PitchLense MCP

""" LV-Analysis MCP Tool wrapper for detailed startup analysis. """ from typing import Dict, Any from datetime import datetime, timezone from ..core.base import BaseMCPTool from ..analyzers.lv_analysis import LVAnalysisAnalyzer class LVAnalysisMCPTool(BaseMCPTool): """MCP Tool for LV-Analysis.""" def __init__(self): super().__init__( tool_name="lv_analysis", description="Detailed LV-Analysis business note generation for startup evaluation" ) # Import Perplexity tool here to avoid circular imports from .perplexity_search import PerplexityMCPTool perplexity_tool = PerplexityMCPTool() self.analyzer = LVAnalysisAnalyzer(perplexity_tool=perplexity_tool) def set_llm_client(self, llm_client): """Set the LLM client for the analyzer.""" print(f"[LV-Analysis] Setting LLM client: {type(llm_client).__name__}") self.analyzer.llm_client = llm_client def analyze_lv_business_note(self, startup_text: str) -> Dict[str, Any]: """ Generate detailed LV-Analysis business note. Args: startup_text: Detailed startup information and description Returns: Comprehensive business analysis in hackathon format """ print(f"[LV-Analysis] Starting analysis with startup_text length: {len(startup_text)}") try: # Check if LLM client is available if not self.analyzer.llm_client: print("[LV-Analysis] ERROR: No LLM client provided to analyzer") return { "category_name": "LV-Analysis", "analysis_type": "detailed_business_note", "status": "error", "error": "No LLM client available for analysis", "timestamp": datetime.now(timezone.utc).isoformat() } print("[LV-Analysis] LLM client available, proceeding with analysis") # Perform the analysis result = self.analyzer.analyze(startup_text) print(f"[LV-Analysis] Analysis completed successfully") return { "category_name": "LV-Analysis", "analysis_type": "detailed_business_note", "status": "success", "result": result, "timestamp": datetime.now(timezone.utc).isoformat() } except Exception as e: print(f"[LV-Analysis] ERROR: Analysis failed with exception: {str(e)}") return { "category_name": "LV-Analysis", "analysis_type": "detailed_business_note", "status": "error", "error": str(e), "timestamp": datetime.now(timezone.utc).isoformat() }