MCP Orchestration System

#!/usr/bin/env python3 """ BlackHole Core Interface Unified interface that maintains your perspective while enabling MCP functionality """ from typing import Dict, Any, List, Optional from datetime import datetime import logging from .mcp_config import mcp_config from .mcp_processor import mcp_processor from .agents.document_processor_agent import DocumentProcessorAgent from .agents.archive_search_agent import ArchiveSearchAgent from .agents.live_data_agent import LiveDataAgent logger = logging.getLogger(__name__) class BlackHoleCoreInterface: """ Unified BlackHole Core interface that maintains your perspective while providing general MCP functionality. """ def __init__(self): """Initialize the BlackHole Core interface.""" self.config = mcp_config self.processor = mcp_processor # Your core agents self.document_processor = DocumentProcessorAgent() self.archive_search = ArchiveSearchAgent() self.live_data = LiveDataAgent() # Your system identity self.identity = { 'name': 'BlackHole Core MCP', 'role': 'Intelligent Document Processing Assistant', 'primary_function': 'Advanced document analysis with AI-powered insights', 'specialization': 'Multi-modal document processing and intelligent data extraction' } def process_command(self, user_input: str, context: Dict[str, Any] = None) -> Dict[str, Any]: """ Process user command while maintaining your BlackHole Core perspective. Args: user_input: Natural language command from user context: Optional context information Returns: Structured response with BlackHole Core branding """ try: # Add context to the command if provided if context: enhanced_input = f"{user_input} [Context: {context}]" else: enhanced_input = user_input # Process through your MCP system result = self.processor.execute_command(enhanced_input) # Add your BlackHole Core perspective to the response result = self._enhance_response_with_perspective(result, user_input) return result except Exception as e: logger.error(f"BlackHole Core processing error: {e}") return self._create_error_response(user_input, str(e)) def process_document(self, file_path: str, options: Dict[str, Any] = None) -> Dict[str, Any]: """ Process document through your BlackHole Core system. Args: file_path: Path to the document options: Processing options Returns: Document processing results with your perspective """ try: # Default options based on your preferences default_options = { 'enable_llm': True, 'save_to_db': True, 'enable_ocr': True, 'generate_summary': False, 'extract_insights': True } if options: default_options.update(options) # Process through your document processor result = self.document_processor.plan({ 'file_path': file_path, 'command_type': 'analyze', 'processing_options': default_options }) # Enhance with BlackHole Core perspective enhanced_result = { 'blackhole_core_processing': True, 'system': self.identity, 'file_path': file_path, 'processing_options': default_options, 'result': result, 'timestamp': datetime.now().isoformat(), 'status': 'success' if result.get('status') != 'error' else 'error' } return enhanced_result except Exception as e: logger.error(f"BlackHole Core document processing error: {e}") return self._create_error_response(f"Document processing: {file_path}", str(e)) def search_archive(self, query: str, filters: Dict[str, Any] = None) -> Dict[str, Any]: """ Search through your document archive. Args: query: Search query filters: Optional search filters Returns: Search results with your perspective """ try: # Process search through your archive agent result = self.archive_search.plan({ 'document_text': query, 'filters': filters or {} }) # Enhance with BlackHole Core perspective enhanced_result = { 'blackhole_core_search': True, 'system': self.identity, 'query': query, 'filters': filters, 'result': result, 'timestamp': datetime.now().isoformat(), 'status': 'success' if result.get('status') != 'error' else 'error' } return enhanced_result except Exception as e: logger.error(f"BlackHole Core search error: {e}") return self._create_error_response(f"Archive search: {query}", str(e)) def get_live_data(self, data_type: str, parameters: Dict[str, Any] = None) -> Dict[str, Any]: """ Fetch live data through your system. Args: data_type: Type of data to fetch parameters: Optional parameters Returns: Live data results with your perspective """ try: # Process through your live data agent result = self.live_data.plan({ 'query': data_type, 'parameters': parameters or {} }) # Enhance with BlackHole Core perspective enhanced_result = { 'blackhole_core_live_data': True, 'system': self.identity, 'data_type': data_type, 'parameters': parameters, 'result': result, 'timestamp': datetime.now().isoformat(), 'status': 'success' if result.get('status') != 'error' else 'error' } return enhanced_result except Exception as e: logger.error(f"BlackHole Core live data error: {e}") return self._create_error_response(f"Live data: {data_type}", str(e)) def get_system_status(self) -> Dict[str, Any]: """Get comprehensive system status with your perspective.""" try: # Get MCP status mcp_status = self.processor.get_agent_status() # Get environment validation env_validation = self.config.validate_environment() # Create comprehensive status status = { 'blackhole_core_status': True, 'system': self.identity, 'version': self.config.version, 'primary_focus': self.config.primary_focus, 'capabilities': self.config.core_capabilities, 'agents': mcp_status.get('agents', {}), 'environment': env_validation, 'supported_formats': self.config.supported_formats, 'processing_options': self.config.processing_options, 'timestamp': datetime.now().isoformat(), 'status': 'operational' if all(env_validation.values()) else 'partial' } return status except Exception as e: logger.error(f"BlackHole Core status error: {e}") return self._create_error_response("System status", str(e)) def get_help(self) -> Dict[str, Any]: """Get help information with your BlackHole Core perspective.""" try: # Get MCP help mcp_help = self.processor._generate_help_response() # Enhance with your perspective enhanced_help = { 'blackhole_core_help': True, 'system': self.identity, 'welcome_message': f"Welcome to {self.identity['name']} - {self.identity['role']}", 'primary_function': self.identity['primary_function'], 'specialization': self.identity['specialization'], 'mcp_help': mcp_help.get('result', {}), 'quick_start': { 'document_processing': [ "analyze this document", "process uploaded PDF", "extract insights from text" ], 'archive_search': [ "search for documents about AI", "find files containing machine learning", "show me recent uploads" ], 'live_data': [ "get live weather data", "fetch current information", "real-time data updates" ] }, 'your_advantages': [ "AI-powered document analysis with Together.ai", "Persistent storage in your MongoDB Atlas", "Multi-modal processing (PDF, images, text)", "Natural language command interface", "Intelligent agent routing", "Real-time progress tracking" ], 'timestamp': datetime.now().isoformat() } return enhanced_help except Exception as e: logger.error(f"BlackHole Core help error: {e}") return self._create_error_response("Help system", str(e)) def _enhance_response_with_perspective(self, result: Dict[str, Any], original_command: str) -> Dict[str, Any]: """Enhance MCP response with BlackHole Core perspective.""" enhanced = result.copy() # Add your branding and perspective enhanced['blackhole_core_processed'] = True enhanced['system'] = self.identity enhanced['original_command'] = original_command enhanced['processing_approach'] = 'intelligent_agent_routing' # Add processing insights if available if 'agent_used' in result: agent_name = result['agent_used'] agent_config = self.config.get_agent_config(agent_name) if agent_config: enhanced['agent_info'] = { 'name': agent_name, 'description': agent_config.get('description'), 'capabilities': agent_config.get('capabilities', []), 'priority': agent_config.get('priority', 999) } return enhanced def _create_error_response(self, command: str, error: str) -> Dict[str, Any]: """Create error response with BlackHole Core perspective.""" return { 'blackhole_core_error': True, 'system': self.identity, 'status': 'error', 'command': command, 'error': error, 'suggestion': 'Try rephrasing your command or check system status', 'help_available': 'Type "help" for available commands and examples', 'timestamp': datetime.now().isoformat() } # Global BlackHole Core interface instance blackhole_interface = BlackHoleCoreInterface()