Berlin Services MCP Server

Berlin Services MCP Server - Enhanced

A production-grade Model Context Protocol (MCP) server for Berlin city services (Dienstleistungen). It features resilient caching, advanced search, PDF form discovery, and filling capabilities.

Features

• Comprehensive Tools: Search, browse, and get detailed information on Berlin services.
• Form Management: Discover, analyze, and fill PDF forms for various services.
• Resilient Caching: Optimized for performance with intelligent fallback for offline use.
• Remote Sync: Supports both local and remote (Cloud) deployments.

Technical Architecture

1. Data Sourcing

The server pulls data from the official Berlin City Services API

• Live Fetching: Tools like search_services and get_service_details hit the live API.
• Resilient Caching: Implements a dual-layer cache (Memory + Disk) to ensure high performance and offline reliability.
• Smart Fallback: If the API is down and no cache exists, it falls back to a minimal set of core services to remain functional.

2. Advanced PDF Processing

Powered by PyMuPDF (fitz), the server provides sophisticated document handling:

• Field Extraction: Automatically detects fillable fields in PDF forms hosted on the city's servers.
• Intelligent Filling: Maps user data to PDF fields using smart matching and common translation fragments.
• Loop Protection: Includes a LoopProtector to prevent redundant tool executions and LLM loops.
• Visual Previews: Can render specific pages of a PDF to JPEG for a quick in-chat snapshot (useful for verification without leaving the chat).

3. Deployment Modes

• Local Mode: Optimized for use with Claude Desktop. In this mode, open_file_locally can be used to open filled PDFs directly with your system's default viewer.
• Remote/Cloud Mode: Designed for deployment on platforms like Fly.io or Railway. Replaces local file opening with secure synchronization and in-chat previews.

Prerequisites

• Python 3.11 or higher
• uv (recommended) or pip

Local Setup

Using uv (Recommended)

1. Install dependencies and sync the environment:

   uv sync

1. Run the server as a module:

   export PYTHONPATH=$PYTHONPATH:$(pwd)/src && uv run python -m berlin_mcp.main

Note: If you've installed the package via uv sync, you can also just run: ``bash uv run berlin-mcp ``

Using pip

1. Install dependencies:

   pip install -r requirements.txt

1. Run the server:

   export PYTHONPATH=$PYTHONPATH:$(pwd)/src && python -m berlin_mcp.main

Claude Desktop Configuration

Add the following to your Claude Desktop configuration file. Replace /Users/mananshah/Desktop/Berlin-Services-MCP-Server with the actual absolute path to the folder.

macOS

File location: ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "berlin-services": {
      "command": "uv",
      "args": [
        "run",
        "--directory",
        "/Users/YourUser/Desktop/Berlin-Services-MCP-Server",
        "python",
        "-m",
        "berlin_mcp.main"
      ],
      "env": {
        "PYTHONPATH": "src"
      }
    }
  }
}

Windows

File location: %APPDATA%\Claude\claude_desktop_config.json

{
  "mcpServers": {
    "berlin-services": {
      "command": "uv",
      "args": [
        "run",
        "--directory",
        "C:\\Users\\YourUser\\Desktop\\Berlin-Services-MCP-Server",
        "python",
        "-m",
        "berlin_mcp.main"
      ],
      "env": {
        "PYTHONPATH": "src"
      }
    }
  }
}

Tools and Resources

The server exposes the following tools to help you navigate and manage Berlin city services:

| Tool | Description | |------|-------------| | search_services | Advanced search for Berlin services with paging and filters. | | get_service_details | Get complete details about a service including forms and prerequisites. | | get_service_forms | Get all forms associated with a service with detailed metadata. | | search_forms | Search for forms across all services. | | get_forms_by_type | Get all forms of a specific type across services. | | get_service_prerequisites | Get all prerequisites and requirements for a service. | | get_service_checklist | Get a comprehensive checklist for completing a service application. | | analyze_form_for_filling | Download a PDF form and extract its fillable fields. | | perform_form_filling | Fill a PDF form and save locally. | | download_filled_form | Retrieve a filled PDF form. | | get_form_visual_preview | Render a page of a filled PDF as an image. | | open_file_locally | Open a file on the user's local system (Local setup only). | | delete_filled_form | Manually delete a filled form from the server. | | browse_services_by_category | Browse services by category. | | find_online_services | Find all services available online. | | get_service_locations | Get all locations for a service. | | get_api_status | Get API and cache status diagnostics. | | clear_cache | Clear the service cache and force refresh. |

Security Note

PDF forms filled on remote servers should be downloaded and then deleted using the delete_filled_form tool to ensure data privacy.