PRISM-INSIGHT

PRISM-INSIGHT

AI-Powered Stock Market Analysis & Trading System

13+ specialized AI agents collaborate to detect surge stocks, generate analyst-grade reports, and execute trades automatically.

English | 한국어 | 日本語 | 中文 | Español

🏆 Platinum Sponsor

AI3 | WrksAI

AI3, creator of WrksAI - the AI assistant for professionals,
proudly sponsors PRISM-INSIGHT - the AI assistant for investors.

⚡ Try It Now (No Installation Required)

1. Live Dashboard

See AI trading performance in real-time: 👉 analysis.stocksimulation.kr

2. Telegram Channels

Get daily surge stock alerts and AI analysis reports:

🇺🇸 English Channel
🇰🇷 Korean Channel
🇯🇵 Japanese Channel
🇨🇳 Chinese Channel
🇪🇸 Spanish Channel

3. Sample Report

Watch an AI-generated Apple Inc. analysis report:

⚡ Try in 60 Seconds (US Stocks)

The fastest way to try PRISM-INSIGHT. Only requires an OpenAI API key.

# Clone and run the quickstart script
git clone https://github.com/dragon1086/prism-insight.git
cd prism-insight
./quickstart.sh YOUR_OPENAI_API_KEY

This generates an AI analysis report for Apple (AAPL). Try other stocks:

python3 demo.py MSFT              # Microsoft
python3 demo.py NVDA              # NVIDIA
python3 demo.py TSLA --language ko  # Tesla (Korean report)

💡 Get your OpenAI API key from OpenAI Platform

📰 Optional: Add a Perplexity API key to mcp_agent.config.yaml for news analysis

Your AI-generated PDF reports will be saved in prism-us/pdf_reports/.

🐳 Or use Docker (no Python setup needed)

# 1. Set your OpenAI API key
export OPENAI_API_KEY=sk-your-key-here

# 2. Start container
docker-compose -f docker-compose.quickstart.yml up -d

# 3. Run analysis
docker exec -it prism-quickstart python3 demo.py NVDA

Reports will be saved to ./quickstart-output/.

🚀 Full Installation

Prerequisites

Python 3.10+ or Docker
OpenAI API Key (get one here)

Option A: Python Installation

# 1. Clone & Install
git clone https://github.com/dragon1086/prism-insight.git
cd prism-insight
pip install -r requirements.txt

# 2. Install Playwright for PDF generation
python3 -m playwright install chromium

# 3. Install perplexity-ask MCP server
cd perplexity-ask && npm install && npm run build && cd ..

# 4. Setup config
cp mcp_agent.config.yaml.example mcp_agent.config.yaml
cp mcp_agent.secrets.yaml.example mcp_agent.secrets.yaml
# Edit mcp_agent.secrets.yaml with your OpenAI API key
# Edit mcp_agent.config.yaml with KRX credentials (Kakao account)

# 5. Run analysis (no Telegram required!)
python stock_analysis_orchestrator.py --mode morning --no-telegram

Option B: Docker (Recommended for Production)

# 1. Clone & Configure
git clone https://github.com/dragon1086/prism-insight.git
cd prism-insight
cp mcp_agent.config.yaml.example mcp_agent.config.yaml
cp mcp_agent.secrets.yaml.example mcp_agent.secrets.yaml
# Edit config files with your API keys

# 2. Build & Run
docker-compose up -d

# 3. Run analysis manually (optional)
docker exec prism-insight-container python3 stock_analysis_orchestrator.py --mode morning --no-telegram

📖 Full Setup Guide: docs/SETUP.md

📖 What is PRISM-INSIGHT?

PRISM-INSIGHT is a completely open-source, free AI-powered stock analysis system for Korean (KOSPI/KOSDAQ) and US (NYSE/NASDAQ) markets.

Core Capabilities

Surge Stock Detection - Automatic detection of stocks with unusual volume/price movements
AI Analysis Reports - Professional analyst-grade reports generated by 13 specialized AI agents
Trading Simulation - AI-driven buy/sell decisions with portfolio management
Automated Trading - Real execution via Korea Investment & Securities API
Telegram Integration - Real-time alerts and multi-language broadcasting

AI Models

Analysis & Trading: OpenAI GPT-5
Telegram Bot: Anthropic Claude Sonnet 4.5
Translation: OpenAI GPT-5 (EN, JA, ZH support)

🤖 AI Agent System

13+ specialized agents collaborate in teams:

Team	Agents	Purpose
Analysis	6 agents	Technical, Financial, Industry, News, Market analysis
Strategy	1 agent	Investment strategy synthesis
Communication	3 agents	Summary, Quality evaluation, Translation
Trading	3 agents	Buy/Sell decisions, Journal
Consultation	2 agents	User interaction via Telegram

📊 View Agent Workflow Diagram

📖 Detailed Agent Documentation: docs/CLAUDE_AGENTS.md

✨ Key Features

Feature	Description
🤖 AI Analysis	Expert-level stock analysis through GPT-5 multi-agent system
📊 Surge Detection	Automatic watchlist via morning/afternoon market trend analysis
📱 Telegram	Real-time analysis distribution to channels
📈 Trading Sim	AI-driven investment strategy simulation
💱 Auto Trading	Execution via Korea Investment & Securities API
🎨 Dashboard	Transparent portfolio, trades, and performance tracking
🧠 Self-Improving	Trading journal feedback loop — past trigger win rates automatically inform future buy decisions (details)
🇺🇸 US Markets	Full support for NYSE/NASDAQ analysis

🖼️ View Screenshots

📈 Trading Performance

Season 2 (In Progress)

Metric	Value
Start Date	2025.09.29
Total Trades	50
Win Rate	42.00%
Cumulative Return	127.34%
Real Account Return	+8.50%

👉 Live Dashboard

🇺🇸 US Stock Market Module

Same AI-powered workflow for US markets:

# Run US analysis
python prism-us/us_stock_analysis_orchestrator.py --mode morning --no-telegram

# With English reports
python prism-us/us_stock_analysis_orchestrator.py --mode morning --language en

Data Sources: yahoo-finance-mcp, sec-edgar-mcp (SEC filings, insider trading)

📚 Documentation

Document	Description
docs/SETUP.md	Complete installation guide
docs/CLAUDE_AGENTS.md	AI agent system details
docs/TRIGGER_BATCH_ALGORITHMS.md	Surge detection algorithms
docs/TRADING_JOURNAL.md	Trading memory system

🎨 Frontend Examples

Landing Page

A modern, responsive landing page built with Next.js and Tailwind CSS.

👉 Live Demo

cd examples/landing
npm install
npm run dev
# Visit http://localhost:3000

Features: Matrix rain animation, typewriter effects, GitHub star counter, responsive design

Dashboard

Real-time portfolio tracking and performance dashboard.

cd examples/dashboard
npm install
npm run dev
# Visit http://localhost:3000

Features: Portfolio overview, trading history, performance metrics, market selector (KR/US)

📖 Dashboard Setup Guide: examples/dashboard/DASHBOARD_README.md

💡 MCP Servers

Korean Market

kospi_kosdaq - KRX stock data
firecrawl - Web crawling
perplexity - Web search
sqlite - Trading simulation DB

US Market

yahoo-finance-mcp - OHLCV, financials
sec-edgar-mcp - SEC filings, insider trading

🤝 Contributing

Fork the project
Create a feature branch (git checkout -b feature/amazing-feature)
Commit your changes (git commit -m 'Add amazing feature')
Push to the branch (git push origin feature/amazing-feature)
Create a Pull Request

📄 License

Dual Licensed:

For Individual & Open-Source Use

Free under AGPL-3.0 for personal use, non-commercial projects, and open-source development.

For Commercial SaaS Use

Separate commercial license required for SaaS companies.

📧 Contact: dragon1086@naver.com 📄 Details: LICENSE-COMMERCIAL.md

⚠️ Disclaimer

Analysis information is for reference only, not investment advice. All investment decisions and resulting profits/losses are the investor's responsibility.

💝 Sponsorship

Support the Project

Monthly operating costs (~$310/month):

OpenAI API: ~$235/month
Anthropic API: ~$11/month
Firecrawl + Perplexity: ~$35/month
Server infrastructure: ~$30/month

Currently serving 450+ users for free.

Individual Sponsors

@jk5745 💙

⭐ Project Growth

Achieved 250+ Stars in 10 weeks since launch!

⭐ If this project helped you, please give us a Star!

📞 Contact: GitHub Issues | Telegram | Discussions

Name		Name	Last commit message	Last commit date
Latest commit History 919 Commits
.github		.github
.idea		.idea
assets		assets
cores		cores
docker		docker
docs		docs
events		events
examples		examples
messaging		messaging
prism-us		prism-us
sqlite		sqlite
tests		tests
tracking		tracking
trading		trading
utils		utils
.dockerignore		.dockerignore
.env.example		.env.example
.gitignore		.gitignore
CLAUDE.md		CLAUDE.md
COMMERCIAL-LICENSE-ko.md		COMMERCIAL-LICENSE-ko.md
COMMERCIAL-LICENSE.md		COMMERCIAL-LICENSE.md
CONTRIBUTING.md		CONTRIBUTING.md
CONTRIBUTING_ko.md		CONTRIBUTING_ko.md
Dockerfile		Dockerfile
LICENSE		LICENSE
LICENSING-GUIDE-ko.md		LICENSING-GUIDE-ko.md
README.md		README.md
README_DOCKER.md		README_DOCKER.md
README_DOCKER_ko.md		README_DOCKER_ko.md
README_es.md		README_es.md
README_ja.md		README_ja.md
README_ko.md		README_ko.md
README_zh.md		README_zh.md
analysis_manager.py		analysis_manager.py
check_market_day.py		check_market_day.py
compress_trading_memory.py		compress_trading_memory.py
demo.py		demo.py
docker-compose.quickstart.yml		docker-compose.quickstart.yml
docker-compose.yml		docker-compose.yml
dockerignore		dockerignore
firebase_bridge.py		firebase_bridge.py
kospi-kosdaq-stock-analyzer.iml		kospi-kosdaq-stock-analyzer.iml
mcp_agent.config.yaml.example		mcp_agent.config.yaml.example
mcp_agent.secrets.yaml.example		mcp_agent.secrets.yaml.example
pdf_converter.py		pdf_converter.py
performance_analysis_report.py		performance_analysis_report.py
performance_tracker_batch.py		performance_tracker_batch.py
quickstart.sh		quickstart.sh
report_generator.py		report_generator.py
requirements.txt		requirements.txt
retry_journal_entry.py		retry_journal_entry.py
run_stock_analysis.sh		run_stock_analysis.sh
run_telegram_pipeline.py		run_telegram_pipeline.py
stock_analysis_orchestrator.py		stock_analysis_orchestrator.py
stock_map.json		stock_map.json
stock_tracking_agent.py		stock_tracking_agent.py
stock_tracking_enhanced_agent.py		stock_tracking_enhanced_agent.py
telegram_ai_bot.py		telegram_ai_bot.py
telegram_bot_agent.py		telegram_bot_agent.py
telegram_config.py		telegram_config.py
telegram_summary_agent.py		telegram_summary_agent.py
test_debug_redis.py		test_debug_redis.py
trigger_batch.py		trigger_batch.py
update_stock_data.py		update_stock_data.py
weekly_insight_report.py		weekly_insight_report.py

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PRISM-INSIGHT

🏆 Platinum Sponsor

⚡ Try It Now (No Installation Required)

1. Live Dashboard

2. Telegram Channels

3. Sample Report

⚡ Try in 60 Seconds (US Stocks)

🚀 Full Installation

Prerequisites

Option A: Python Installation

Option B: Docker (Recommended for Production)

📖 What is PRISM-INSIGHT?

Core Capabilities

AI Models

🤖 AI Agent System

✨ Key Features

📈 Trading Performance

Season 2 (In Progress)

🇺🇸 US Stock Market Module

📚 Documentation

🎨 Frontend Examples

Landing Page

Dashboard

💡 MCP Servers

Korean Market

US Market

🤝 Contributing

📄 License

For Individual & Open-Source Use

For Commercial SaaS Use

⚠️ Disclaimer

💝 Sponsorship

Support the Project

Individual Sponsors

⭐ Project Growth

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