Update agents.py

agents.py

@@ -160,171 +160,9 @@ def create_research_crew(topic: str):
             context=[research_task]
         )
 
-# agents.py
-from crewai import Agent, Crew, Process, Task
-from crewai_tools import SerperDevTool, ScrapeWebsiteTool
-from langchain.tools import Tool
-
-class MarketResearchTools:
-    """Advanced research tools using Serper capabilities"""
-    
-    def __init__(self):
-        self.serper = SerperDevTool()
-        self.scraper = ScrapeWebsiteTool()
-        
-        # Specialized search tools
-        self.news_search = Tool(
-            name="News Search",
-            func=self.serper.search_news,
-            description="Search recent news articles, press releases, and media coverage"
-        )
-        
-        self.market_search = Tool(
-            name="Market Research",
-            func=self.serper.search,
-            description="Search for market reports, statistics, and industry analysis"
-        )
-        
-        self.competitor_search = Tool(
-            name="Competitor Analysis",
-            func=self.serper.search,
-            description="Research specific companies, their market position, and strategies"
-        )
-
-def create_research_crew(topic: str):
-    """Create an advanced research crew with specialized tools"""
-    try:
-        tools = MarketResearchTools()
-
-        # Advanced Research Analyst
-        researcher = Agent(
-            role='Senior Market Research Analyst',
-            goal=f'Conduct exhaustive market research about {topic} with detailed data and industry insights',
-            backstory="""You are a veteran market research analyst with 20+ years of experience.
-                You excel at uncovering hard-to-find data points, analyzing industry dynamics,
-                and identifying emerging trends. You have a strong network of industry contacts
-                and access to premium research databases. You always validate data through
-                multiple sources and provide confidence levels for your findings.""",
-            tools=[tools.market_search, tools.news_search, tools.competitor_search, tools.scraper],
-            verbose=True
-        )
-        
-        # Industry Expert Analyst
-        analyst = Agent(
-            role='Industry Expert & Strategy Analyst',
-            goal='Transform research into strategic insights and actionable recommendations',
-            backstory="""You are an industry expert with deep domain knowledge and strategic consulting
-                experience. You specialize in connecting market data to business implications,
-                forecasting industry changes, and developing strategic recommendations.
-                Your analysis is always backed by concrete examples and case studies.""",
-            tools=[tools.market_search, tools.competitor_search],
-            verbose=True
-        )
-        
-        # Professional Report Writer
-        writer = Agent(
-            role='Executive Report Writer',
-            goal='Create compelling, comprehensive market analysis reports',
-            backstory="""You are an experienced business writer who specializes in creating
-                executive-level market research reports. You excel at distilling complex
-                information into clear narratives while maintaining analytical rigor.
-                You always include relevant examples, case studies, and data visualizations.""",
-            verbose=True
-        )
-
-        # Create enhanced tasks
-        research_task = Task(
-            description=f"""
-            Conduct comprehensive market research on {topic} with the following focus areas:
-
-            1. Market Overview:
-                - Current market size with specific values
-                - Historical growth patterns (5-year minimum)
-                - Future projections with CAGR
-                - Market segmentation analysis
-                - Regional market distribution
-                - Value chain analysis
-                - Pricing trends and dynamics
-
-            2. Competitive Landscape:
-                - Detailed analysis of top 5-7 players
-                - Market share breakdown
-                - Competitive strategies
-                - Recent developments and initiatives
-                - SWOT analysis of major players
-                - Barriers to entry analysis
-                - Industry concentration metrics
-
-            3. Technology & Innovation:
-                - Current technology trends
-                - Innovation patterns
-                - Patent analysis
-                - R&D investments
-                - Emerging technologies
-                - Digital transformation trends
-
-            4. Regulatory & Environmental Factors:
-                - Current regulations
-                - Upcoming policy changes
-                - Environmental considerations
-                - Compliance requirements
-                - Industry standards
-                - Certification needs
-
-            Requirements:
-            - Use multiple sources for each data point
-            - Focus on recent data (last 12 months)
-            - Include source citations
-            - Note confidence levels for projections
-            - Identify any data gaps or inconsistencies
-            """,
-            agent=researcher,
-            expected_output="Comprehensive research data with verified sources and confidence levels"
-        )
-
-        analysis_task = Task(
-            description="""
-            Analyze the research findings and create strategic insights:
-
-            1. Strategic Analysis:
-                - Porter's Five Forces analysis
-                - PESTLE analysis
-                - Value chain opportunities
-                - Growth vectors
-                - Market maturity assessment
-                - Investment potential
-
-            2. Trend Analysis:
-                - Major market trends
-                - Technology impact assessment
-                - Consumer behavior shifts
-                - Emerging business models
-                - Future scenarios
-                - Risk assessment
-
-            3. Strategic Implications:
-                - Market entry strategies
-                - Growth opportunities
-                - Potential threats
-                - Success factors
-                - Risk mitigation strategies
-                - Partnership opportunities
-
-            Requirements:
-            - Provide concrete examples
-            - Include case studies
-            - Support all conclusions with data
-            - Identify key success factors
-            - Assess market attractiveness
-            """,
-            agent=analyst,
-            expected_output="Strategic analysis with actionable insights",
-            context=[research_task]
-        )
-
         report_task = Task(
             description="""
-            Create a professional market research report:
+            Create a comprehensive market research report:
 
             1. Executive Summary (2-3 pages):
                 - Key findings
@@ -347,6 +185,31 @@ def create_research_crew(topic: str):
                 - Source citations
                 - Methodology notes
 
+            Format as JSON:
+            {
+                "exec_summary": {
+                    "summary": "comprehensive executive overview",
+                    "market_highlights": "key market metrics and findings",
+                    "strategic_implications": "main strategic insights",
+                    "recommendations": "key recommendations"
+                },
+                "market_analysis": {
+                    "overview": "detailed market overview section",
+                    "dynamics": "comprehensive industry dynamics",
+                    "competitive_landscape": "detailed competitive analysis",
+                    "strategic_analysis": "in-depth strategic insights"
+                },
+                "future_outlook": "detailed future projections and implications",
+                "appendices": "supporting data and sources",
+                "sources": ["source1", "source2", "..."],
+                "metrics": {
+                    "market_size": "current and projected size",
+                    "growth_rate": "historical and projected growth",
+                    "market_shares": "key player market shares",
+                    "key_metrics": "other important metrics"
+                }
+            }
+
             Requirements:
             - Clear, professional writing
             - Logical flow of information
@@ -360,6 +223,7 @@ def create_research_crew(topic: str):
             context=[research_task, analysis_task]
         )
 
+        # Create and return the crew
         return Crew(
             agents=[researcher, analyst, writer],
             tasks=[research_task, analysis_task, report_task],
@@ -368,4 +232,4 @@ def create_research_crew(topic: str):
         )
 
     except Exception as e:
-        raise Exception(f"Error initializing research crew: {str(e)}")
+        raise Exception(f"Error initializing research crew: {str(e)}")