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Law Scrapper MCP

A comprehensive Model Context Protocol (MCP) server for accessing and analyzing Polish legal acts from the Sejm API, enabling AI-powered legal research and document analysis.

Created 10/17/2025
Updated about 2 months ago
Repository documentation and setup instructions

Law Scrapper MCP 📜⚖️

A comprehensive Model Context Protocol (MCP) server for accessing and analyzing Polish legal acts from the Sejm API, enabling AI-powered legal research and document analysis.

Python Version License Version

Law Scrapper MCP server

✨ Features

  • Comprehensive legal act access - Full access to Polish legal acts from Dziennik Ustaw and Monitor Polski
  • Advanced search & filtering - Multi-criteria search by date, type, keywords, publisher, and status
  • Detailed document analysis - Complete metadata, structure, references, and content retrieval
  • Date & time utilities - Specialized date calculations for legal document analysis
  • System metadata access - Keywords, statuses, document types, and institution data
  • FastMCP integration - Built with FastMCP framework following best practices
  • SSE transport - Server-Sent Events for reliable real-time communication
  • Professional documentation - Extensive examples and clear parameter descriptions
  • RESTful API integration - Direct connection to official Sejm API endpoints

📋 Requirements / prerequisites

  • Python: 3.12 or higher
  • Package manager: uv (recommended) or pip
  • Internet connection: Required for accessing Sejm API endpoints
  • MCP-compatible tool: Cursor IDE, Claude Code, or other MCP-supported applications

🚀 Installation

Using uv (recommended)

# Clone the repository
git clone https://github.com/numikel/law-scrapper-mcp.git
cd law-scrapper-mcp

# Install dependencies
uv sync

Using pip

# Clone the repository
git clone https://github.com/numikel/law-scrapper-mcp.git
cd law-scrapper-mcp

# Install dependencies
pip install -e .

Using uvx (no installation required)

For quick testing or development without cloning the repository:

# Run the server directly from GitHub
uvx --from git+https://github.com/numikel/law-scrapper-mcp law-scrapper

This will download and run the server with SSE transport on port 7683.

⚙️ Configuration

MCP server configuration

This server uses Server-Sent Events (SSE) transport for better performance and reliability. The server runs on http://localhost:7683/sse and provides real-time communication with MCP clients.

Important notes:

  • Make sure port 7683 is available before starting the server
  • The server must be running before connecting MCP clients
  • SSE provides better error handling and connection management than STDIO

Add the following configuration to your MCP client's configuration file:

For Cursor IDE (.cursor/mcp.json):

{
  "mcpServers": {
    "law-scrapper-mcp": {
      "url": "http://localhost:7683/sse",
      "transport": "sse"
    }
  }
}

For Claude Code:

claude mcp add law-scrapper-mcp uvx '--from' 'git+https://github.com/numikel/law-scrapper-mcp' 'law-scrapper'

Note: Claude Code will run the server process automatically. The server uses SSE transport and runs on port 7683

For other MCP tools (.mcp.json or mcp_config.json):

{
  "mcpServers": {
    "law-scrapper-mcp": {
      "url": "http://localhost:7683/sse",
      "transport": "sse"
    }
  }
}

🎯 Quick start / usage

Once configured, you can start using the legal research tools:

Basic usage examples

Get current date for legal analysis:

"What is today's date?"

Search for specific legal acts:

"Find all regulations from 2020 containing 'environment'"

Analyze document structure:

"Show me the table of contents for act DU/2020/1"

Get comprehensive document details:

"Give me full information about legal act DU/2020/1280"

Available tool categories

The server provides 14 specialized tools organized in 4 categories:

🕒 Dates & time (2 tools)

  • get_current_date - Get current date for legal analysis
  • calculate_date_offset - Calculate date ranges for legal periods

📚 System metadata (6 tools)

  • get_legal_keywords - Access all available search keywords
  • get_legal_publishers - List all legal publishers (DU, MP)
  • get_publisher_details - Detailed publisher information
  • get_legal_statuses - Document status types
  • get_legal_types - Legal document types
  • get_legal_institutions - Involved institutions

🔍 Acts browsing & search (2 tools)

  • search_legal_acts - Advanced multi-criteria search
  • get_publisher_year_acts - Browse acts by publisher and year

📋 Act details & analysis (4 tools)

  • get_act_comprehensive_details - Complete document metadata
  • get_act_content - PDF/HTML content retrieval
  • get_act_table_of_contents - Document structure analysis
  • get_act_relationships - Legal references and amendments

📁 Project structure

law-scrapper-mcp/
├── app.py                    # Main MCP server implementation with 14 legal research tools
├── pyproject.toml           # Project configuration, dependencies, and CLI scripts
├── uv.lock                  # Lock file ensuring reproducible builds
├── README.md               # Project documentation
└── __pycache__/            # Python bytecode cache (generated)

🛠️ Development

Development setup

# Install in development mode
uv sync

# Run the server directly (SSE transport on port 7683)
uv run app.py

# Or use the installed script
law-scrapper

# Or run directly with uvx (from local directory)
uvx . --python python

Server information:

  • Transport: Server-Sent Events (SSE)
  • Host: 0.0.0.0 (accessible from any network interface)
  • Port: 7683
  • Endpoint: http://localhost:7683/sse

Running tests

# Run basic functionality tests
uv run python -c "
import app
print('Server imports successfully')
funcs = [name for name in dir(app) if name.startswith('get_')]
print(f'Available tools: {len(funcs)}')
"

Code quality

The project follows FastMCP best practices:

  • Tagged Tools: All tools have descriptive tags for filtering
  • Annotated Parameters: Every parameter has clear descriptions
  • Comprehensive Examples: Minimum 5 examples per tool
  • Professional Documentation: Detailed docstrings and usage examples

🤝 Contributing

  1. Fork the repository
  2. Create your feature branch (git checkout -b feature/amazing-feature)
  3. Commit your changes using Conventional Commits format
  4. Push to the branch (git push origin feature/amazing-feature)
  5. Open a Pull Request

Development guidelines

  • Follow FastMCP best practices for tool definitions
  • Include comprehensive examples and parameter descriptions
  • Add appropriate tags for tool categorization
  • Test all new functionality before submitting
  • Use English for all code comments and documentation

📄 License

This project is licensed under the MIT License

👤 Author

@numikel


Legal disclaimer: This tool provides access to Polish legal documents for research purposes. Always consult with qualified legal professionals for legal advice and interpretation of laws.

Quick Setup
Installation guide for this server

Install Package (if required)

uvx law-scrapper-mcp

Cursor configuration (mcp.json)

{ "mcpServers": { "numikel-law-scrapper-mcp": { "command": "uvx", "args": [ "law-scrapper-mcp" ] } } }