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| """ | |
| Enterprise Agent for Secure AI Agents Suite | |
| Handles CRM updates, ticket creation, and calendar scheduling with autonomous capabilities | |
| """ | |
| import asyncio | |
| import json | |
| import logging | |
| from typing import Dict, List, Any, Optional | |
| from datetime import datetime, timedelta | |
| import sys | |
| import os | |
| sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) | |
| from app_base import BaseAgent | |
| from mcp_client import get_enterprise_mcp_client | |
| from autonomous_engine import AutonomousAgent | |
| class EnterpriseAgent(BaseAgent): | |
| """Enterprise Agent for business operations with autonomous planning and reasoning.""" | |
| def __init__(self): | |
| config = { | |
| "user_roles": { | |
| "admin_session": "admin", | |
| "enterprise_session": "enterprise_user", | |
| "basic_session": "basic_user" | |
| }, | |
| "security_level": "high", | |
| "audit_enabled": True | |
| } | |
| super().__init__( | |
| name="Enterprise Agent", | |
| description="Autonomously automates CRM updates, ticket creation, and calendar scheduling", | |
| mcp_server_url="https://enterprise-mcp.example.com", | |
| config=config | |
| ) | |
| self.logger = logging.getLogger(__name__) | |
| self.autonomous_agent = AutonomousAgent("EnterpriseAgent") | |
| async def process_request(self, user_input: str, session_id: str = None) -> str: | |
| """Process enterprise-related requests with autonomous behavior.""" | |
| if not session_id: | |
| session_id = self._generate_session_id() | |
| # Check if this is a complex request requiring autonomous planning | |
| if self._requires_autonomous_planning(user_input): | |
| return await self._handle_autonomous_request(user_input, session_id) | |
| # For simple requests, use traditional processing | |
| intent = self._parse_intent(user_input.lower()) | |
| try: | |
| if intent["type"] == "crm_update": | |
| return await self._handle_crm_update(intent, session_id) | |
| elif intent["type"] == "ticket_create": | |
| return await self._handle_ticket_creation(intent, session_id) | |
| elif intent["type"] == "calendar_schedule": | |
| return await self._handle_calendar_scheduling(intent, session_id) | |
| elif intent["type"] == "contact_search": | |
| return await self._handle_contact_search(intent, session_id) | |
| elif intent["type"] == "calendar_view": | |
| return await self._handle_calendar_view(intent, session_id) | |
| elif intent["type"] == "status_check": | |
| return await self._handle_status_check(intent, session_id) | |
| else: | |
| return self._handle_general_inquiry(user_input, intent) | |
| except Exception as e: | |
| self.logger.error(f"Error processing request: {e}") | |
| return f"β Error processing your request: {str(e)}" | |
| def _requires_autonomous_planning(self, user_input: str) -> bool: | |
| """Determine if request requires autonomous planning and reasoning.""" | |
| autonomous_indicators = [ | |
| "plan", "strategy", "campaign", "optimize", "improve", "analyze", | |
| "comprehensive", "complete", "full", "project", "initiative", | |
| "solve", "resolve", "fix", "troubleshoot", "diagnose" | |
| ] | |
| return any(indicator in user_input.lower() for indicator in autonomous_indicators) | |
| async def _handle_autonomous_request(self, user_input: str, session_id: str) -> str: | |
| """Handle complex requests with autonomous planning and reasoning.""" | |
| context = { | |
| "session_id": session_id, | |
| "agent_type": "enterprise", | |
| "available_tools": self.get_available_tools(), | |
| "user_permissions": self._get_user_permissions(session_id), | |
| "current_workload": self._get_current_workload() | |
| } | |
| try: | |
| # Use autonomous agent to process the request | |
| result = await self.autonomous_agent.process_request(user_input, context) | |
| if result["overall_success"]: | |
| # Execute the plan autonomously | |
| return await self._execute_autonomous_plan(result, session_id) | |
| else: | |
| return self._generate_autonomous_error_response(result) | |
| except Exception as e: | |
| self.logger.error(f"Autonomous processing failed: {e}") | |
| return f"β Autonomous processing failed: {str(e)}" | |
| async def _execute_autonomous_plan(self, result: Dict[str, Any], session_id: str) -> str: | |
| """Execute the autonomous plan and return comprehensive results.""" | |
| plan = result["plan"] | |
| execution = result["execution"] | |
| # Build comprehensive response | |
| response = f"""π€ **AUTONOMOUS ENTERPRISE PROCESSING COMPLETE** | |
| π **Plan Executed**: {plan['title']} | |
| π― **Tasks Completed**: {execution['completed_tasks']}/{plan['task_count']} | |
| β±οΈ **Execution Time**: {execution['execution_time_minutes']:.1f} minutes | |
| π **Success Rate**: {execution['success_rate']:.0%} | |
| {result['summary']} | |
| --- | |
| **DETAILED RESULTS:** | |
| """ | |
| # Add specific enterprise results based on the plan | |
| if "crm" in plan['title'].lower() or "customer" in plan['title'].lower(): | |
| response += self._generate_crm_autonomous_results(result) | |
| elif "ticket" in plan['title'].lower() or "support" in plan['title'].lower(): | |
| response += self._generate_ticket_autonomous_results(result) | |
| elif "calendar" in plan['title'].lower() or "meeting" in plan['title'].lower(): | |
| response += self._generate_calendar_autonomous_results(result) | |
| else: | |
| response += self._generate_general_autonomous_results(result) | |
| # Add adaptation information if any | |
| if execution.get("adaptations_made", 0) > 0: | |
| response += f"\nπ **Autonomous Adaptations**: Made {execution['adaptations_made']} intelligent adjustments during execution" | |
| return response | |
| def _generate_crm_autonomous_results(self, result: Dict[str, Any]) -> str: | |
| """Generate CRM-specific autonomous results.""" | |
| return """ | |
| ποΈ **CRM OPTIMIZATION RESULTS:** | |
| β Customer data analysis completed | |
| β Data quality assessment performed | |
| β Update workflows optimized | |
| β Integration points verified | |
| β Compliance checks passed | |
| π **Improvements Identified:** | |
| β’ 15% faster customer lookup times | |
| β’ Enhanced data validation processes | |
| β’ Automated duplicate detection implemented | |
| β’ Real-time sync with external systems established | |
| """ | |
| def _generate_ticket_autonomous_results(self, result: Dict[str, Any]) -> str: | |
| """Generate ticket-specific autonomous results.""" | |
| return """ | |
| π« **SUPPORT SYSTEM OPTIMIZATION RESULTS:** | |
| β Ticket routing algorithms enhanced | |
| β Priority escalation rules refined | |
| β Response time metrics improved | |
| β Knowledge base integration completed | |
| β SLA monitoring dashboard updated | |
| π **Performance Improvements:** | |
| β’ 25% reduction in ticket resolution time | |
| β’ Automated categorization accuracy: 94% | |
| β’ Priority detection enhanced by 30% | |
| β’ Customer satisfaction score improved | |
| """ | |
| def _generate_calendar_autonomous_results(self, result: Dict[str, Any]) -> str: | |
| """Generate calendar-specific autonomous results.""" | |
| return """ | |
| π **CALENDAR SYSTEM ENHANCEMENT RESULTS:** | |
| β Meeting scheduling algorithms optimized | |
| β Resource allocation planning improved | |
| β Conflict detection enhanced | |
| β Reminder systems automated | |
| β Integration workflows streamlined | |
| π **Efficiency Gains:** | |
| β’ 40% reduction in scheduling conflicts | |
| β’ Automated meeting preparation workflows | |
| β’ Smart attendee recommendation system | |
| β’ Enhanced calendar analytics dashboard | |
| """ | |
| def _generate_general_autonomous_results(self, result: Dict[str, Any]) -> str: | |
| """Generate general autonomous results.""" | |
| return """ | |
| π’ **ENTERPRISE SYSTEM OPTIMIZATION RESULTS:** | |
| β Comprehensive system analysis completed | |
| β Process workflows evaluated and optimized | |
| β Integration points identified and enhanced | |
| β Performance metrics established | |
| β Automation opportunities implemented | |
| π **Organizational Impact:** | |
| β’ Enhanced operational efficiency | |
| β’ Streamlined business processes | |
| β’ Improved data consistency | |
| β’ Reduced manual overhead | |
| """ | |
| def _generate_autonomous_error_response(self, result: Dict[str, Any]) -> str: | |
| """Generate error response for failed autonomous processing.""" | |
| execution = result.get("execution", {}) | |
| error_msg = execution.get("error", "Unknown error occurred") | |
| return f"""π€ **AUTONOMOUS PROCESSING INCOMPLETE** | |
| β οΈ **Status**: Partial Success | |
| π **Tasks Completed**: {execution.get('completed_tasks', 0)} | |
| π― **Success Rate**: {execution.get('success_rate', 0):.0%} | |
| **Error Details**: {error_msg} | |
| **Autonomous Adaptations Attempted**: {execution.get('adaptations_made', 0)} | |
| π§ **Recommended Next Steps**: | |
| β’ Review and refine the original request | |
| β’ Break down into smaller, specific tasks | |
| β’ Check system availability and permissions | |
| β’ Consider alternative approaches | |
| π‘ **The system made {execution.get('decisions_made', 0)} autonomous decisions during processing.""" | |
| def _get_user_permissions(self, session_id: str) -> Dict[str, Any]: | |
| """Get user permissions for autonomous decision making.""" | |
| # Simulate permission checking | |
| return { | |
| "crm_admin": True, | |
| "ticket_admin": True, | |
| "calendar_admin": True, | |
| "analytics_access": True | |
| } | |
| def _get_current_workload(self) -> Dict[str, Any]: | |
| """Get current system workload for autonomous planning.""" | |
| return { | |
| "active_sessions": 15, | |
| "pending_tickets": 8, | |
| "calendar_events_today": 12, | |
| "system_load": "medium" | |
| } | |
| def _parse_intent(self, user_input: str) -> Dict[str, Any]: | |
| """Parse user input to determine intent and extract parameters.""" | |
| # CRM Update patterns | |
| if any(word in user_input for word in ["update", "change", "modify", "edit"]): | |
| if any(word in user_input for word in ["customer", "client", "contact", "account"]): | |
| return self._extract_crm_params(user_input) | |
| # Ticket Creation patterns | |
| if any(word in user_input for word in ["ticket", "support", "issue", "problem", "bug"]): | |
| return self._extract_ticket_params(user_input) | |
| # Calendar Scheduling patterns | |
| if any(word in user_input for word in ["schedule", "meeting", "appointment", "event", "calendar"]): | |
| return self._extract_calendar_params(user_input) | |
| # Contact Search patterns | |
| if any(word in user_input for word in ["search", "find", "lookup", "contact"]): | |
| return self._extract_contact_search_params(user_input) | |
| # Calendar View patterns | |
| if any(word in user_input for word in ["show", "list", "view", "calendar", "schedule"]): | |
| return self._extract_calendar_view_params(user_input) | |
| # Status Check patterns | |
| if any(word in user_input for word in ["status", "check", "dashboard"]): | |
| return {"type": "status_check", "parameters": {}} | |
| return {"type": "general", "parameters": {"message": user_input}} | |
| def _extract_crm_params(self, user_input: str) -> Dict[str, Any]: | |
| """Extract CRM update parameters from user input.""" | |
| # Simple pattern matching for demo purposes | |
| # In production, use more sophisticated NLP | |
| # Extract customer ID (look for patterns like "customer 123", "client 456") | |
| import re | |
| customer_match = re.search(r'(?:customer|client|account)\s*([A-Za-z0-9\-]+)', user_input) | |
| customer_id = customer_match.group(1) if customer_match else "001" | |
| # Extract field to update | |
| fields = ["email", "phone", "address", "name", "status", "notes"] | |
| field = None | |
| for f in fields: | |
| if f in user_input: | |
| field = f | |
| break | |
| # Extract new value (simplified) | |
| value = "Updated Value" | |
| if "email" in user_input and "@" in user_input: | |
| value = "newemail@company.com" | |
| elif "phone" in user_input and re.search(r'\d{3}', user_input): | |
| value = "555-1234" | |
| return { | |
| "type": "crm_update", | |
| "parameters": { | |
| "customer_id": customer_id, | |
| "field": field or "notes", | |
| "value": value | |
| } | |
| } | |
| def _extract_ticket_params(self, user_input: str) -> Dict[str, Any]: | |
| """Extract ticket creation parameters from user input.""" | |
| # Extract title (assume first sentence or before first period) | |
| title = user_input.split('.')[0][:50] + "..." if len(user_input) > 50 else user_input | |
| # Determine priority | |
| priority = "medium" | |
| if any(word in user_input for word in ["urgent", "critical", "emergency"]): | |
| priority = "high" | |
| elif any(word in user_input for word in ["low", "minor", "small"]): | |
| priority = "low" | |
| # Determine category | |
| category = "general" | |
| if any(word in user_input for word in ["bug", "error", "issue"]): | |
| category = "technical" | |
| elif any(word in user_input for word in ["billing", "payment", "invoice"]): | |
| category = "billing" | |
| elif any(word in user_input for word in ["account", "login", "password"]): | |
| category = "account" | |
| return { | |
| "type": "ticket_create", | |
| "parameters": { | |
| "title": title, | |
| "description": user_input, | |
| "priority": priority, | |
| "category": category | |
| } | |
| } | |
| def _extract_calendar_params(self, user_input: str) -> Dict[str, Any]: | |
| """Extract calendar scheduling parameters from user input.""" | |
| # Extract title | |
| title = "Meeting" | |
| if any(word in user_input for word in ["meeting", "call", "review"]): | |
| title = "Business Meeting" | |
| # Extract datetime (simplified - look for common patterns) | |
| datetime_str = "2025-11-29 14:00" # Default to tomorrow at 2 PM | |
| if "tomorrow" in user_input: | |
| datetime_str = "2025-11-30 14:00" | |
| elif "today" in user_input: | |
| datetime_str = "2025-11-29 16:00" | |
| # Extract attendees (simplified) | |
| attendees = ["team@company.com"] | |
| if "client" in user_input: | |
| attendees.append("client@external.com") | |
| return { | |
| "type": "calendar_schedule", | |
| "parameters": { | |
| "title": title, | |
| "datetime": datetime_str, | |
| "attendees": attendees, | |
| "description": user_input | |
| } | |
| } | |
| def _extract_contact_search_params(self, user_input: str) -> Dict[str, Any]: | |
| """Extract contact search parameters.""" | |
| # Extract search query | |
| query = user_input.replace("search", "").replace("find", "").replace("lookup", "").strip() | |
| if not query: | |
| query = "john" # Default search term | |
| return { | |
| "type": "contact_search", | |
| "parameters": { | |
| "query": query, | |
| "limit": 10 | |
| } | |
| } | |
| def _extract_calendar_view_params(self, user_input: str) -> Dict[str, Any]: | |
| """Extract calendar view parameters.""" | |
| date_str = "2025-11-29" # Today | |
| if "tomorrow" in user_input: | |
| date_str = "2025-11-30" | |
| elif "week" in user_input: | |
| date_str = "2025-12-06" # Next week | |
| return { | |
| "type": "calendar_view", | |
| "parameters": { | |
| "date": date_str, | |
| "limit": 20 | |
| } | |
| } | |
| async def _handle_crm_update(self, intent: Dict[str, Any], session_id: str) -> str: | |
| """Handle CRM update requests.""" | |
| if not self._check_permissions(session_id, "crm_admin"): | |
| return "β Permission denied. You don't have access to CRM operations." | |
| parameters = intent["parameters"] | |
| async with await get_enterprise_mcp_client() as mcp_client: | |
| result = await mcp_client.call_tool("crm_update", parameters, session_id) | |
| if result.get("success"): | |
| return f"β CRM Update Successful!\n\nπ Customer: {parameters['customer_id']}\nπ Field: {parameters['field']}\nπ New Value: {parameters['value']}\n\nπ¬ {result.get('message', 'Update completed successfully.')}" | |
| else: | |
| return f"β CRM Update Failed: {result.get('error', 'Unknown error')}" | |
| async def _handle_ticket_creation(self, intent: Dict[str, Any], session_id: str) -> str: | |
| """Handle support ticket creation.""" | |
| if not self._check_permissions(session_id, "ticket_admin"): | |
| return "β Permission denied. You don't have access to ticket operations." | |
| parameters = intent["parameters"] | |
| async with await get_enterprise_mcp_client() as mcp_client: | |
| result = await mcp_client.call_tool("ticket_create", parameters, session_id) | |
| if result.get("success"): | |
| return f"π« Support Ticket Created!\n\nπ Ticket ID: {result['ticket_id']}\nπ Title: {parameters['title']}\nβ‘ Priority: {parameters['priority']}\nπ Category: {parameters['category']}\n\nπ¬ Your ticket has been submitted to our support team." | |
| else: | |
| return f"β Ticket Creation Failed: {result.get('error', 'Unknown error')}" | |
| async def _handle_calendar_scheduling(self, intent: Dict[str, Any], session_id: str) -> str: | |
| """Handle calendar event scheduling.""" | |
| if not self._check_permissions(session_id, "calendar_admin"): | |
| return "β Permission denied. You don't have access to calendar operations." | |
| parameters = intent["parameters"] | |
| async with await get_enterprise_mcp_client() as mcp_client: | |
| result = await mcp_client.call_tool("calendar_schedule", parameters, session_id) | |
| if result.get("success"): | |
| return f"π Calendar Event Scheduled!\n\nπ Event ID: {result['event_id']}\nπ Title: {parameters['title']}\nπ Date/Time: {parameters['datetime']}\nπ₯ Attendees: {', '.join(parameters['attendees'])}\n\nβ Your meeting has been added to the calendar." | |
| else: | |
| return f"β Calendar Scheduling Failed: {result.get('error', 'Unknown error')}" | |
| async def _handle_contact_search(self, intent: Dict[str, Any], session_id: str) -> str: | |
| """Handle contact search requests.""" | |
| parameters = intent["parameters"] | |
| async with await get_enterprise_mcp_client() as mcp_client: | |
| result = await mcp_client.call_tool("search_contacts", parameters, session_id) | |
| if result.get("success"): | |
| contacts = result.get("contacts", []) | |
| response = f"π Contact Search Results for '{parameters['query']}'\n\n" | |
| for contact in contacts: | |
| response += f"π€ {contact['name']}\n π§ {contact['email']}\n π’ {contact['company']}\n π ID: {contact['id']}\n\n" | |
| response += f"π Found {result.get('count', 0)} contacts." | |
| return response | |
| else: | |
| return f"β Contact Search Failed: {result.get('error', 'Unknown error')}" | |
| async def _handle_calendar_view(self, intent: Dict[str, Any], session_id: str) -> str: | |
| """Handle calendar view requests.""" | |
| parameters = intent["parameters"] | |
| async with await get_enterprise_mcp_client() as mcp_client: | |
| result = await mcp_client.call_tool("get_calendar_events", parameters, session_id) | |
| if result.get("success"): | |
| events = result.get("events", []) | |
| response = f"π Calendar Events for {parameters['date']}\n\n" | |
| for event in events: | |
| response += f"π {event['datetime']} - {event['title']}\n π {event['location']}\n π {event['id']}\n\n" | |
| response += f"π Total: {result.get('count', 0)} events." | |
| return response | |
| else: | |
| return f"β Calendar View Failed: {result.get('error', 'Unknown error')}" | |
| async def _handle_status_check(self, intent: Dict[str, Any], session_id: str) -> str: | |
| """Handle status check requests.""" | |
| status = self.get_status() | |
| return f"π’ Enterprise Agent Status\n\nβ Status: {status['status']}\nπ§ Tools: {', '.join(status['tools'])}\nπ‘οΈ Security: {'Enabled' if status['security_enabled'] else 'Disabled'}\nπ Audit Logging: {'Enabled' if status['audit_logging'] else 'Disabled'}\nπ MCP Server: {status['mcp_server']}" | |
| def _handle_general_inquiry(self, user_input: str, intent: Dict[str, Any]) -> str: | |
| """Handle general inquiries.""" | |
| return f"""π’ Enterprise Agent | |
| Hello! I'm your Enterprise AI Assistant. I can help you with: | |
| ποΈ **CRM Operations** | |
| β’ Update customer information | |
| β’ Search contacts and accounts | |
| π« **Support Tickets** | |
| β’ Create support tickets | |
| β’ Check ticket status | |
| π **Calendar Management** | |
| β’ Schedule meetings and appointments | |
| β’ View calendar events | |
| π **Quick Actions** | |
| β’ "Update customer 001 email to newemail@company.com" | |
| β’ "Create ticket about login issues - high priority" | |
| β’ "Schedule team meeting for tomorrow at 2 PM" | |
| β’ "Search for john contacts" | |
| β’ "Show calendar events for today" | |
| What would you like to do today?""" | |
| def get_available_tools(self) -> List[str]: | |
| """Get list of available enterprise tools.""" | |
| return [ | |
| "crm_update", "ticket_create", "calendar_schedule", | |
| "search_contacts", "get_calendar_events", "status_check" | |
| ] |