{"id":50585636,"url":"https://github.com/shortthirdman/financial-insights-agent","last_synced_at":"2026-06-05T06:02:18.147Z","repository":{"id":352911066,"uuid":"1217123034","full_name":"shortthirdman/Financial-Insights-Agent","owner":"shortthirdman","description":"Hybrid Web-Enhanced Chat for Real-Time Financial Insights","archived":false,"fork":false,"pushed_at":"2026-04-21T17:29:32.000Z","size":113,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-04-21T18:31:59.843Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://financial-insights-agent.streamlit.app/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/shortthirdman.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-04-21T15:09:27.000Z","updated_at":"2026-04-21T17:39:31.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/shortthirdman/Financial-Insights-Agent","commit_stats":null,"previous_names":["shortthirdman/financial-insights-agent"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/shortthirdman/Financial-Insights-Agent","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shortthirdman%2FFinancial-Insights-Agent","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shortthirdman%2FFinancial-Insights-Agent/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shortthirdman%2FFinancial-Insights-Agent/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shortthirdman%2FFinancial-Insights-Agent/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/shortthirdman","download_url":"https://codeload.github.com/shortthirdman/Financial-Insights-Agent/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shortthirdman%2FFinancial-Insights-Agent/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33932040,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-05T02:00:06.157Z","response_time":120,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-06-05T06:02:17.193Z","updated_at":"2026-06-05T06:02:18.138Z","avatar_url":"https://github.com/shortthirdman.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 📊 Financial Insight Agent\n\nAn AI-powered stock analysis application that combines real-time market data with LLM-driven insights to deliver trend analysis, risk evaluation, and actionable investment guidance.\n\n---\n\n## 🚀 Overview\n\n**Financial Insight Agent** enables users to input a stock ticker and ask natural language questions like:\n\n- *\"Is this a good time to invest?\"*\n- *\"What is the current trend?\"*\n- *\"What are the risks associated with this stock?\"*\n\nThe application fetches live market data, computes key technical indicators, and uses a large language model to generate **human-like financial insights**.\n\n---\n\n## 🎯 Key Features\n\n- 📈 **Real-time Market Data**  \n  Fetches OHLCV data using `yfinance`\n\n- 🧮 **Technical Indicators**  \n  - Simple Moving Averages (SMA 20, SMA 50)  \n  - RSI (Relative Strength Index)\n\n- 🤖 **AI-Powered Insights**  \n  Uses Groq-hosted LLMs (LLaMA 3) to generate:\n  - Trend analysis  \n  - Risk assessment  \n  - Buy/Hold/Sell suggestions  \n\n- 💬 **Natural Language Queries**  \n  Ask questions in plain English\n\n- 📊 **Interactive Visualizations**  \n  Stock price + indicators using Plotly\n\n---\n\n## ✨ What This Adds\n\n- 💬 Conversational Q\u0026A on top of stock insights\n- 🧠 Context-aware answers (uses computed indicators)\n- 🔁 Chat memory within session\n- ⚡ Real-time exploration (feels like an agent)\n\n---\n\n## 🏗️ Tech Stack\n\n- Frontend/UI: Streamlit\n- Backend Logic: Python\n- LLM Provider: Groq (LLaMA 3)\n- Data Source: yfinance\n- Visualization: Plotly\n- Orchestration: LangChain (optional extensions)\n\n---\n\n## 🧠 How It Works\n\n```text\nUser Input (Ticker + Query)\n        ↓\nFetch Data (yfinance)\n        ↓\nCompute Indicators\n        ↓\nBuild Prompt\n        ↓\nLLM (Groq - LLaMA 3)\n        ↓\nAI Insight + Visualization\n```\n\n---\n\n⚙️ Installation\n1. Clone the Repository\n\n```shell\ngit clone https://github.com/your-username/financial-insight-agent.git\ncd financial-insight-agent\n```\n\n2. Install Dependencies\n\n```shell\npip install -r requirements.txt\n```\n\n---\n\n## 🧪 Example Usage\n\nEnter stock ticker (e.g., AAPL, TSLA)\n\nAsk a question:\n\n\u003e \"Should I invest in this stock right now?\"\n\nView:\n- 📈 Price chart + indicators\n- 🧠 AI-generated insights\n\n---\n\n## 📌 Why This Project Matters\nBridges quantitative finance + AI reasoning\nDemonstrates real-world GenAI application (not just chatbots)\nShowcases RAG-style thinking without heavy infra\nHighlights LLM + structured data synergy\n\n---\n\n## ⚠️ Disclaimer\n\nThis application is for educational and informational purposes only.\nIt does not constitute financial advice. Always do your own research before making investment decisions.\n\n---\n\n## 🤝 Contributing\n\nContributions are welcome!\n\nFork the repo\nCreate a new branch\nSubmit a pull request\n\n---\n\n## 📄 License\n\nMIT License\n\n---\n\n## 👨‍💻 Author\n\nBuilt for hackathons, learning, and real-world AI experimentation.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshortthirdman%2Ffinancial-insights-agent","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fshortthirdman%2Ffinancial-insights-agent","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshortthirdman%2Ffinancial-insights-agent/lists"}