{"id":14959592,"url":"https://github.com/vishwasg217/fin-sight","last_synced_at":"2025-04-07T13:06:43.160Z","repository":{"id":193459968,"uuid":"688004523","full_name":"vishwasg217/fin-sight","owner":"vishwasg217","description":"FinSight - Financial Insights at Your Fingertip: FinSight is a cutting-edge AI assistant tailored for portfolio managers, investors, and finance enthusiasts. 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By leveraging `GPT-4` and financial data, Finsight provides deep insights and actionable summaries about a company, aiding in more informed investment decisions.\n\n![demo](docs/demo.gif)\n\nIf you'd like to learn more about the technical details of FinSight, check out the LlamaIndex blogpost below where I do a deep dive into the project:\n           \n[How I built the Streamlit LLM Hackathon winning app — FinSight using LlamaIndex.](https://blog.llamaindex.ai/how-i-built-the-streamlit-llm-hackathon-winning-app-finsight-using-llamaindex-9dcf6c46d7a0)\n\n## Features\n📊 **Finance Metrics Overview**:\n- Dive deep into core financial metrics extracted from the income statement, balance sheet, and cash flow.\n- Stay updated with the top news sentiment surrounding the company for the current year, ensuring you're always in the loop.\n- These are the different sections:\n  - **Company Overview**: Get a quick overview of the company.\n  - **Income Statement**: Understand the company's revenue and expenses.\n  - **Balance Sheet**: Get a grasp on the company's assets, liabilities, and shareholders' equity.\n  - **Cash Flow**: Understand the company's cash flow from operating, investing, and financing activities.\n  - **News Sentiment**: Stay updated with the top news sentiment surrounding the company for the current year.\n\n📄 **Annual Report Analyzer**:\n- Simply upload a company's annual report.\n- FinSight will then provide comprehensive insights into:\n  - **Fiscal Year Highlights**: Major achievements, milestones, and financial highlights.\n  - **Strategy Outlook and Future Direction**: Understand the company's strategic plans and anticipated future trajectory.\n  - **Risk Management**: Insight into the company's risk assessment, potential challenges, and mitigation strategies.\n  - **Innovation and R\u0026D**: Get a grasp on the company's commitment to innovation and its R\u0026D endeavors.\n\n## Tech Stack \n-- **Streamlit**: Powers the front end, providing a seamless user interface. \n-- **LangChain**: The foundation for integrating the LLM into the web app.\n-- **Llama Index**: Simple, flexible data framework for connecting custom data sources to large language models.\n-- **Alpha Vantage**: The go-to API service for fetching the most recent financial data about companies.\n\n## How to Use\n### Website Access: \nHead over to [Finsight](https://finsight-report.streamlit.app/)\n\n### **Local Setup**:\n\n\n1. **Clone the Repository**:\n```bash\ngit clone https://github.com/vishwasg217/finsight.git\ncd finsight\n```\n\n2. **Set Up a Virtual Environment** (Optional but Recommended):\n```bash\n# For macOS and Linux:\npython3 -m venv venv\n\n# For Windows:\npython -m venv venv\n```\n\n3. **Activate the Virtual Environment**:\n```bash\n# For macOS and Linux:\nsource venv/bin/activate\n\n# For Windows:\n.\\venv\\Scripts\\activate\n```\n\n4. **Install Required Dependencies**:\n```bash\npip install -r requirements.txt\n```\n\n5. **Set up the Environment Variables**:\n```bash\n# create directory\nmkdir .streamlit\n\n# create toml file\ntouch .streamlit/secrets.toml\n```\n\nYou can get your API keys here: [AlphaVantage](https://www.alphavantage.co/support/#api-key), [OpenAI](https://openai.com/blog/openai-api)\n\n```bash\n# add the following API keys\nav_api_key = \"ALPHA_VANTAGE API KEY\"\n\nopenai_api_key = \"OPEN AI API KEY\"\n\n\n```\n\n6. **Run Finsight**:\n```bash\nstreamlit run 🏡_Home.py\n```\n\nAfter running the command, Streamlit will provide a local URL (usually `http://localhost:8501/`) which you can open in your web browser to access Finsight.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvishwasg217%2Ffin-sight","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fvishwasg217%2Ffin-sight","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fvishwasg217%2Ffin-sight/lists"}