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.

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 (browser will open for ChatGPT auth)
python -m cores.chatgpt_proxy.oauth_login

# Re-authenticate (switch account, or refresh expired tokens)
python -m cores.chatgpt_proxy.oauth_login --force

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

Tokens auto-refresh in the background, so you only need to log in again if you change ChatGPT accounts or your password.

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. Build and start the local quickstart image
docker compose -f docker-compose.quickstart.yml up --build -d

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

The first run builds the image locally, so it may take several minutes.

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

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

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: 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.

Project Growth

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 1,309 Commits
.github		.github
.idea		.idea
assets		assets
cores		cores
docker		docker
docs		docs
events		events
examples		examples
messaging		messaging
prism-btc		prism-btc
prism-us		prism-us
sqlite		sqlite
tasks		tasks
tests		tests
tools		tools
tracking		tracking
trading		trading
utils		utils
.dockerignore		.dockerignore
.env.example		.env.example
.gitignore		.gitignore
AGENTS.md		AGENTS.md
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
archive_api.py		archive_api.py
archive_query.py		archive_query.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
firecrawl_client.py		firecrawl_client.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_current_prices.py		update_current_prices.py
update_stock_data.py		update_stock_data.py
weekly_firecrawl_intelligence.py		weekly_firecrawl_intelligence.py
weekly_insight_report.py		weekly_insight_report.py

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PRISM-INSIGHT

Platinum Sponsor

NEW: ChatGPT Plus/Pro Subscription Support

Mobile App

Watch PRISM-INSIGHT in Action

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

KR Market — Season 2

US Market (Beta)

US Stock Market Module

Documentation

Frontend Examples

Dashboard

MCP Servers

Korean Market

US Market

Contributing

License

For Individual & Open-Source Use

For Commercial SaaS Use

Disclaimer

Sponsorship

Support the Project

Project Growth

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