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          October 5, 2025 03:01 
        
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    Streamlit app with Crewai
  
        
  
    
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  | import os | |
| import streamlit as st | |
| from crewai import Agent, Task, Crew, LLM | |
| from crewai_tools import SerperDevTool | |
| from dotenv import load_dotenv | |
| # Load environment variables | |
| load_dotenv() | |
| # Streamlit page config | |
| st.set_page_config(page_title="Content Reseracher & Writer", page_icon="📰", layout="wide") | |
| # Title and description | |
| st.title("🤖 Content Researcher & Writer, powered by CrewAI") | |
| st.markdown("Generate blog posts about any topic using AI agents.") | |
| # Sidebar | |
| with st.sidebar: | |
| st.header("Content Settings") | |
| # Make the text input take up more space | |
| topic = st.text_area( | |
| "Enter your topic", | |
| height=100, | |
| placeholder="Enter the topic" | |
| ) | |
| # Add more sidebar controls if needed | |
| st.markdown("### LLM Settings") | |
| temperature = st.slider("Temperature", 0.0, 1.0, 0.7) | |
| # Add some spacing | |
| st.markdown("---") | |
| # Make the generate button more prominent in the sidebar | |
| generate_button = st.button("Generate Content", type="primary", use_container_width=True) | |
| # Add some helpful information | |
| with st.expander("ℹ️ How to use"): | |
| st.markdown(""" | |
| 1. Enter your desired content topic | |
| 2. Play with the temperature | |
| 3. Click 'Generate Content' to start | |
| 4. Wait for the AI to generate your article | |
| 5. Download the result as a markdown file | |
| """) | |
| ########################## CREWAI APP ########################## | |
| def generate_content(topic): | |
| llm = LLM( | |
| model="gemini/gemini-2.5-flash", | |
| ) | |
| search_tool = SerperDevTool(n_results=1) | |
| # First Agent: Senior Research Analyst | |
| senior_research_analyst = Agent( | |
| role="Senior Research Analyst", | |
| goal=f"Research, analyze, and synthesize comprehensive information on {topic} from reliable web sources", | |
| backstory="You're an expert research analyst with advanced web research skills. " | |
| "You excel at finding, analyzing, and synthesizing information from " | |
| "across the internet using search tools. You're skilled at " | |
| "distinguishing reliable sources from unreliable ones, " | |
| "fact-checking, cross-referencing information, and " | |
| "identifying key patterns and insights. You provide " | |
| "well-organized research briefs with proper citations " | |
| "and source verification. Your analysis includes both " | |
| "raw data and interpreted insights, making complex " | |
| "information accessible and actionable.", | |
| allow_delegation=False, | |
| verbose=True, | |
| tools=[search_tool], | |
| llm=llm | |
| ) | |
| # Second Agent: Content Writer | |
| content_writer = Agent( | |
| role="Content Writer", | |
| goal="Transform research findings into engaging blog posts while maintaining accuracy", | |
| backstory="You're a skilled content writer specialized in creating " | |
| "engaging, accessible content from technical research. " | |
| "You work closely with the Senior Research Analyst and excel at maintaining the perfect " | |
| "balance between informative and entertaining writing, " | |
| "while ensuring all facts and citations from the research " | |
| "are properly incorporated. You have a talent for making " | |
| "complex topics approachable without oversimplifying them.", | |
| allow_delegation=False, | |
| verbose=True, | |
| llm=llm | |
| ) | |
| # Research Task | |
| research_task = Task( | |
| description=(""" | |
| 1. Conduct comprehensive research on {topic} including: | |
| - Recent developments and news | |
| - Key industry trends and innovations | |
| - Expert opinions and analyses | |
| - Statistical data and market insights | |
| 2. Evaluate source credibility and fact-check all information | |
| 3. Organize findings into a structured research brief | |
| 4. Include all relevant citations and sources | |
| """), | |
| expected_output="""A detailed research report containing: | |
| - Executive summary of key findings | |
| - Comprehensive analysis of current trends and developments | |
| - List of verified facts and statistics | |
| - All citations and links to original sources | |
| - Clear categorization of main themes and patterns | |
| Please format with clear sections and bullet points for easy reference.""", | |
| agent=senior_research_analyst | |
| ) | |
| # Writing Task | |
| writing_task = Task( | |
| description=(""" | |
| Using the research brief provided, create an engaging blog post that: | |
| 1. Transforms technical information into accessible content | |
| 2. Maintains all factual accuracy and citations from the research | |
| 3. Includes: | |
| - Attention-grabbing introduction | |
| - Well-structured body sections with clear headings | |
| - Compelling conclusion | |
| 4. Preserves all source citations in [Source: URL] format | |
| 5. Includes a References section at the end | |
| """), | |
| expected_output="""A polished blog post in markdown format that: | |
| - Engages readers while maintaining accuracy | |
| - Contains properly structured sections | |
| - Includes Inline citations hyperlinked to the original source url | |
| - Presents information in an accessible yet informative way | |
| - Follows proper markdown formatting, use H1 for the title and H3 for the sub-sections""", | |
| agent=content_writer | |
| ) | |
| # Create Crew | |
| crew = Crew( | |
| agents=[senior_research_analyst, content_writer], | |
| tasks=[research_task, writing_task], | |
| verbose=True | |
| ) | |
| return crew.kickoff(inputs={"topic": topic}) | |
| # Main content area | |
| if generate_button: | |
| with st.spinner('Generating content... This may take a moment.'): | |
| try: | |
| result = generate_content(topic) | |
| st.markdown("### Generated Content") | |
| st.markdown(result) | |
| # Add download button | |
| st.download_button( | |
| label="Download Content", | |
| data=result.raw, | |
| file_name=f"{topic.lower().replace(' ', '_')}_article.md", | |
| mime="text/markdown" | |
| ) | |
| except Exception as e: | |
| st.error(f"An error occurred: {str(e)}") | |
| # Footer | |
| st.markdown("---") | |
| st.markdown("Built with CrewAI, Streamlit and ChatGPT") | 
  
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