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.

NEW: ChatGPT Plus/Pro Subscription Support

No API key? No problem. PRISM-INSIGHT now supports running analysis directly through your ChatGPT Plus ($20/mo) or Pro ($200/mo) subscription via the Codex OAuth Proxy.

# One-time login
python -m cores.chatgpt_proxy.oauth_login

# Run with your ChatGPT subscription
PRISM_OPENAI_AUTH_MODE=chatgpt_oauth python stock_analysis_orchestrator.py --mode morning

Zero API bills. Same powerful analysis. Your existing subscription does the work.

Mobile App

Get AI stock analysis on the go

Smart Filtering — Receive only the Telegram alerts you care about
PDF Reports — Mobile-optimized AI analysis reports
Launch Promo (until Apr 23, 2026) — Install now and get 20 free credits (normally 10)

Watch PRISM-INSIGHT in Action

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:

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

Optional: Add ADANOS_API_KEY to enrich US stock news analysis with structured social sentiment context

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) or ChatGPT Plus/Pro subscription

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
Macro Intelligence — Market regime detection, sector rotation analysis, risk event monitoring

AI Models

Analysis & Trading: OpenAI GPT-5 / GPT-5.4-mini (via API or ChatGPT Plus subscription)
Report Generation: Anthropic Claude Sonnet 4.6
Translation: OpenAI GPT-5 (EN, JA, ZH, ES support)

AI Agent System

13+ specialized agents collaborate in teams:

Team	Agents	Purpose
Macro	1 agent	Market regime, sector rotation, risk events
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
Macro Intelligence	Market regime detection and sector rotation for smarter stock selection
Mobile App	iOS & Android app with smart filtering and PDF reports

View Dashboard Screenshots
Portfolio Overview

Trading Performance

KR Market — Season 2

Metric	Value
Period	2025.09.30 ~ 2026.03.24
Total Trades	86
Win Rate	45.35%
Avg Return per Trade	+2.84%
Cumulative Return	+244.63%
Current Holdings	5 stocks

US Market (Beta)

Metric	Value
Period	2026.01.28 ~ 2026.03.21
Total Trades	13
Current Holdings	6 stocks

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
docs/chatgpt-oauth/setup.md	ChatGPT OAuth proxy setup

Frontend Examples

Dashboard

Real-time portfolio tracking and performance dashboard.

Live Demo

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

Features: Portfolio overview, trading history, performance metrics, market selector (KR/US), return comparison vs KOSPI/KOSDAQ

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: [email protected]
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.

Project Growth

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

Contact: GitHub Issues | Telegram | Discussions