Content
<div style="display: flex; justify-content: center; align-items: center; flex-direction: column;">
<img src="docs/images/prism-insight-logo.jpeg" alt="PRISM-INSIGHT Logo" width="300" style="margin-bottom: 20px;">
<div style="text-align: center;">
<img src="https://img.shields.io/badge/License-AGPL%20v3-blue.svg" alt="License">
<img src="https://img.shields.io/badge/python-3.10+-blue.svg" alt="Python">
<img src="https://img.shields.io/badge/OpenAI-GPT--4.1-green.svg" alt="OpenAI">
<img src="https://img.shields.io/badge/OpenAI-GPT--5-green.svg" alt="OpenAI">
<img src="https://img.shields.io/badge/Anthropic-Claude--Sonnet--4.5-green.svg" alt="Anthropic">
</div>
</div>
# 🔍 PRISM-INSIGHT
[](https://github.com/sponsors/dragon1086)
[](https://github.com/dragon1086/prism-insight/stargazers)
> 📖 [한국어 문서](README_ko.md)
---
### 📊 AI-Powered Korean Stock Market Analysis & Trading System
* **[Official Telegram Channel](https://t.me/prism_insight_global_en)**
Features include surge-stock detection, stock analysis report downloads, trading simulations, and automated trading reports.
* **➡️ Global (English) Channel:**
[https://t.me/prism_insight_global_en](https://t.me/prism_insight_global_en)
* **➡️ Korean Channel:**
[https://t.me/stock_ai_agent](https://t.me/stock_ai_agent)
* **[Official Dashboard](https://analysis.stocksimulation.kr/)**:
Real-time performance dashboard for PRISM-INSIGHT live trading & simulations
(Includes AI portfolio analysis, trading history, and watchlists)
* **Community**:
Via **[GitHub Discussions](https://github.com/dragon1086/prism-insight/discussions)** or the Telegram discussion group (@prism_insight_discuss)
---
## 📖 Project Overview
PRISM-INSIGHT is a **completely open-source free project** specializing in **Korean stock market (KOSPI/KOSDAQ) analysis** through **comprehensive AI analysis agents**. It automatically detects surging Korean stocks daily through a Telegram channel, generates expert-level analyst reports, and performs trading simulations and automated trading.
**✨ All features are provided 100% free!**
## 📈 Trading Simulator and Real Account Performance as of '25.11.17
### ⭐ Season 1 (Ended '25.09.28. No real account trading)
**Simulator Performance**
- Start Date: 2025.03.15
- Total Trades: 51
- Profitable Trades: 23
- Loss Trades: 28
- Win Rate: 45.1%
- **Cumulative Return: 408.60%**
- **[Trading Performance Summary Dashboard](https://claude.ai/public/artifacts/d546cc2e-9d2c-4787-8415-86930494e198)**
### ⭐⭐ Season 2 (In Progress)
**Simulator Performance**
- Start Date: 2025.09.29
- Total Trades: 16
- Profitable Trades: 10
- Loss Trades: 6
- Win Rate: 62.50%
- **Total Cumulative Return from Sold Stocks: 110.99%**
- **Realized Portfolio Return: 11.10%** (managed across 10 slots, 110.99% ÷ 10)
- Market Benchmark (from Season 2 start): KOSPI +16.91%, KOSDAQ +6.05%
- **[Trading Performance Summary Dashboard](https://analysis.stocksimulation.kr/)**
**Real Account Performance**
- Start Date: 2025.09.29
- Initial Capital: ₩9,969,801
- Current Total Assets (Valuation + Cash): ₩10,901,561
- **Return: +9.35%**
## 🤖 AI Agent System Architecture (Core Feature)
PRISM-INSIGHT is a **multi-agent system where 13 specialized AI agents collaborate**. Each agent specializes in a specific analysis domain and works organically together to deliver expert-level comprehensive analysis and trading.
### 📊 Analysis Team (6 Agents) - GPT-4.1 Based
#### 1. Technical Analyst
<img src="docs/images/aiagent/technical_analyst.jpeg" alt="Technical Analyst" width="300"/>
- **Role**: Stock price and trading volume technical analysis expert
- **Analysis Items**:
- Price trends, moving averages, support/resistance levels
- Chart patterns and technical indicators (RSI, MACD, Bollinger Bands)
- Technical perspective
#### 2. Trading Flow Analyst
<img src="docs/images/aiagent/tranding_flow_analyst.jpeg" alt="Trading Flow Analyst" width="300"/>
- **Role**: Investor trading trend analysis expert
- **Analysis Items**:
- Trading patterns of institutional/foreign/individual investors
- Investor group trends through volume analysis
#### 3. Financial Analyst
<img src="docs/images/aiagent/financial_analyst.jpeg" alt="Financial Analyst" width="300"/>
- **Role**: Corporate finance and valuation analysis expert
- **Analysis Items**:
- Financial statement analysis (revenue, operating profit, net income)
- Valuation assessment (PER, PBR, ROE, etc.)
- Target price and securities firm consensus
#### 4. Industry Analyst
<img src="docs/images/aiagent/industry_analyst.jpeg" alt="Industry Analyst" width="300"/>
- **Role**: Corporate business structure and competitiveness analysis expert
- **Analysis Items**:
- Business portfolio and market share
- Strengths/weaknesses compared to competitors
- R&D investment and growth drivers
#### 5. Information Analyst
<img src="docs/images/aiagent/information_analyst.jpeg" alt="Information Analyst" width="300"/>
- **Role**: News and issue trend analysis expert
- **Analysis Items**:
- Identifying causes of same-day stock price fluctuations
- Latest news and disclosure analysis
- Industry trends and political/economic issues
#### 6. Market Analyst
<img src="docs/images/aiagent/market_analyst.jpeg" alt="Market Analyst" width="300"/>
- **Role**: Overall market and macroeconomic analysis expert
- **Analysis Items**:
- KOSPI/KOSDAQ index analysis
- Macroeconomic indicators (interest rates, exchange rates, prices)
- Correlation between global economy and Korean market
---
### 💡 Strategy Team (1 Agent) - GPT-4.1 Based
#### 7. Investment Strategist
<img src="docs/images/aiagent/investment_strategist.jpeg" alt="Investment Strategist" width="300"/>
- **Role**: Integrates all analysis results to establish final investment strategy
- **Provides**:
- Customized strategies for short/medium/long-term investors
- Risk level and trading timing suggestions
- Comprehensive opinion from portfolio perspective
---
### 💬 Communication Team (3 Agents) - GPT-4.1 / GPT-5-nano
#### 8-1. Summary Specialist
<img src="docs/images/aiagent/summary_specialist.jpeg" alt="Summary Specialist" width="300"/>
- **Role**: Converts detailed reports into core summaries for investors
- **Features**:
- Generates concise Telegram messages within 400 characters
- Extracts key information and investment points
- Telegram-optimized formatting
#### 8-2. Quality Inspector
<img src="docs/images/aiagent/quality_inspector.jpeg" alt="Quality Inspector" width="300"/>
- **Role**: Evaluates quality of generated messages and suggests improvements
- **Features**:
- Verifies accuracy, clarity, and format compliance
- Detects hallucinations and identifies errors
- Collaborates with Summary Specialist for iterative improvement to EXCELLENT rating
#### 8-3. Translation Specialist
<img src="docs/images/aiagent/translator_specialist.png" alt="Translation Specialist" width="300"/>
- **Role**: Translates analysis reports and messages to multiple languages
- **Features**:
- Supports multi-language broadcasting (English, Japanese, Chinese, etc.)
- Preserves technical terminology and market context
- Enables parallel transmission to language-specific Telegram channels
---
### 📈 Trading Simulation Team (2 Agents) - GPT-5 Based
#### 9-1. Buy Specialist
<img src="docs/images/aiagent/buy_specialist.jpeg" alt="Buy Specialist" width="300"/>
- **Role**: Buy decision-making and entry management based on AI reports
- **Features**:
- Evaluates buy score based on valuation and momentum (1-10 points)
- Manages portfolio with maximum 10 slots
- Industry diversification and risk management
- Dynamic target/stop-loss setting
- Detailed trading scenario creation
#### 9-2. Sell Specialist
<img src="docs/images/aiagent/sell_specialist.jpeg" alt="Sell Specialist" width="300"/>
- **Role**: Monitors holdings based on trading scenarios and determines sell timing
- **Features**:
- Real-time monitoring of stop-loss/profit-taking scenarios
- Technical trend and market environment analysis
- Portfolio optimization adjustment suggestions
- Prudent decisions considering 100% exit characteristics
---
### 💬 User Consultation Team (2 Agents) - Claude Sonnet 4.5 Based
#### 10-1. Portfolio Consultant
<img src="docs/images/aiagent/portfolio_consultant.jpeg" alt="Portfolio Consultant" width="300"/>
- **Role**: User portfolio evaluation and customized investment advice
- **Features**:
- Analysis based on user's average purchase price and holding period
- Comprehensive evaluation using latest market data and news
- Adaptive responses to user request styles (friendly/expert/direct, etc.)
- Customized advice for profit/loss positions
#### 10-2. Dialogue Manager
<img src="docs/images/aiagent/dialogue_manager.jpeg" alt="Dialogue Manager" width="300"/>
- **Role**: Maintains conversation context and handles follow-up questions
- **Features**:
- Remembers and references previous conversation context
- Consistent answers to additional questions
- Additional data lookup when necessary
- Maintains natural conversation flow
---
## 🔄 Agent Collaboration Workflow
<img src="docs/images/aiagent/agent_workflow2.png" alt="Agent Workflow" width="700">
## 🎯 Key Features
- **🤖 AI Comprehensive Analysis (Core)**: Expert-level stock analysis through GPT-4.1 based multi-agent system
[](https://youtu.be/4WNtaaZug74)
- **📊 Automatic Surge Stock Detection**: Watchlist selection through hourly (morning/afternoon) market trend analysis
<img src="docs/images/trigger-en.png" alt="Surge Stock Detection" width="500">
- **📱 Automatic Telegram Transmission**: Real-time transmission of analysis results to Telegram channel
<img src="docs/images/summary-en.png" alt="Summary Transmission" width="500">
- **📈 Trading Simulation**: Investment strategy simulation using GPT-5 based generated reports
<img src="docs/images/simulation1-en.png" alt="Simulation 1" width="500">
<img src="docs/images/simulation2-en.png" alt="Simulation 2" width="500">
<img src="docs/images/season1_dashboard.png" alt="Simulation Performance" width="500">
- **💱 Automated Trading**: Automatic trading according to trading simulation results through Korea Investment & Securities API
- **🎨 Realtime Dashboard**: We transparently disclose all information on the AI-traded portfolio, its performance relative to the market, the AI's trading rationale, full trading history, watchlist, and system maintenance costs.
<img src="docs/images/dashboard1-en.png" alt="Dashboard 1" width="500">
<img src="docs/images/dashboard2-en.png" alt="Dashboard 2" width="500">
<img src="docs/images/dashboard3-en.png" alt="Dashboard 3" width="500">
<img src="docs/images/dashboard4-en.png" alt="Dashboard 4" width="500">
<img src="docs/images/dashboard5-en.png" alt="Dashboard 5" width="500">
<img src="docs/images/dashboard6-en.png" alt="Dashboard 6" width="500">
<img src="docs/images/dashboard7-en.png" alt="Dashboard 7" width="500">
- **🎬 YouTube Event Fund Crawler** (NEW): Contrarian investment strategy based on '전인구경제연구소' YouTube channel analysis
- Automatic monitoring of new videos via RSS feed
- Audio extraction and transcription using OpenAI Whisper API
- AI-powered content analysis for market sentiment detection
- Contrarian investment recommendations (inverse/leveraged ETF suggestions)
- 📖 See [YOUTUBE_EVENT_FUND_CRAWLER.md](events/YOUTUBE_EVENT_FUND_CRAWLER.md) for details
## 🧠 AI Model Usage
- **Core Analysis**: OpenAI GPT-4.1 (Comprehensive stock analysis agent)
- **Trading Simulation**: OpenAI GPT-5 (Investment strategy simulation)
- **Telegram Conversation**: Anthropic Claude Sonnet 4.5 (Bot interaction)
- **Translation**: OpenAI GPT-5-NANO (Multilingual broadcasting on a Telegram channel)
## 💡 MCP Servers Used
- **[kospi_kosdaq](https://github.com/dragon1086/kospi-kosdaq-stock-server)**: MCP server for KRX (Korea Exchange) stock data in report generation
- **[firecrawl](https://github.com/mendableai/firecrawl-mcp-server)**: Web crawling specialized MCP server for report generation
- **[perplexity](https://github.com/perplexityai/modelcontextprotocol/tree/main)**: Web search specialized MCP server for report generation
- **[sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/HEAD/src/sqlite)**: MCP server specialized in internal DB storage for trading simulation records
- **[time](https://github.com/modelcontextprotocol/servers/tree/main/src/time)**: MCP server for current time retrieval
## 🚀 Getting Started
### Prerequisites
- Python 3.10+
- OpenAI API Key (GPT-4.1, GPT-5)
- Anthropic API Key (Claude-Sonnet-4.5)
- Telegram Bot Token and Channel ID
- Playwright (for PDF conversion)
- Korea Investment & Securities API app key and secret key
### Installation
1. **Clone Repository**
```bash
git clone https://github.com/dragon1086/prism-insight.git
cd prism-insight
```
2. **Install Dependencies**
```bash
pip install -r requirements.txt
```
3. **Prepare Configuration Files**
Copy the example files to create actual configuration files:
```bash
cp .env.example .env
cp ./examples/streamlit/config.py.example ./examples/streamlit/config.py
cp mcp_agent.config.yaml.example mcp_agent.config.yaml
cp mcp_agent.secrets.yaml.example mcp_agent.secrets.yaml
```
4. **Edit Configuration Files**
Edit the copied configuration files to enter necessary API keys and settings.
5. **Install Playwright** (for PDF conversion)
The system will **automatically install** Playwright browser on first run. For manual installation:
```bash
# Install Playwright package (included in requirements.txt)
pip install playwright
# Download Chromium browser
python3 -m playwright install chromium
```
**Platform-specific installation:**
```bash
# macOS
pip3 install playwright
python3 -m playwright install chromium
# Ubuntu/Debian
pip install playwright
python3 -m playwright install --with-deps chromium
# Rocky Linux 8 / CentOS / RHEL
pip3 install playwright
python3 -m playwright install --with-deps chromium
# Or use the installation script
cd utils
chmod +x setup_playwright.sh
./setup_playwright.sh
```
**📖 For detailed installation instructions, see:** [utils/PLAYWRIGHT_SETUP.md](utils/PLAYWRIGHT_SETUP.md)
6. **Install perplexity-ask MCP Server**
```bash
cd perplexity-ask
npm install
```
7. **Install Korean Fonts** (Linux environment)
Korean fonts are required for Korean text display in charts on Linux.
```bash
# Rocky Linux 8 / CentOS / RHEL
sudo dnf install google-nanum-fonts
# Ubuntu 22.04+ / Debian
Run ./cores/ubuntu_font_installer.py
# Refresh font cache
sudo fc-cache -fv
python3 -c "import matplotlib.font_manager as fm; fm.fontManager.rebuild()"
Note: macOS and Windows have default Korean font support, no installation needed
```
8. **Auto-run Setup (Crontab)**
Set up crontab to run automatically:
```bash
# Simple setup (recommended)
chmod +x utils/setup_crontab_simple.sh
utils/setup_crontab_simple.sh
# Or advanced setup
chmod +x utils/setup_crontab.sh
utils/setup_crontab.sh
```
See [CRONTAB_SETUP.md](utils/CRONTAB_SETUP.md) for details.
### Required Configuration Files
The following configuration files must be set up to run the project:
#### 🔧 Core Settings (Required)
- **`mcp_agent.config.yaml`**: MCP agent configuration
- **`mcp_agent.secrets.yaml`**: MCP agent secret information (API keys, etc.)
#### 📱 Telegram Settings (Optional)
- **`.env`**: Environment variables including Telegram channel ID, bot token, etc.
- Use `--no-telegram` option to run without Telegram
- All analysis features work normally without Telegram
#### 🌐 Web Interface Settings (Optional)
- **`./examples/streamlit/config.py`**: Report generation web settings
💡 **Tip**: Use `--no-telegram` option to run without `.env` file!
## 📋 Usage
### Basic Execution
Run the entire pipeline to automate from surge stock analysis to Telegram transmission:
```bash
# Run both morning + afternoon (Telegram enabled)
python stock_analysis_orchestrator.py --mode both
# Morning only
python stock_analysis_orchestrator.py --mode morning
# Afternoon only
python stock_analysis_orchestrator.py --mode afternoon
# Local test without Telegram (no Telegram setup needed)
python stock_analysis_orchestrator.py --mode morning --no-telegram
# Generate English reports (default: Korean)
python stock_analysis_orchestrator.py --mode morning --language en
# Broadcast to multiple language channels (requires setup in .env)
python stock_analysis_orchestrator.py --mode morning --broadcast-languages en,ja,zh
```
#### 💡 Telegram Option (`--no-telegram`)
You can run the system without Telegram setup:
**Usage Scenarios:**
- 🧪 **Local Development/Testing**: Quickly test core features without Telegram setup
- 🚀 **Performance Optimization**: Skip message generation and transmission process
- 🔧 **Debugging**: Focus only on analysis and report generation features
**Execution Effects:**
- ✅ Surge stock detection → Report generation → PDF conversion → Tracking system (all working normally)
- ❌ Telegram alerts, message generation, message transmission (skipped)
- 💰 AI summary generation cost savings
**Required Environment Variables (when using Telegram):**
```bash
# .env file
TELEGRAM_CHANNEL_ID="-1001234567890" # Main channel (Korean by default)
TELEGRAM_BOT_TOKEN="1234567890:ABCdefGHIjklMNOpqrsTUVwxyz"
# Multi-language broadcasting (optional)
# Use with --broadcast-languages argument (e.g., --broadcast-languages en,ja,zh)
# TELEGRAM_CHANNEL_ID_EN="-1001234567891" # English channel
# TELEGRAM_CHANNEL_ID_JA="-1001234567892" # Japanese channel
# TELEGRAM_CHANNEL_ID_ZH="-1001234567893" # Chinese channel
```
### Individual Module Execution
**1. Run Surge Stock Detection Only**
```bash
python trigger_batch.py morning INFO --output trigger_results.json
```
**2. Generate AI Analysis Report for Specific Stock (Core Feature)**
```bash
python cores/main.py
# Or use analyze_stock function directly
```
**3. PDF Conversion**
```bash
python pdf_converter.py input.md output.pdf
```
**4. Generate and Send Telegram Messages**
```bash
python telegram_summary_agent.py
python telegram_bot_agent.py
```
## 📁 Project Structure
```
prism-insight/
├── 📂 cores/ # 🤖 Core AI Analysis Engine
│ ├── 📂 agents/ # AI Agent Modules
│ │ ├── company_info_agents.py # Company Information Analysis Agent
│ │ ├── news_strategy_agents.py # News and Investment Strategy Agent
│ │ ├── stock_price_agents.py # Stock Price and Volume Analysis Agent
│ │ ├── telegram_quality_inspector.py # Quality Inspector Agent
│ │ ├── telegram_summary_agent.py # Summary Specialist Agent
│ │ └── telegram_translator_agent.py # Translation Specialist Agent
│ ├── analysis.py # Comprehensive Stock Analysis (Core)
│ ├── main.py # Main Analysis Execution
│ ├── report_generation.py # Report Generation
│ ├── stock_chart.py # Chart Generation
│ └── utils.py # Utility Functions
├── 📂 examples/streamlit/ # Web Interface
├── 📂 trading/ # 💱 Automated Trading System (Korea Investment & Securities API)
│ ├── kis_auth.py # KIS API Authentication and Token Management
│ ├── domestic_stock_trading.py # Domestic Stock Trading Core Module
│ ├── portfolio_telegram_reporter.py # Portfolio Telegram Reporter
│ ├── 📂 config/ # Configuration File Directory
│ │ ├── kis_devlp.yaml # KIS API Configuration (app key, account number, etc.)
│ │ └── kis_devlp.yaml.example # Configuration File Example
│ └── 📂 samples/ # API Sample Code
├── 📂 utils/ # Utility Scripts
├── 📂 tests/ # Test Code
├── stock_analysis_orchestrator.py # 🎯 Main Orchestrator
├── telegram_config.py # Telegram Configuration Management Class
├── trigger_batch.py # Surge Stock Detection Batch
├── telegram_bot_agent.py # Telegram Bot (Claude Based)
├── stock_tracking_agent.py # Trading Simulation (GPT-5)
├── stock_tracking_enhanced_agent.py # Enhanced Trading Simulation
├── pdf_converter.py # PDF Conversion
├── requirements.txt # Dependency List
├── .env.example # Environment Variable Example
├── mcp_agent.config.yaml.example # MCP Agent Configuration Example
├── mcp_agent.secrets.yaml.example # MCP Agent Secret Example
```
## 📈 Analysis Report Composition
The comprehensive analyst report generated by AI agents consists of the following sections:
1. **📊 Key Investment Points** - Summary and main points
2. **📈 Technical Analysis**
- Stock price and trading volume analysis
- Investor trading trend analysis
3. **🏢 Fundamental Analysis**
- Company status analysis
- Company overview analysis
4. **📰 News Trend Analysis** - Recent major news and issues
5. **🌐 Market Analysis** - KOSPI/KOSDAQ index and macro-environment analysis
6. **💡 Investment Strategy and Opinion** - Strategies for different investor types
## 🔧 Customization
### Modify Surge Stock Detection Criteria
In `trigger_batch.py`, you can modify:
- Trading volume increase threshold
- Stock price increase criteria
- Market capitalization filtering conditions
### Modify AI Prompts
You can customize analysis instructions in each agent file in the `cores/agents/` directory.
### Change Chart Style
You can modify chart colors, styles, and indicators in `cores/stock_chart.py`.
## 🤝 Contributing
1. Fork the project
2. Create a feature branch (`git checkout -b feature/amazing-feature`)
3. Commit your changes (`git commit -m 'Add amazing feature'`)
4. Push to the branch (`git push origin feature/amazing-feature`)
5. Create a Pull Request
## 📄 License
**PRISM-INSIGHT is dual-licensed:**
### For Individual & Open-Source Use
[](https://www.gnu.org/licenses/agpl-3.0)
This project is licensed under the **GNU Affero General Public License v3.0 (AGPL-3.0)** for:
- Individual personal use
- Non-commercial projects
- Open-source development
- Academic research
The AGPL-3.0 license requires:
- Source code disclosure for any modifications
- Source code availability for network/service use
- Same license for derived works
📖 **[Full AGPL-3.0 License Text](LICENSE)**
### For Commercial SaaS Use
For SaaS companies and commercial use, a separate **Commercial License** is required.
**Commercial License Benefits:**
- No obligation to disclose source code
- Freedom to modify without publishing changes
- Proprietary integration allowed
- Dedicated technical support
- Priority feature development
**Pricing:**
- Startups (<50 employees): $500/month
- SME (50-500 employees): $2,000/month
- Enterprise (>500 employees): Custom pricing
- **Exclusive SaaS License:** Starting from $500/month (1-year commitment)
📧 **Contact for Commercial Licensing:** dragon1086@naver.com
📄 **[Commercial License Details](LICENSE-COMMERCIAL.md)**
### Why Dual License?
**For the Community:**
- Free for personal learning and development
- Contribute to open-source ecosystem
- Full transparency with AGPL-3.0
**For Sustainability:**
- Commercial licenses fund ongoing development
- Maintain server infrastructure ($174/month operating costs)
- Add new features and AI models
- Provide quality support
**For Businesses:**
- Legal clarity for commercial use
- No source code disclosure requirements
- Professional support and SLA
- Customization opportunities
---
**Questions about licensing?**
- 📧 Email: dragon1086@naver.com
- 💬 Telegram: [@stock_ai_agent](https://t.me/stock_ai_agent)
- 🐛 GitHub Issues: [Report here](https://github.com/dragon1086/prism-insight/issues)
## ⚠️ Disclaimer
The analysis information provided by this system is for investment reference purposes only and is not intended as investment advice. All investment decisions and resulting profits/losses are the responsibility of the investor.
## 📞 Contact
For project inquiries or bug reports, please submit through [GitHub Issues](https://github.com/dragon1086/prism-insight/issues).
## 💝 Sponsorship for Project Sustainability
### 🥇 Seeking Gold Sponsor (1 spot only, now recruiting)
**Help PRISM-INSIGHT run permanently for $500/month.**
✨ **Gold Sponsor Exclusive Benefits:**
- 🏆 **Exclusive Exposure**: Logo placed exclusively at the top of GitHub README + [Dashboard](https://analysis.stocksimulation.kr/) main
- 📊 **User Reach**: Continuous brand exposure to 450+ Telegram subscribers + daily growing GitHub visitors
- 💎 **Honor**: The only official sponsorship partner of a completely open-source AI stock analysis system
- 🛡️ **Stability Guarantee**: Provide an environment where a developer short on time due to parenting can focus on system maintenance
- 🤝 **Direct Communication**: Opportunity to provide input on project roadmap and priorities
---
**$500/month Details**
1. AI Operation Cost Coverage: Full API cost for premium AI models like GPT-5
2. Stabilization Compensation: Compensation for emergency maintenance and stabilization work on core systems
---
📧 **Gold Sponsor Partnership Inquiry**:
- **Email**: dragon1086@naver.com
- **GitHub Issues**: [Partnership Inquiry](https://github.com/dragon1086/prism-insight/issues/new?labels=sponsorship&template=partnership.md)
- **Telegram**: @stock_ai_ko
- Or select $500 tier on [GitHub Sponsors](https://github.com/sponsors/dragon1086)
> 💡 **Need a customized proposal for your company?** Contact us via email for consultation first.
---
### 💙 To Individual Sponsors
Even small support gives great strength! Support the project with the cost of a cup of coffee.
<div align="center">
<a href="https://github.com/sponsors/dragon1086">
<img src="https://img.shields.io/badge/Sponsor_on_GitHub-❤️-ff69b4?style=for-the-badge&logo=github-sponsors" alt="Sponsor on GitHub">
</a>
</div>
### 💰 Transparent Operations
Monthly costs of approximately ₩260,000 for API and server expenses (as of October '25):
- OpenAI API (GPT-4.1, GPT-5): ~₩140,000/month
- Anthropic API (Claude Sonnet 4.5): ~₩30,000/month
- Firecrawl API (MCP Server): ~₩30,000/month
- Perplexity API (MCP Server): ~₩15,000/month
- Server and Infrastructure: ~₩45,000/month
Currently used by 450 people for free.
### ✨ Current Sponsorship Status
Thank you so much! PRISM-INSIGHT continues to operate with your support.
#### 🥇 Gold Sponsor
<!-- gold-sponsor -->
**Spot available!** Be our first partner.
<!-- gold-sponsor -->
#### 💙 Individual Sponsors
<!-- sponsors -->
**Core Supporter**
- [@tehryung-ray](https://github.com/tehryung-ray) 💙
**Supporter**
- [@ddkerty](https://github.com/ddkerty) 💙
- [@jk5745](https://github.com/jk5745) 💙
<!-- sponsors -->
---
**Important:** All features are provided free regardless of sponsorship.
Sponsorship is just support for service continuity.
---
## ⭐ Project Growth
Achieved **250+ Stars in just 10 weeks** since mid-August '25 launch!
[](https://star-history.com/#dragon1086/prism-insight&Date)
---
**⭐ If this project helped you, please give us a Star!**
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HexStrike AI MCP Agents is an advanced MCP server that lets AI agents...
YC-Killer
A library of enterprise-grade AI agents designed to democratize artificial...
nexus
Nexus aggregates MCP servers and LLM providers into a unified endpoint.
davinci-resolve-mcp
MCP server integration for DaVinci Resolve
adb-mcp
adb-mcp enables AI control of Adobe tools via the MCP protocol.