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Add finnews-agent-writer-crewai with necessary dependencies
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‎finnews-agent-writer-crewai/README.md‎

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# 🧠 AI-Powered Financial Content Creator
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A multi-agent AI system that autonomously creates, refines, and formats high-quality financial content — including blog posts and social media snippets — using real-time market data and news.
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---
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## 🚀 What It Does
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This system uses **CrewAI agents** to automate the entire content creation pipeline:
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1. **📡 Market News Monitor Agent**
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Tracks the latest financial news based on a given subject (e.g. “US-China tariffs”), summarizing impactful headlines.
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2. **📊 Data Analyst Agent**
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Analyzes market trends and economic indicators to identify actionable insights.
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3. **✍️ Content Creator Agent**
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Generates engaging blog content and social media posts from insights provided by the above agents.
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4. **🧐 Quality Assurance Agent**
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Refines and formats the content using markdown, ensuring clarity, structure, and brand alignment.
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---
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## 💼 Use Case
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Ideal for:
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- Financial blogs and media platforms
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- Automated newsletter creation
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- Market intelligence publishing
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- Anyone needing timely, data-driven financial content
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---
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## 🛠️ Tech Stack
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- **CrewAI** – Multi-agent orchestration
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- **LangChain / LLMs** – Natural language generation
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- **YAML Configs** – Agent & task modular setup
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- **Jupyter Notebook** – For testing and orchestration
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- **Markdown output** – For clean blog-ready formatting
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---
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## 🧪 Performance Benchmarks
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| Agent | Task Description | Avg Time (approx) |
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|---------------------------|-----------------------------------------|-------------------|
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| 📡 Market News Monitor | Scrapes live financial news | ~45 seconds |
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| 📊 Data Analyst Agent | Extracts and interprets insights | ~60 seconds |
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| ✍️ Content Creator Agent | Generates blog + social media content | ~75 seconds |
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| ✅ Quality Assurance Agent | Formats content in markdown | ~30 seconds |
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| ⏱️ **Total Runtime** | End-to-end pipeline execution | **~3.5 minutes** |
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> 🧠 Benchmarks based on `mistral-large-latest` model and real-time web scraping.
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---
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## 🤖 LLM Models Used
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This project uses open-weight models from [Mistral](https://mistral.ai/).
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### 🔹 `mistral-small-latest`
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- Lightweight and fast
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- Best for retrieval tasks and embeddings
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- Used in: `WebsiteSearchTool`, `embedder`, lightweight analysis
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### 🔹 `mistral-large-latest`
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- Strong reasoning and summarization capabilities
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- Handles long, structured generation tasks
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- Used in: All core agents (`llm=llms['large']`) — blog writing, analysis, formatting
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---
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## 🧪 How to Run
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1. Install dependencies:
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```
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pip install -r requirements.txt
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```
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2. Set your environment variables:
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```
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export MISTRAL_API_KEY=your_key_here
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export SERPER_API_KEY=your_key_here
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```
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3. Launch the notebook:
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```
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jupyter notebook main.ipynb
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```
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4. Provide your topic (e.g. "US-China tariffs") and let the agents do the rest.

‎finnews-agent-writer-crewai/config/agents.yaml‎

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market_news_monitor_agent:
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role: >
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Lead Market Analyst
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goal: >
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Conduct in-depth, real-time analysis of financial news and market updates,
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providing insightful summaries to guide content creation.
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backstory: >
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As the Lead Market Analyst at a premier financial content platform, you
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specialize in dissecting market trends and economic shifts, ensuring
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that your content stays ahead of the curve and delivers the most
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relevant insights to your audience.
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allow_delegation: false
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verbose: true
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data_analyst_agent:
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role: >
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Chief Data Strategist
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goal: >
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Synthesize complex market data into actionable insights that can be
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transformed into compelling content.
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backstory: >
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As the Chief Data Strategist at a leading financial advisory firm,
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your expertise lies in analyzing vast datasets to uncover trends and
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opportunities that inform high-impact investment strategies.
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allow_delegation: false
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verbose: true
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content_creator_agent:
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role: >
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Creative Content Director
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goal: >
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Develop and oversee the creation of high-quality, engaging content that
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educates and captivates the target audience, with a focus on the latest
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financial trends and insights.
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backstory: >
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As the Creative Content Director at a top financial publishing house,
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you excel in crafting narratives that resonate with investors, blending
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in-depth analysis with compelling storytelling to create content that
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drives engagement and trust.
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allow_delegation: false
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verbose: true
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quality_assurance_agent:
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role: >
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Chief Content Officer
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goal: >
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Oversee and refine the content creation process, ensuring that all
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outputs are accurate, aligned with brand voice, and optimized for
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engagement.
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backstory: >
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You are the Chief Content Officer of a leading financial media company.
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Your role is to ensure that every piece of content not only meets high
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editorial standards but also delivers clear, actionable insights that
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can help your audience make informed decisions.
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allow_delegation: false
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verbose: true
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‎finnews-agent-writer-crewai/config/tasks.yaml‎

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monitor_financial_news:
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description: >
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Monitor and analyze the latest news and updates related to
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the financial markets, with a particular focus on {subject}.
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Identify and summarize the most relevant and impactful news items
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that could influence market trends or investor decisions.
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Utilize financial news APIs and real-time market data tools to
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gather up-to-date information. Focus on detecting trends,
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regulatory changes, or significant economic indicators that
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directly relate to {subject}.
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expected_output: >
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A detailed summary report highlighting the most impactful financial
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news and updates related to {subject}. This report should include
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key insights and their potential implications for the market and
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content strategy.
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analyze_market_data:
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description: >
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Analyze market data and trends related to {subject}, with a focus
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on uncovering patterns, opportunities, and risks that could be
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leveraged in content creation. Use advanced data analytics tools
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to process large datasets and generate actionable insights.
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Pay special attention to how {subject} influences market movements,
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investor sentiment, and economic indicators.
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expected_output: >
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A comprehensive analysis report that highlights key market trends
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and actionable insights related to {subject}. The report should
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include data visualizations and clear recommendations for content
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creation.
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create_content:
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description: >
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Based on the insights provided by the Market News Monitor and
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Data Analyst agents, create high-quality, engaging content that
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educates and informs the target audience about {subject}.
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Produce various types of content, including blog posts and
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social media updates, that effectively communicate the insights
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gathered. Ensure the content clearly conveys the key findings
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and recommendations related to {subject}. Incorporate data
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visualizations, infographics, or other multimedia elements to
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enhance the content where applicable.
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expected_output: >
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A collection of high-quality content pieces related to {subject},
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including blog posts and social media updates, complete with
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integrated multimedia elements.
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quality_assurance:
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description: >
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Review and refine the content created on {subject} to ensure it
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meets the highest standards of accuracy, clarity, and brand
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alignment. Thoroughly proofread and edit the content, checking
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for errors, inconsistencies, and alignment with the brand voice.
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Ensure that the content accurately reflects the key insights and
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recommendations provided by the Data Analyst and Market News
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Monitor agents. Ensure that the final content is well-formatted
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in markdown, using appropriate headers, bullet points, links,
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and other markdown features to enhance readability and engagement.
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expected_output: >
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A finalized set of content pieces related to {subject}, thoroughly
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reviewed, and formatted in markdown. The content should be
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well-structured, with appropriate use of headers, bullet points,
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links, and other markdown features to ensure it is both visually
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appealing and easy to read. Each section should have at least 2
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paragraphs.
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