Add finnews-agent-writer-crewai

finnews-agent-writer-crewai/README.md

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+# 🧠 AI-Powered Financial Content Creator
+
+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.
+
+---
+
+## 🚀 What It Does
+
+This system uses **CrewAI agents** to automate the entire content creation pipeline:
+
+1. **📡 Market News Monitor Agent**  
+   Tracks the latest financial news based on a given subject (e.g. “US-China tariffs”), summarizing impactful headlines.
+
+2. **📊 Data Analyst Agent**  
+   Analyzes market trends and economic indicators to identify actionable insights.
+
+3. **✍️ Content Creator Agent**  
+   Generates engaging blog content and social media posts from insights provided by the above agents.
+
+4. **🧐 Quality Assurance Agent**  
+   Refines and formats the content using markdown, ensuring clarity, structure, and brand alignment.
+
+---
+
+## 💼 Use Case
+
+Ideal for:
+- Financial blogs and media platforms
+- Automated newsletter creation
+- Market intelligence publishing
+- Anyone needing timely, data-driven financial content
+
+---
+
+
+## 🛠️ Tech Stack
+
+- **CrewAI** – Multi-agent orchestration
+- **LangChain / LLMs** – Natural language generation
+- **YAML Configs** – Agent & task modular setup
+- **Jupyter Notebook** – For testing and orchestration
+- **Markdown output** – For clean blog-ready formatting
+
+---
+
+
+## 🧪 Performance Benchmarks
+
+| Agent                      | Task Description                        | Avg Time (approx) |
+|---------------------------|-----------------------------------------|-------------------|
+| 📡 Market News Monitor     | Scrapes live financial news             | ~45 seconds       |
+| 📊 Data Analyst Agent      | Extracts and interprets insights        | ~60 seconds       |
+| ✍️ Content Creator Agent   | Generates blog + social media content   | ~75 seconds       |
+| ✅ Quality Assurance Agent | Formats content in markdown             | ~30 seconds       |
+| ⏱️ **Total Runtime**       | End-to-end pipeline execution           | **~3.5 minutes**  |
+
+> 🧠 Benchmarks based on `mistral-large-latest` model and real-time web scraping.
+
+---
+
+
+## 🤖 LLM Models Used
+
+This project uses open-weight models from [Mistral](https://mistral.ai/).
+
+### 🔹 `mistral-small-latest`
+- Lightweight and fast
+- Best for retrieval tasks and embeddings
+- Used in: `WebsiteSearchTool`, `embedder`, lightweight analysis
+
+### 🔹 `mistral-large-latest`
+- Strong reasoning and summarization capabilities
+- Handles long, structured generation tasks
+- Used in: All core agents (`llm=llms['large']`) — blog writing, analysis, formatting
+
+
+---
+
+
+## 🧪 How to Run
+
+1. Install dependencies:
+
+```
+pip install -r requirements.txt
+```
+2. Set your environment variables:
+
+```
+export MISTRAL_API_KEY=your_key_here
+export SERPER_API_KEY=your_key_here
+```
+3. Launch the notebook:
+```
+jupyter notebook main.ipynb
+```
+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:
+  role: >
+    Lead Market Analyst
+  goal: >
+    Conduct in-depth, real-time analysis of financial news and market updates,
+    providing insightful summaries to guide content creation.
+  backstory: >
+    As the Lead Market Analyst at a premier financial content platform, you
+    specialize in dissecting market trends and economic shifts, ensuring
+    that your content stays ahead of the curve and delivers the most
+    relevant insights to your audience.
+  allow_delegation: false
+  verbose: true
+
+data_analyst_agent:
+  role: >
+    Chief Data Strategist
+  goal: >
+    Synthesize complex market data into actionable insights that can be
+    transformed into compelling content.
+  backstory: >
+    As the Chief Data Strategist at a leading financial advisory firm,
+    your expertise lies in analyzing vast datasets to uncover trends and
+    opportunities that inform high-impact investment strategies.
+  allow_delegation: false
+  verbose: true
+
+content_creator_agent:
+  role: >
+    Creative Content Director
+  goal: >
+    Develop and oversee the creation of high-quality, engaging content that
+    educates and captivates the target audience, with a focus on the latest
+    financial trends and insights.
+  backstory: >
+    As the Creative Content Director at a top financial publishing house,
+    you excel in crafting narratives that resonate with investors, blending
+    in-depth analysis with compelling storytelling to create content that
+    drives engagement and trust.
+  allow_delegation: false
+  verbose: true
+
+quality_assurance_agent:
+  role: >
+    Chief Content Officer
+  goal: >
+    Oversee and refine the content creation process, ensuring that all
+    outputs are accurate, aligned with brand voice, and optimized for
+    engagement.
+  backstory: >
+    You are the Chief Content Officer of a leading financial media company.
+    Your role is to ensure that every piece of content not only meets high
+    editorial standards but also delivers clear, actionable insights that
+    can help your audience make informed decisions.
+  allow_delegation: false
+  verbose: true
+
+
+
+
+
+
+
+
+
+
+

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

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

finnews-agent-writer-crewai/generated_blog.md

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+# Comprehensive Analysis Report: Impact of US Tariffs on China and Market Reactions
+
+## Executive Summary:
+The implementation of US tariffs on China has led to significant market volatility and geopolitical tensions. China's retaliatory measures, along with global responses, highlight the far-reaching impacts of these trade actions. This report analyzes key market trends, investor sentiment, and economic indicators to provide actionable insights and recommendations for content creation.
+
+## Key Findings:
+
+### 1. Market Volatility and Sentiment:
+The announcement of a 90-day pause on tariffs for most countries, excluding China, has resulted in substantial market volatility. China's retaliatory tariffs, raising levies on US goods to 84%, have exacerbated market instability. Investor sentiment has been negatively impacted, with concerns over disrupted supply chains, increased inflation, and potential economic slowdown.
+
+Market volatility has been particularly pronounced in sectors directly affected by the tariffs. The automotive industry, for instance, has seen significant price increases due to higher costs of imported materials. Similarly, the steel and aluminum sectors have faced challenges as tariffs have driven up the prices of raw materials, making domestic production less competitive. These disruptions have led to a ripple effect across global supply chains, affecting manufacturers and consumers alike.
+
+### 2. Economic Impact:
+The US tariffs are predicted to cause a 2.4% decline in China's economic growth, affecting exports and domestic consumer sentiment. The tit-for-tat tariff escalation threatens to reduce trade between the US and China by 80%, with broader economic consequences expected. The long-term implications include potential job losses, reduced investment, and a slowdown in economic growth for both countries.
+
+The economic impact is not limited to China and the US. Other countries, particularly those involved in global supply chains, are also feeling the effects. For example, countries that supply components to Chinese manufacturers are experiencing reduced demand, which in turn affects their economic growth. The interconnected nature of global trade means that the repercussions of the US-China tariff dispute are felt worldwide.
+
+### 3. Sector-Specific Impacts:
+The automotive, steel, and aluminum sectors are particularly affected, with US farmers and small businesses facing significant challenges. The tariffs have forced businesses to increase prices, making products less competitive and impacting consumer surplus. Small businesses, which often lack the resources to absorb higher costs, are particularly vulnerable to these changes.
+
+US farmers, who rely heavily on exports to China, have been hit hard by the retaliatory tariffs. The agricultural sector has seen a significant drop in demand for products like soybeans, pork, and other commodities. This has led to financial strain for farmers and has highlighted the need for diversification in export markets. Small businesses, which often rely on imported materials, have also struggled with increased costs and reduced profit margins.
+
+### 4. Global Reactions:
+Countries are engaging in negotiations to mitigate the effects of the tariffs, while the EU and other nations implement retaliatory measures. The situation underscores the need for timely and insightful content to help businesses and investors navigate the evolving trade landscape. The global response to the US-China tariff dispute highlights the complex and far-reaching impacts of these trade actions.
+
+The EU, for instance, has implemented its own set of retaliatory tariffs on US goods, targeting products like bourbon, motorcycles, and orange juice. Other countries, such as Canada and Mexico, have also taken steps to protect their domestic industries from the effects of the tariffs. These measures underscore the interconnected nature of global trade and the potential for wider economic disruptions.
+
+## Recommendations for Content Creation:
+
+### 1. In-Depth Market Analysis:
+Develop content that delves into the sector-specific impacts of the tariffs, highlighting how different industries are adapting to the changes. Create visualizations that illustrate the correlation between tariff implementations and market movements to provide clear insights for investors. For example, a detailed analysis of the automotive sector could include case studies of companies that have successfully navigated the tariffs by diversifying their supply chains or adopting new technologies.
+
+### 2. Investor Sentiment and Strategy:
+Produce articles and reports that analyze investor sentiment and provide strategies for navigating market volatility. Include expert opinions and case studies of companies that have successfully managed similar trade disruptions. For instance, a report could feature interviews with financial analysts who offer insights into how investors can protect their portfolios during times of market uncertainty.
+
+### 3. Economic Indicators and Forecasts:
+Publish regular updates on key economic indicators affected by the tariffs, such as GDP growth, inflation rates, and trade volumes. Offer forecasts and scenarios that explore the potential long-term implications of the trade war on global economic stability. For example, a quarterly update could provide data on how the tariffs are affecting economic growth in both the US and China, along with projections for the coming year.
+
+### 4. Global Trade Dynamics:
+Create content that examines the global reactions to the US-China tariff dispute, including the retaliatory measures taken by other countries. Analyze the broader geopolitical implications and the potential for multilateral trade agreements to mitigate the effects of the tariffs. For instance, an article could explore how the EU's retaliatory tariffs are affecting US exports and the potential for trade negotiations to resolve the dispute.
+
+## Conclusion:
+The US tariffs on China have set off a chain reaction of economic and market disruptions that require careful analysis and strategic content creation. By synthesizing complex market data into actionable insights, financial advisory firms can provide valuable guidance to businesses and investors navigating this uncertain landscape. Continuous monitoring and timely updates will be crucial in helping stakeholders make informed decisions and adapt to the evolving trade environment.
+
+---
+
+## Blog Post: Navigating the US-China Tariff Landscape: Insights and Market Reactions
+
+### Introduction:
+The recent implementation of US tariffs on China has sent shockwaves through global markets, leading to significant volatility and geopolitical tensions. As China retaliates with its own set of tariffs, the trade war between the two economic giants continues to escalate. This blog post delves into the key findings and market reactions, providing investors and businesses with actionable insights to navigate the evolving trade landscape.
+
+### Market Volatility and Sentiment:
+The announcement of a 90-day pause on tariffs for most countries, excluding China, has resulted in substantial market volatility. China's retaliatory tariffs, raising levies on US goods to 84%, have exacerbated market instability. Investor sentiment has been negatively impacted, with concerns over disrupted supply chains, increased inflation, and potential economic slowdown.
+
+Market volatility has been particularly pronounced in sectors directly affected by the tariffs. The automotive industry, for instance, has seen significant price increases due to higher costs of imported materials. Similarly, the steel and aluminum sectors have faced challenges as tariffs have driven up the prices of raw materials, making domestic production less competitive. These disruptions have led to a ripple effect across global supply chains, affecting manufacturers and consumers alike.
+
+### Economic Impact:
+The US tariffs are predicted to cause a 2.4% decline in China's economic growth, affecting exports and domestic consumer sentiment. The tit-for-tat tariff escalation threatens to reduce trade between the US and China by 80%, with broader economic consequences expected. The automotive, steel, and aluminum sectors are particularly affected, with US farmers and small businesses facing significant challenges.
+
+The economic impact is not limited to China and the US. Other countries, particularly those involved in global supply chains, are also feeling the effects. For example, countries that supply components to Chinese manufacturers are experiencing reduced demand, which in turn affects their economic growth. The interconnected nature of global trade means that the repercussions of the US-China tariff dispute are felt worldwide.
+
+### Sector-Specific Impacts:
+The tariffs have forced businesses to increase prices, making products less competitive and impacting consumer surplus. Countries are engaging in negotiations to mitigate the effects of the tariffs, while the EU and other nations implement retaliatory measures. The situation underscores the need for timely and insightful content to help businesses and investors navigate the evolving trade landscape.
+
+US farmers, who rely heavily on exports to China, have been hit hard by the retaliatory tariffs. The agricultural sector has seen a significant drop in demand for products like soybeans, pork, and other commodities. This has led to financial strain for farmers and has highlighted the need for diversification in export markets. Small businesses, which often rely on imported materials, have also struggled with increased costs and reduced profit margins.
+
+### Global Reactions:
+The global response to the US-China tariff dispute highlights the complex and far-reaching impacts of these trade actions. The situation underscores the need for timely and insightful content that helps businesses and investors navigate the evolving trade landscape and understand the long-term implications for global economic stability.
+
+The EU, for instance, has implemented its own set of retaliatory tariffs on US goods, targeting products like bourbon, motorcycles, and orange juice. Other countries, such as Canada and Mexico, have also taken steps to protect their domestic industries from the effects of the tariffs. These measures underscore the interconnected nature of global trade and the potential for wider economic disruptions.
+
+### Conclusion:
+The US tariffs on China have set off a chain reaction of economic and market disruptions that require careful analysis and strategic content creation. By synthesizing complex market data into actionable insights, financial advisory firms can provide valuable guidance to businesses and investors navigating this uncertain landscape. Continuous monitoring and timely updates will be crucial in helping stakeholders make informed decisions and adapt to the evolving trade environment.
+