Update app.py

app.py

@@ -167,14 +167,14 @@ def create_research_crew(topic: str):
         search_tool = SerperDevTool()
         log_agent_activity("System", "Initialized SerperDev search tool")
 
-      researcher = Agent(
+        researcher = Agent(
             role='Research Analyst',
             goal=f'Conduct exhaustive market research about {topic} with comprehensive analysis and multiple data sources',
             backstory="""You are a senior market research analyst with 15+ years of experience in conducting 
-            detailed industry analysis. You excel at gathering in-depth market data, analyzing industry trends, 
-            and identifying market patterns through multiple verified sources. You always ensure data accuracy 
-            and provide contextual analysis alongside raw data. You're known for producing comprehensive 
-            research reports that combine quantitative data with qualitative insights.""",
+                detailed industry analysis. You excel at gathering in-depth market data, analyzing industry trends, 
+                and identifying market patterns through multiple verified sources. You always ensure data accuracy 
+                and provide contextual analysis alongside raw data. You're known for producing comprehensive 
+                research reports that combine quantitative data with qualitative insights.""",
             tools=[search_tool],
             verbose=True
         )
@@ -183,10 +183,10 @@ def create_research_crew(topic: str):
             role='Data Analyst',
             goal='Transform research data into profound market insights with detailed analysis and visualizations',
             backstory="""You are an expert data analyst and market intelligence specialist with deep expertise 
-            in converting complex market data into actionable insights. You specialize in predictive analytics, 
-            trend analysis, and creating data visualizations that tell compelling stories. You have a 
-            track record of identifying hidden market opportunities and providing nuanced analysis of market dynamics.
-            You excel at breaking down complex market phenomena into understandable insights.""",
+                in converting complex market data into actionable insights. You specialize in predictive analytics, 
+                trend analysis, and creating data visualizations that tell compelling stories. You have a 
+                track record of identifying hidden market opportunities and providing nuanced analysis of market dynamics.
+                You excel at breaking down complex market phenomena into understandable insights.""",
             tools=[search_tool],
             verbose=True
         )
@@ -195,10 +195,10 @@ def create_research_crew(topic: str):
             role='Report Writer',
             goal='Create extensive, professional market research reports with compelling narratives and insights',
             backstory="""You are a seasoned business writer and market research expert who specializes in creating 
-            comprehensive, engaging market research reports. You excel at weaving data and insights into compelling 
-            narratives that provide deep understanding of market dynamics. You're skilled at creating well-structured, 
-            detailed reports that maintain reader engagement while delivering thorough analysis. You're known for your 
-            ability to explain complex market dynamics in clear, professional language while maintaining attention to detail.""",
+                comprehensive, engaging market research reports. You excel at weaving data and insights into compelling 
+                narratives that provide deep understanding of market dynamics. You're skilled at creating well-structured, 
+                detailed reports that maintain reader engagement while delivering thorough analysis. You're known for your 
+                ability to explain complex market dynamics in clear, professional language while maintaining attention to detail.""",
             verbose=True
         )
 
@@ -207,39 +207,39 @@ def create_research_crew(topic: str):
             Conduct exhaustive market research on {topic} with:
 
             1. Comprehensive Market Overview:
-               - Detailed market size analysis (historical, current, and projected)
-               - Growth rates and CAGR with supporting rationale
-               - Market segmentation analysis (by type, application, region, etc.)
-               - Value chain analysis
-               - Pricing analysis and trends
-               - Regional market breakdowns with specific data points
-               - Key market metrics and KPIs
+                - Detailed market size analysis (historical, current, and projected)
+                - Growth rates and CAGR with supporting rationale
+                - Market segmentation analysis (by type, application, region, etc.)
+                - Value chain analysis
+                - Pricing analysis and trends
+                - Regional market breakdowns with specific data points
+                - Key market metrics and KPIs
 
             2. In-depth Competitive Analysis:
-               - Detailed profiles of key players
-               - Market share analysis with historical trends
-               - Competitive strategies and positioning
-               - Recent developments and their impact
-               - SWOT analysis of major players
-               - Competitive advantages and differentiators
-               - Market concentration and fragmentation analysis
+                - Detailed profiles of key players
+                - Market share analysis with historical trends
+                - Competitive strategies and positioning
+                - Recent developments and their impact
+                - SWOT analysis of major players
+                - Competitive advantages and differentiators
+                - Market concentration and fragmentation analysis
 
             3. Extensive Market Dynamics:
-               - Detailed analysis of growth drivers with specific examples
-               - Comprehensive examination of market challenges
-               - Emerging trends with supporting data
-               - Regulatory landscape and its impact
-               - Technology impact assessment
-               - Patent analysis and innovation trends
-               - Consumer behavior analysis
-               - Supply-demand gap analysis
+                - Detailed analysis of growth drivers with specific examples
+                - Comprehensive examination of market challenges
+                - Emerging trends with supporting data
+                - Regulatory landscape and its impact
+                - Technology impact assessment
+                - Patent analysis and innovation trends
+                - Consumer behavior analysis
+                - Supply-demand gap analysis
 
             4. Economic and External Factors:
-               - Macroeconomic influences
-               - Industry-specific economic indicators
-               - Global and regional economic impacts
-               - Trade dynamics and supply chain analysis
-               - Investment patterns and M&A activity
+                - Macroeconomic influences
+                - Industry-specific economic indicators
+                - Global and regional economic impacts
+                - Trade dynamics and supply chain analysis
+                - Investment patterns and M&A activity
 
             Use multiple sources for verification and cross-reference all data points.
             Include case studies and specific examples where relevant.
@@ -255,48 +255,48 @@ def create_research_crew(topic: str):
             Perform comprehensive analysis of the research findings:
 
             1. Strategic Market Analysis:
-               - Detailed 5-year growth projections with scenario analysis
-               - Market maturity assessment
-               - Porter's Five Forces analysis
-               - Market attractiveness analysis
-               - Investment opportunity assessment
-               - Risk analysis and mitigation strategies
+                - Detailed 5-year growth projections with scenario analysis
+                - Market maturity assessment
+                - Porter's Five Forces analysis
+                - Market attractiveness analysis
+                - Investment opportunity assessment
+                - Risk analysis and mitigation strategies
 
             2. Advanced Data Analysis:
-               - Time series analysis of key metrics
-               - Correlation analysis between market factors
-               - Market share evolution analysis
-               - Price sensitivity analysis
-               - Demand forecasting models
-               - Regional market potential assessment
-               - Market penetration analysis
+                - Time series analysis of key metrics
+                - Correlation analysis between market factors
+                - Market share evolution analysis
+                - Price sensitivity analysis
+                - Demand forecasting models
+                - Regional market potential assessment
+                - Market penetration analysis
 
             3. Competitive Intelligence:
-               - Detailed competitor benchmarking
-               - Market positioning matrix
-               - Strategic group mapping
-               - Competitive strategy analysis
-               - Market entry barriers assessment
-               - Future competitive scenarios
+                - Detailed competitor benchmarking
+                - Market positioning matrix
+                - Strategic group mapping
+                - Competitive strategy analysis
+                - Market entry barriers assessment
+                - Future competitive scenarios
 
             4. Trend Analysis:
-               - Technology adoption curves
-               - Consumer trend analysis
-               - Innovation impact assessment
-               - Market disruption analysis
-               - Future market scenarios
-               - Emerging opportunities assessment
+                - Technology adoption curves
+                - Consumer trend analysis
+                - Innovation impact assessment
+                - Market disruption analysis
+                - Future market scenarios
+                - Emerging opportunities assessment
 
             Create visualization-ready data for:
-            - Market size and growth trends
-            - Competitive landscape maps
-            - Regional distribution charts
-            - Market share evolution
-            - Value chain analysis
-            - Technology adoption curves
-            - Price trend analysis
-            - Market segmentation
-            - Key player comparison matrices
+                - Market size and growth trends
+                - Competitive landscape maps
+                - Regional distribution charts
+                - Market share evolution
+                - Value chain analysis
+                - Technology adoption curves
+                - Price trend analysis
+                - Market segmentation
+                - Key player comparison matrices
 
             Include specific metrics, percentages, and growth rates.
             Provide context and implications for all analyses.
@@ -312,54 +312,54 @@ def create_research_crew(topic: str):
             Create an extensive professional report including:
 
             1. Executive Summary (3-4 pages):
-               - Key findings and insights
-               - Critical market metrics
-               - Major trends and developments
-               - Strategic implications
-               - Investment opportunities
-               - Future outlook
-               - Key recommendations
+                - Key findings and insights
+                - Critical market metrics
+                - Major trends and developments
+                - Strategic implications
+                - Investment opportunities
+                - Future outlook
+                - Key recommendations
 
             2. Comprehensive Market Analysis (15-20 pages):
-               a) Market Overview
-                  - Market definition and segmentation
-                  - Market size and growth analysis
-                  - Value chain analysis
-                  - Market structure and dynamics
-                  - Regional market analysis
-                  - Pricing analysis
-
-               b) Competitive Landscape
-                  - Market share analysis
-                  - Key player profiles
-                  - Competitive strategies
-                  - Market positioning
-                  - SWOT analysis
-                  - Recent developments
-
-               c) Market Dynamics
-                  - Growth drivers analysis
-                  - Market challenges
-                  - Opportunity assessment
-                  - Trend analysis
-                  - Technology impact
-                  - Regulatory framework
-
-               d) Future Outlook
-                  - Market forecasts
-                  - Trend projections
-                  - Scenario analysis
-                  - Strategic recommendations
-                  - Risk analysis
-                  - Success factors
+                a) Market Overview
+                    - Market definition and segmentation
+                    - Market size and growth analysis
+                    - Value chain analysis
+                    - Market structure and dynamics
+                    - Regional market analysis
+                    - Pricing analysis
+
+                b) Competitive Landscape
+                    - Market share analysis
+                    - Key player profiles
+                    - Competitive strategies
+                    - Market positioning
+                    - SWOT analysis
+                    - Recent developments
+
+                c) Market Dynamics
+                    - Growth drivers analysis
+                    - Market challenges
+                    - Opportunity assessment
+                    - Trend analysis
+                    - Technology impact
+                    - Regulatory framework
+
+                d) Future Outlook
+                    - Market forecasts
+                    - Trend projections
+                    - Scenario analysis
+                    - Strategic recommendations
+                    - Risk analysis
+                    - Success factors
 
             3. Appendices
-               - Detailed methodology
-               - Data tables
-               - Additional charts and graphs
-               - Case studies
-               - Glossary
-               - Sources and citations
+                - Detailed methodology
+                - Data tables
+                - Additional charts and graphs
+                - Case studies
+                - Glossary
+                - Sources and citations
 
             Format as JSON:
             {{
@@ -401,8 +401,8 @@ def create_research_crew(topic: str):
             expected_output="Comprehensive JSON containing detailed executive summary and full report",
             context=[research_task, analysis_task]
         )
-
-        return Crew(
+      
+  return Crew(
             agents=[researcher, analyst, writer],
             tasks=[research_task, analysis_task, report_task],
             verbose=True,