🎯 SAM.gov Intelligence Hub

AI-Powered Federal Contract Intelligence & Opportunity Discovery System

🌟 Overview

The SAM.gov Intelligence Hub is an enterprise-grade intelligence platform that transforms federal contract data into actionable business insights. By combining real-time data aggregation, advanced AI analysis, and automated opportunity discovery, this system helps businesses identify and win federal contracts.

🚀 Key Features

1. Intelligent Data Aggregation

• Real-time SAM.gov contract opportunity monitoring
• Multi-source data collection (contracts, awards, solicitations)
• Smart filtering and deduplication
• Historical data tracking and trending

2. AI-Powered Analysis

• Natural language processing for opportunity qualification
• Competitive landscape analysis
• Win probability scoring
• Automated requirements extraction
• Industry trend prediction

3. Automated Workflows

• Daily opportunity digests
• Priority scoring and ranking
• Team notifications via Slack/Email
• Deadline tracking and reminders
• Automated proposal tracking

4. Enterprise Integration

• Notion database for opportunity management
• CRM integration ready
• Google Sheets export capability
• REST API for custom integrations
• Slack bot interface

🏗️ Architecture

┌─────────────────┐
│   SAM.gov API   │
└────────┬────────┘
         │
         ▼
┌─────────────────┐
│  Data Scrapers  │ ◄── Scheduled Tasks
└────────┬────────┘
         │
         ▼
┌─────────────────┐
│  AI Processing  │ ◄── LLM Analysis
│   & Scoring     │
└────────┬────────┘
         │
         ▼
┌─────────────────┐
│    Database     │
│   (SQLite)      │
└────────┬────────┘
         │
         ▼
┌─────────────────────────────────┐
│         Integrations            │
│  ┌─────────┐  ┌──────────────┐ │
│  │ Notion  │  │ Slack/Email  │ │
│  └─────────┘  └──────────────┘ │
└─────────────────────────────────┘

📦 Installation

Prerequisites

• Python 3.9+
• SAM.gov API Key (Register here)
• Composio account (for integrations)
• OpenAI API Key (for AI features)

Setup

1. Clone the repository

   git clone https://github.com/haroldeustaquio/samgov-intelligence-hub.git
   cd samgov-intelligence-hub

2. Create virtual environment

   python -m venv venv
   source venv/bin/activate  # On Windows: venv\Scripts\activate

3. Install dependencies

   pip install -r requirements.txt

4. Configure environment

   cp config/config.example.json config/config.json
   # Edit config.json with your API keys and settings

5. Initialize database

   python src/database/init_db.py

⚙️ Configuration

Edit config/config.json:

{
  "sam_gov": {
    "api_key": "YOUR_SAM_GOV_API_KEY",
    "base_url": "https://api.sam.gov/opportunities/v2/search"
  },
  "openai": {
    "api_key": "YOUR_OPENAI_API_KEY",
    "model": "gpt-4"
  },
  "composio": {
    "api_key": "YOUR_COMPOSIO_API_KEY"
  },
  "filters": {
    "naics_codes": ["541512", "541519", "541611"],
    "set_aside_codes": ["SBA", "8A", "SDVOSB"],
    "min_value": 50000,
    "max_value": 5000000
  },
  "scheduling": {
    "scrape_interval_hours": 6,
    "digest_time": "09:00"
  }
}

🎮 Usage

1. Manual Scraping

python src/scrapers/sam_scraper.py

2. Run AI Analysis

python src/ai/analyzer.py --batch-size 50

3. Start API Server

python src/api/server.py

Access at: http://localhost:8000/docs

4. Deploy Scheduler (Production)

python src/scheduler.py

5. Generate Digest

python src/utils/digest_generator.py --email --slack

📊 API Endpoints

Opportunities

• GET /api/opportunities - List all opportunities
• GET /api/opportunities/{id} - Get specific opportunity
• POST /api/opportunities/search - Search with filters
• GET /api/opportunities/high-priority - Get high-priority opportunities

Analytics

• GET /api/analytics/trends - Market trend analysis
• GET /api/analytics/competitors - Competitive intelligence
• GET /api/analytics/win-probability/{id} - Win probability for opportunity

Integration

• POST /api/sync/notion - Sync to Notion
• POST /api/sync/slack - Send Slack notification

🤖 AI Capabilities

Opportunity Scoring

The AI analyzer evaluates opportunities based on:

• Technical Fit (0-100): Match with your capabilities
• Competitive Landscape (0-100): Number and strength of competitors
• Win Probability (0-100): Overall likelihood of success
• Strategic Value (0-100): Long-term business value

Smart Insights

• Requirement complexity assessment
• Key decision maker identification
• Similar past wins analysis
• Recommended team composition
• Risk factor identification

🔄 Automation Workflows

Daily Intelligence Digest

• Runs every morning at 9 AM
• Summarizes new high-priority opportunities
• Highlights urgent deadlines
• Sends via email and Slack

Real-time Monitoring

• Checks SAM.gov every 6 hours
• Immediately flags critical opportunities
• Auto-scores and prioritizes
• Pushes to Notion database

Deadline Tracking

• 7-day warning for upcoming deadlines
• 48-hour critical alerts
• Automatic calendar invites

📈 Notion Integration

Automatically syncs opportunities to Notion with:

• 📋 Opportunity Details (title, description, value)
• 🎯 AI Scores (technical fit, win probability)
• 📅 Key Dates (posted, deadline, award date)
• 🏢 Agency Information (department, office, contact)
• 🔗 Links (SAM.gov URL, documents)
• 📊 Status Tracking (new, reviewing, bidding, submitted)

🧪 Testing

# Run all tests
pytest tests/

# Run specific test suite
pytest tests/test_scrapers.py

# Run with coverage
pytest --cov=src tests/

📱 Slack Commands

Once deployed, use these Slack commands:

/samgov today          - Today's high-priority opportunities
/samgov search [query] - Search opportunities
/samgov deadline       - Upcoming deadlines
/samgov stats          - Weekly statistics

🛠️ Development

Project Structure

samgov-intelligence-hub/
├── src/
│   ├── api/              # FastAPI server
│   ├── scrapers/         # SAM.gov data collection
│   ├── ai/               # LLM analysis & scoring
│   ├── database/         # SQLite models & queries
│   └── utils/            # Helper functions
├── config/               # Configuration files
├── tests/                # Test suites
├── data/                 # Local data storage
└── .github/workflows/    # CI/CD pipelines

Contributing

1. Fork the repository
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. Open a Pull Request

🔐 Security

• Never commit API keys or secrets
• Use environment variables or config/secrets.json (gitignored)
• Rotate API keys regularly
• Enable 2FA on all integrated services

📄 License

MIT License - See LICENSE file

🤝 Support

• Documentation: Full Docs
• Issues: GitHub Issues
• Email: [email protected]

🎯 Roadmap

• Advanced ML models for win prediction
• Automated proposal generation
• Competitor tracking dashboard
• Integration with proposal management tools
• Mobile app for opportunity alerts
• Multi-agency support (state/local contracts)

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Built with ❤️ using Composio, SAM.gov API, and OpenAI

Transforming federal contract intelligence into competitive advantage