Update agents.py

agents.py

@@ -6,7 +6,7 @@ from langchain.tools import Tool
 # agents.py
 class MarketResearchTools:
     """Advanced research tools using Serper capabilities"""
-    
+
     def __init__(self):
         self.serper = SerperDevTool()
         self.scraper = ScrapeWebsiteTool()
@@ -42,7 +42,7 @@ class MarketResearchTools:
         
         return self.serper.run(base_query)
     
-    def create_research_crew(topic: str):
+def create_research_crew(topic: str):
     """Create an advanced research crew with specialized tools"""
     try:
         tools = MarketResearchTools()
@@ -52,10 +52,10 @@ class MarketResearchTools:
             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.""",
+                    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,    # For general market research
                 tools.scraper,          # For website scraping
@@ -68,9 +68,9 @@ class MarketResearchTools:
             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.""",
+                    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],  # Only needs market search
             verbose=True
         )
@@ -80,97 +80,97 @@ class MarketResearchTools:
             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.""",
+                    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
-            """,
+                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
-            """,
+                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]
@@ -178,62 +178,62 @@ class MarketResearchTools:
 
         report_task = Task(
             description="""
-            Create a comprehensive market research report:
-
-            1. Executive Summary (2-3 pages):
-                - Key findings
-                - Market highlights
-                - Strategic implications
-                - Recommendations
-                - Investment thesis
-
-            2. Comprehensive Analysis (15-20 pages):
-                - Detailed market analysis
-                - Competitive landscape
-                - Strategic insights
-                - Future outlook
-                - Risk analysis
-
-            3. Supporting Materials:
-                - Case studies
-                - Company profiles
-                - Data tables
-                - 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"
+                Create a comprehensive market research report:
+
+                1. Executive Summary (2-3 pages):
+                    - Key findings
+                    - Market highlights
+                    - Strategic implications
+                    - Recommendations
+                    - Investment thesis
+
+                2. Comprehensive Analysis (15-20 pages):
+                    - Detailed market analysis
+                    - Competitive landscape
+                    - Strategic insights
+                    - Future outlook
+                    - Risk analysis
+
+                3. Supporting Materials:
+                    - Case studies
+                    - Company profiles
+                    - Data tables
+                    - 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
-            - Evidence-based conclusions
-            - Actionable recommendations
-            - 5-10 credible sources
-            - Recent data points
-            """,
+
+                Requirements:
+                - Clear, professional writing
+                - Logical flow of information
+                - Evidence-based conclusions
+                - Actionable recommendations
+                - 5-10 credible sources
+                - Recent data points
+                """,
             agent=writer,
             expected_output="Professional report with executive summary and detailed analysis",
             context=[research_task, analysis_task]