_logging # --- AGENT IMPORTS (with availability tracking) --- try: from app.weather_agent import ( get_weather_for_location, weather_to_event_recommendations, recommend_outfit, format_weather_summary ) WEATHER_AGENT_AVAILABLE = True except ImportError as e: logging.getLogger(__name__).warning(f"Weather agent not available: {e}") WEATHER_AGENT_AVAILABLE = False # --- UTILITY IMPORTS (with availability tracking) --- try: from app.location_utils import ( extract_city_name, load_city_events, load_city_resources, get_city_coordinates, extract_location_detailed, SupportedCities, LocationStatus ) LOCATION_UTILS_AVAILABLE = True except ImportError as e: logging.getLogger(__name__).warning(f"Location utils not available: {e}") LOCATION_UTILS_AVAILABLE = False # --- LOGGING SETUP --- logger = logging.getLogger(__name__) # --- TRACKING COUNTERS --- _tool_request_count = 0 _weather_request_count = 0 _event_request_count = 0 _resource_request_count = 0 # ============================================================ # CITY DETECTION FROM CONTEXT (NEW FUNCTION) # ============================================================ def get_city_from_context(context: Dict[str, Any], user_input: str) -> tuple[str, str]: """ ๐Ÿ™๏ธ Extracts city name and tenant_id from context or message. Priority order: 1. tenant_id from context (from UI dropdown) 2. location from context 3. Extract from user message text Args: context: Request context dictionary user_input: User's message text Returns: Tuple of (city_name, tenant_id) Example: ("Atlanta", "atlanta_ga") """ def _normalize_tenant_id(tenant_id: str) -> tuple[str, str]: """ Normalizes tenant_id to proper format using city registry. Returns (city_name, proper_tenant_id) """ tenant_id_lower = tenant_id.lower() # If already in proper format (has underscore), verify it exists if "_" in tenant_id_lower: city_info = SupportedCities.get_city_by_tenant_id(tenant_id_lower) if city_info: return city_info.full_name.split(",")[0], city_info.tenant_id # Try to find city by partial match for city in SupportedCities.get_all_cities(): # Check if tenant_id matches any alias if tenant_id_lower in [alias.lower() for alias in city.aliases]: return city.full_name.split(",")[0], city.tenant_id # Check if tenant_id matches city name part city_name_part = city.tenant_id.split("_")[0] if tenant_id_lower == city_name_part: return city.full_name.split(",")[0], city.tenant_id # Fallback: return as-is (will be handled by caller) return tenant_id.replace("_", " ").title(), tenant_id_lower # Priority 1: Check tenant_id in context (from dropdown) tenant_id = context.get("tenant_id", "").lower() if tenant_id and tenant_id != "unknown": city_name, proper_tenant_id = _normalize_tenant_id(tenant_id) logger.info(f"โœ… City from context tenant_id: {city_name} ({proper_tenant_id})") return city_name, proper_tenant_id # Priority 2: Check location in context location = context.get("location") if location: # Try to extract proper tenant_id from location string location_result = extract_location_detailed(location) if location_result.status == LocationStatus.FOUND and location_result.tenant_id: city_name = location_result.city_info.full_name.split(",")[0] if location_result.city_info else location.title() proper_tenant_id = location_result.tenant_id logger.info(f"โœ… City from context location: {city_name} ({proper_tenant_id})") return city_name, proper_tenant_id else: # Fallback to old method if extraction fails city_name = location.title() city_name, proper_tenant_id = _normalize_tenant_id(location.lower().replace(" ", "_")) logger.info(f"โœ… City from context location (fallback): {city_name} ({proper_tenant_id})") return city_name, proper_tenant_id # Priority 3: Fall back to extracting from message location_result = extract_location_detailed(user_input) if location_result.status == LocationStatus.FOUND and location_result.tenant_id: city_name = location_result.city_info.full_name.split(",")[0] if location_result.city_info else extract_city_name(user_input) proper_tenant_id = location_result.tenant_id logger.info(f"โš ๏ธ City extracted from message: {city_name} ({proper_tenant_id})") return city_name, proper_tenant_id else: # Fallback to old method city_name = extract_city_name(user_input) city_name, proper_tenant_id = _normalize_tenant_id(city_name.lower().replace(" ", "_")) logger.info(f"โš ๏ธ City extracted from message (fallback): {city_name} ({proper_tenant_id})") return city_name, proper_tenant_id # ============================================================ # MAIN TOOL REQUEST HANDLER (ENHANCED) # ============================================================ async def handle_tool_request( user_input: str, role: str = "unknown", lat: Optional[float] = None, lon: Optional[float] = None, context: Optional[Dict[str, Any]] = None ) -> Dict[str, Any]: """ ๐Ÿ› ๏ธ Handles tool-based actions for civic services. Routes user requests to appropriate civic data sources and real-time services, including weather, events, transit, trash, and emergency info. Args: user_input: User's request text role: User's role (resident, official, etc.) lat: Latitude coordinate (optional) lon: Longitude coordinate (optional) context: Request context with tenant_id, location, etc. (optional) Returns: Dictionary containing: - tool: str (which tool was used) - city: str (detected city name) - response: str or dict (user-facing response) - data: dict (optional, raw data) - tenant_id: str (optional, standardized city identifier) Example: result = await handle_tool_request( user_input="What's the weather in Atlanta?", role="resident", lat=33.7490, lon=-84.3880, context={"tenant_id": "atlanta"} ) """ global _tool_request_count _tool_request_count += 1 start_time = time.time() # Initialize context if not provided if context is None: context = {} # Sanitize input for logging (PII protection) safe_input = sanitize_for_logging(user_input) logger.info(f"๐Ÿ› ๏ธ Tool request #{_tool_request_count}: '{safe_input[:50]}...'") logger.info(f"๐Ÿ“ Context: {context}") try: # Check if location utilities are available if not LOCATION_UTILS_AVAILABLE: logger.error("Location utilities not available") return { "tool": "error", "response": ( "I'm having trouble accessing city data right now. " "Try again in a moment! ๐Ÿ’›" ), "error": "Location utilities not loaded" } lowered = user_input.lower() # ๐Ÿ”ฅ NEW: Get city from context first, then fall back to message city_name, tenant_id = get_city_from_context(context, user_input) logger.info(f"๐Ÿ™๏ธ Detected city: {city_name} (tenant_id: {tenant_id})") # Route to appropriate handler result = None # Weather queries if any(keyword in lowered for keyword in ["weather", "forecast", "temperature", "rain", "sunny"]): result = await _handle_weather_query( user_input=user_input, city_name=city_name, tenant_id=tenant_id, lat=lat, lon=lon ) # Event queries elif any(keyword in lowered for keyword in ["events", "meetings", "city hall", "happening", "activities"]): result = await _handle_events_query( user_input=user_input, city_name=city_name, tenant_id=tenant_id, lat=lat, lon=lon ) # Resource queries (trash, transit, emergency, food banks, libraries, shelters, etc.) elif any(keyword in lowered for keyword in [ "trash", "recycling", "garbage", "waste", "bus", "train", "transit", "transportation", "schedule", "alert", "warning", "non emergency", "emergency", "food bank", "foodbank", "food pantry", "pantry", "library", "libraries", "shelter", "shelters", "warming center", "cooling center", "warming", "cooling", "help center", "help center", "assistance", "resource", "clinic", "hospital", "pharmacy", "health", "housing", "utility", "water", "electric", "gas" ]): result = await _handle_resource_query( user_input=user_input, city_name=city_name, tenant_id=tenant_id, lowered=lowered ) # Unknown/fallback else: result = _handle_unknown_query(city_name) # Add metadata and log interaction response_time = (time.time() - start_time) * 1000 result["response_time_ms"] = round(response_time, 2) result["role"] = role log_interaction( tenant_id=tenant_id, interaction_type="tool_request", intent=result.get("tool", "unknown"), response_time_ms=response_time, success=result.get("error") is None, metadata={ "city": city_name, "tool": result.get("tool"), "role": role, "has_location": lat is not None and lon is not None } ) logger.info( f"โœ… Tool request complete: {result.get('tool')} " f"({response_time:.0f}ms)" ) return result except Exception as e: response_time = (time.time() - start_time) * 1000 logger.error(f"โŒ Tool agent error: {e}", exc_info=True) log_interaction( tenant_id="unknown", interaction_type="tool_error", intent="error", response_time_ms=response_time, success=False, metadata={ "error": str(e), "error_type": type(e).__name__ } ) return { "tool": "error", "response": ( "I ran into trouble processing that request. " "Could you try rephrasing? ๐Ÿ’›" ), "error": str(e), "response_time_ms": round(response_time, 2) } # ============================================================ # WEATHER QUERY HANDLER (ENHANCED) # ============================================================ async def _handle_weather_query( user_input: str, city_name: str, tenant_id: str, lat: Optional[float], lon: Optional[float] ) -> Dict[str, Any]: """ ๐ŸŒค๏ธ Handles weather-related queries with outfit recommendations. """ global _weather_request_count _weather_request_count += 1 logger.info(f"๐ŸŒค๏ธ Weather query #{_weather_request_count} for {city_name}") # Check weather agent availability if not WEATHER_AGENT_AVAILABLE: logger.warning("Weather agent not available") return { "tool": "weather", "city": city_name, "response": "Weather service isn't available right now. Try again soon! ๐ŸŒค๏ธ" } # Get coordinates if not provided if lat is None or lon is None: coords = get_city_coordinates(tenant_id) if coords: lat, lon = coords["lat"], coords["lon"] logger.info(f"Using city coordinates: {lat}, {lon}") if lat is None or lon is None: return { "tool": "weather", "city": city_name, "response": ( f"To get weather for {city_name}, I need location coordinates. " f"Can you share your location? ๐Ÿ“" ) } try: # Fetch weather data weather = await get_weather_for_location(lat, lon) # Get weather-based event recommendations recommendations = weather_to_event_recommendations(weather) # Get outfit recommendation temp = weather.get("temperature", {}).get("value", 70) phrase = weather.get("phrase", "Clear") outfit = recommend_outfit(temp, phrase) # Format weather summary weather_summary = format_weather_summary(weather) # Build user-friendly response response_text = ( f"๐ŸŒค๏ธ **Weather for {city_name}:**\n" f"{weather_summary}\n\n" f"๐Ÿ‘• **What to wear:** {outfit}" ) # Add event recommendations if available if recommendations: rec = recommendations[0] # Get top recommendation response_text += f"\n\n๐Ÿ“… **Activity suggestion:** {rec['reason']}" return { "tool": "weather", "city": city_name, "tenant_id": tenant_id, "response": response_text, "data": { "weather": weather, "recommendations": recommendations, "outfit": outfit } } except Exception as e: logger.error(f"Weather query error: {e}", exc_info=True) return { "tool": "weather", "city": city_name, "response": ( f"I couldn't get the weather for {city_name} right now. " f"Try again in a moment! ๐ŸŒค๏ธ" ), "error": str(e) } # ============================================================ # EVENTS QUERY HANDLER (ENHANCED) # ============================================================ async def _handle_events_query( user_input: str, city_name: str, tenant_id: str, lat: Optional[float], lon: Optional[float] ) -> Dict[str, Any]: """ ๐Ÿ“… Handles event discovery queries. """ global _event_request_count _event_request_count += 1 logger.info(f"๐Ÿ“… Event query #{_event_request_count} for {city_name}") try: # Load structured event data event_data = load_city_events(tenant_id) events = event_data.get("events", []) num_events = len(events) if num_events == 0: return { "tool": "civic_events", "city": city_name, "tenant_id": tenant_id, "response": ( f"I don't have any upcoming events for {city_name} right now. " f"Check back soon! ๐Ÿ“…" ) } # Get top event top_event = events[0] top_event_name = top_event.get("name", "Upcoming event") # Build response if num_events == 1: response_text = ( f"๐Ÿ“… **Upcoming event in {city_name}:**\n" f"โ€ข {top_event_name}\n\n" f"Check the full details in the attached data!" ) else: response_text = ( f"๐Ÿ“… **Found {num_events} upcoming events in {city_name}!**\n" f"Top event: {top_event_name}\n\n" f"Check the full list in the attached data!" ) return { "tool": "civic_events", "city": city_name, "tenant_id": tenant_id, "response": response_text, "data": event_data } except FileNotFoundError: logger.warning(f"Event data file not found for {tenant_id}") return { "tool": "civic_events", "city": city_name, "response": ( f"Event data for {city_name} isn't available yet. " f"I'm still learning about events in your area! ๐Ÿ“…" ), "error": "Event data file not found" } except Exception as e: logger.error(f"Events query error: {e}", exc_info=True) return { "tool": "civic_events", "city": city_name, "response": ( f"I had trouble loading events for {city_name}. " f"Try again soon! ๐Ÿ“…" ), "error": str(e) } # ============================================================ # RESOURCE QUERY HANDLER (ENHANCED) # ============================================================ async def _handle_resource_query( user_input: str, city_name: str, tenant_id: str, lowered: str ) -> Dict[str, Any]: """ โ™ป๏ธ Handles resource queries (trash, transit, emergency). """ global _resource_request_count _resource_request_count += 1 logger.info(f"โ™ป๏ธ Resource query #{_resource_request_count} for {city_name}") # Map keywords to resource types resource_query_map = { # Trash & Recycling "trash": "trash_and_recycling", "recycling": "trash_and_recycling", "garbage": "trash_and_recycling", "waste": "trash_and_recycling", # Transit "bus": "transit", "train": "transit", "transit": "transit", "transportation": "transit", "schedule": "transit", # Emergency "alert": "emergency", "warning": "emergency", "non emergency": "emergency", "emergency": "emergency", # Food Assistance "food bank": "food_assistance", "foodbank": "food_assistance", "food pantry": "food_assistance", "pantry": "food_assistance", # Libraries "library": "libraries", "libraries": "libraries", # Shelters "shelter": "shelters", "shelters": "shelters", "warming center": "shelters", "cooling center": "shelters", "warming": "shelters", "cooling": "shelters", # General Resources "help center": "community_resources", "help center": "community_resources", "assistance": "community_resources", "resource": "community_resources", "resources": "community_resources", # Health Services "clinic": "health_services", "hospital": "health_services", "pharmacy": "health_services", "health": "health_services", # Behavioral Health & CSB "behavioral health": "behavioral_health", "mental health": "behavioral_health", "csb": "behavioral_health", "community services board": "behavioral_health", "crisis": "behavioral_health", "counseling": "behavioral_health", "therapy": "behavioral_health", "substance abuse": "behavioral_health", "addiction": "behavioral_health", # Housing & Utilities "housing": "housing_utilities", "utility": "housing_utilities", "utilities": "housing_utilities", "water": "housing_utilities", "electric": "housing_utilities", "gas": "housing_utilities" } # Find matching resource type (check longer phrases first for better specificity) # Sort keys by length (longest first) to match "food bank" before "food" (if it existed) sorted_keys = sorted(resource_query_map.keys(), key=len, reverse=True) resource_key = next( (resource_query_map[key] for key in sorted_keys if key in lowered), None ) if not resource_key: return { "tool": "unknown", "city": city_name, "response": ( "I'm not sure which resource you're asking about. " "Try asking about trash, transit, food banks, libraries, shelters, " "health services, or emergency services! ๐Ÿ’ฌ" ) } try: # Load structured resource data resource_data = load_city_resources(tenant_id) service_info = resource_data["services"].get(resource_key, {}) if not service_info: return { "tool": resource_key, "city": city_name, "response": ( f"I don't have {resource_key.replace('_', ' ')} information " f"for {city_name} yet. Check the city's official website! ๐Ÿ›๏ธ" ) } # Build resource-specific response if resource_key == "trash_and_recycling": pickup_days = service_info.get('pickup_days', 'Varies by address') response_text = ( f"โ™ป๏ธ **Trash & Recycling for {city_name}:**\n" f"Pickup days: {pickup_days}\n\n" f"Check the official link for your specific schedule!" ) elif resource_key == "transit": provider = service_info.get('provider', 'The local transit authority') response_text = ( f"๐ŸšŒ **Transit for {city_name}:**\n" f"Provider: {provider}\n\n" f"Use the provided links to find routes and schedules!" ) elif resource_key == "emergency": non_emergency = service_info.get('non_emergency_phone', 'N/A') response_text = ( f"๐Ÿšจ **Emergency Info for {city_name}:**\n" f"Non-emergency: {non_emergency}\n\n" f"**For life-threatening emergencies, always call 911.**" ) elif resource_key == "food_assistance": locations = service_info.get('locations', []) if locations: response_text = ( f"๐Ÿฝ๏ธ **Food Assistance in {city_name}:**\n" f"Found {len(locations)} food bank(s) or pantry(ies).\n\n" f"Check the attached data for locations, hours, and contact information!" ) else: response_text = ( f"๐Ÿฝ๏ธ **Food Assistance in {city_name}:**\n" f"Food assistance information is available. Check the attached data for details!" ) elif resource_key == "libraries": locations = service_info.get('locations', []) if locations: response_text = ( f"๐Ÿ“š **Libraries in {city_name}:**\n" f"Found {len(locations)} library(ies).\n\n" f"Check the attached data for locations, hours, and services!" ) else: response_text = ( f"๐Ÿ“š **Libraries in {city_name}:**\n" f"Library information is available. Check the attached data for details!" ) elif resource_key == "shelters": locations = service_info.get('locations', []) if locations: response_text = ( f"๐Ÿ  **Shelters in {city_name}:**\n" f"Found {len(locations)} shelter(s).\n\n" f"Check the attached data for locations, availability, and contact information!" ) else: response_text = ( f"๐Ÿ  **Shelters in {city_name}:**\n" f"Shelter information is available. Check the attached data for details!" ) elif resource_key == "community_resources": resources = service_info.get('resources', []) if resources: response_text = ( f"๐Ÿ›๏ธ **Community Resources in {city_name}:**\n" f"Found {len(resources)} resource(s).\n\n" f"Check the attached data for available services and contact information!" ) else: response_text = ( f"๐Ÿ›๏ธ **Community Resources in {city_name}:**\n" f"Community resource information is available. Check the attached data for details!" ) elif resource_key == "health_services": locations = service_info.get('locations', []) if locations: response_text = ( f"๐Ÿฅ **Health Services in {city_name}:**\n" f"Found {len(locations)} health service location(s).\n\n" f"Check the attached data for clinics, hospitals, and pharmacies!" ) else: response_text = ( f"๐Ÿฅ **Health Services in {city_name}:**\n" f"Health service information is available. Check the attached data for details!" ) elif resource_key == "housing_utilities": response_text = ( f"๐Ÿ˜๏ธ **Housing & Utilities in {city_name}:**\n" f"Housing and utility information is available.\n\n" f"Check the attached data for housing assistance and utility services!" ) elif resource_key == "behavioral_health": resources = service_info.get('resources', []) if resources: # Format behavioral health resources with emphasis on crisis support response_text = f"๐Ÿ’š **Behavioral Health Resources in {city_name}:**\n\n" # Prioritize crisis resources crisis_resources = [r for r in resources if "crisis" in r.get("name", "").lower() or "988" in r.get("phone", "")] other_resources = [r for r in resources if r not in crisis_resources] if crisis_resources: response_text += "๐Ÿšจ **Crisis Support (24/7):**\n" for resource in crisis_resources: name = resource.get("name", "") phone = resource.get("phone", "") link = resource.get("link", "") response_text += f"โ€ข **{name}**" if phone: response_text += f" - {phone}" response_text += "\n" if link: response_text += f" {link}\n" response_text += "\n" if other_resources: response_text += "๐Ÿ’š **Local Services:**\n" for resource in other_resources[:3]: # Limit to 3 name = resource.get("name", "") phone = resource.get("phone", "") link = resource.get("link", "") response_text += f"โ€ข **{name}**" if phone: response_text += f" - {phone}" response_text += "\n" if link: response_text += f" {link}\n" response_text += "\n๐Ÿ’ก **Remember:** For immediate crisis, call 988 or 911." else: response_text = ( f"๐Ÿ’š **Behavioral Health Resources in {city_name}:**\n" f"Behavioral health information is available. Check the attached data for details!\n\n" f"๐Ÿ’ก **For immediate crisis support:**\n" f"โ€ข National Suicide Prevention Lifeline: 988\n" f"โ€ข Crisis Text Line: Text HOME to 741741\n" f"โ€ข For life-threatening emergencies: 911" ) else: response_text = f"Information found for {resource_key.replace('_', ' ')}, but details aren't available yet." return { "tool": resource_key, "city": city_name, "tenant_id": tenant_id, "response": response_text, "data": service_info } except FileNotFoundError: logger.warning(f"Resource data file not found for {tenant_id}") return { "tool": "resource_loader", "city": city_name, "response": ( f"Resource data for {city_name} isn't available yet. " f"Check back soon! ๐Ÿ›๏ธ" ), "error": "Resource data file not found" } except Exception as e: logger.error(f"Resource query error: {e}", exc_info=True) return { "tool": "resource_loader", "city": city_name, "response": ( f"I had trouble loading resource data for {city_name}. " f"Try again soon! ๐Ÿ›๏ธ" ), "error": str(e) } # ============================================================ # UNKNOWN QUERY HANDLER # ============================================================ def _handle_unknown_query(city_name: str) -> Dict[str, Any]: """ โ“ Fallback for queries that don't match any tool. """ logger.info(f"โ“ Unknown query for {city_name}") return { "tool": "unknown", "city": city_name, "response": ( "I'm not sure which civic service you're asking about. " "Try asking about weather, events, trash, or transit! ๐Ÿ’ฌ" ) } # ============================================================ # HEALTH CHECK & DIAGNOSTICS # ============================================================ def get_tool_agent_health() -> Dict[str, Any]: """ ๐Ÿ“Š Returns tool agent health status. Used by the main application health check endpoint. """ return { "status": "operational", "service_availability": { "weather_agent": WEATHER_AGENT_AVAILABLE, "location_utils": LOCATION_UTILS_AVAILABLE }, "statistics": { "total_requests": _tool_request_count, "weather_requests": _weather_request_count, "event_requests": _event_request_count, "resource_requests": _resource_request_count }, "supported_queries": [ "weather", "events", "trash_and_recycling", "transit", "emergency" ] } # ============================================================ # TESTING # ============================================================ if __name__ == "__main__": """๐Ÿงช Test tool agent functionality""" import asyncio print("=" * 60) print("๐Ÿงช Testing Tool Agent") print("=" * 60) # Display service availability print("\n๐Ÿ“Š Service Availability:") print(f" Weather Agent: {'โœ…' if WEATHER_AGENT_AVAILABLE else 'โŒ'}") print(f" Location Utils: {'โœ…' if LOCATION_UTILS_AVAILABLE else 'โŒ'}") print("\n" + "=" * 60) test_queries = [ { "name": "Weather query with context", "input": "What's the weather?", "lat": 33.7490, "lon": -84.3880, "context": {"tenant_id": "atlanta"} }, { "name": "Events query with context", "input": "show me local events", "lat": None, "lon": None, "context": {"tenant_id": "atlanta"} }, { "name": "Trash query with context", "input": "When is trash pickup?", "lat": None, "lon": None, "context": {"tenant_id": "atlanta"} } ] async def run_tests(): for i, query in enumerate(test_queries, 1): print(f"\n--- Test {i}: {query['name']} ---") print(f"Query: {query['input']}") print(f"Context: {query.get('context', {})}") try: result = await handle_tool_request( user_input=query["input"], role="test_user", lat=query.get("lat"), lon=query.get("lon"), context=query.get("context", {}) ) print(f"Tool: {result.get('tool')}") print(f"City: {result.get('city')}") print(f"Tenant ID: {result.get('tenant_id')}") response = result.get('response') if isinstance(response, str): print(f"Response: {response[:150]}...") else: print(f"Response: [Dict with {len(response)} keys]") if result.get('response_time_ms'): print(f"Response time: {result['response_time_ms']:.0f}ms") except Exception as e: print(f"โŒ Error: {e}") asyncio.run(run_tests()) print("\n" + "=" * 60) print("๐Ÿ“Š Final Statistics:") health = get_tool_agent_health() for key, value in health["statistics"].items(): print(f" {key}: {value}") print("\n" + "=" * 60) print("โœ… Tests complete") print("=" * 60)