PitchLense MCP

""" Operational Risk Analyzer for PitchLense MCP Package. Analyzes operational risks including supply chain, go-to-market strategy, operational efficiency, and execution history. """ from typing import List, Dict, Any from ..core.base import BaseRiskAnalyzer, BaseMCPTool from ..models.risk_models import RiskLevel from ..prompts import OPERATIONAL_RISK_PROMPT class OperationalRiskAnalyzer(BaseRiskAnalyzer): """Operational risk analyzer implementation.""" def __init__(self, llm_client): """Initialize the operational risk analyzer.""" super().__init__(llm_client, "Operational Risks") self.risk_indicators = self.get_risk_indicators() def get_risk_indicators(self) -> List[str]: """Get the list of operational risk indicators.""" return [ "Supply Chain Risk", "Go-to-Market Strategy Risk", "Operational Efficiency Risk", "Execution History Risk", "Process Maturity Risk" ] def get_analysis_prompt(self) -> str: """Get the analysis prompt for operational risks.""" return OPERATIONAL_RISK_PROMPT class OperationalRiskMCPTool(BaseMCPTool): """MCP tool for operational risk analysis.""" def __init__(self): """Initialize the operational risk MCP tool.""" super().__init__("Operational Risk Analyzer", "Analyze operational risks for startups") self.analyzer = OperationalRiskAnalyzer(None) # Will be set when LLM client is available def set_llm_client(self, llm_client): """Set the LLM client for the analyzer.""" self.analyzer.llm_client = llm_client def analyze_operational_risks(self, startup_data: str) -> dict: """ Analyze operational risks for a startup. Args: startup_data: String containing comprehensive startup information including company details, business model, financial data, market info, team details, news articles, pitch deck content, and web research Returns: JSON response with operational risk analysis """ if not self.validate_startup_data(startup_data): return self.create_error_response("Invalid startup data format - must be a non-empty string") try: return self.analyzer.analyze(startup_data) except Exception as e: return self.create_error_response(f"Analysis failed: {str(e)}") def register_tools(self): """Register MCP tools.""" self.register_tool(self.analyze_operational_risks)