mcp expert server

Local 2025-08-31 23:41:43 0

A Model Context Protocol server utilizing Claude AI for generating intelligent queries and offering documentation assistance based on API documentation analysis.


A Model Context Protocol server that provides intelligent query generation and documentation assistance using Claude AI. The server analyzes your API documentation and provides two main tools:

  • create-query: Generates queries based on natural language requests
  • documentation: Provides relevant documentation information based on questions

Prerequisites

  • Node.js >= 18
  • An Anthropic API key for Claude

Installation

  1. Clone the repository
  2. Install dependencies:
    npm install
  3. Create a .env file with your Anthropic API key:
    ANTHROPIC_API_KEY=your_api_key_here

Setup

Before running the server, you need to:

  1. Build the project and run the setup script:
    npm run build
    npm run setup

This will: - Create the required directories (docs/ and prompts/) - Create default prompt files - Generate an initial service description

  1. Add your API documentation files to the docs/ directory (supports .txt, .md, and .json files)

  2. Optionally customize the prompts in the prompts/ directory:

  3. system-prompt.txt: Main system prompt for Claude
  4. tool-metadata.txt: Additional context for tool descriptions
  5. query-metadata.txt: Additional context for query generation
  6. service-description.txt: Auto-generated service description

Usage

Standalone Server

Start the server:

npm start

The server exposes two tools via the Model Context Protocol:

  • create-query: Generate a query based on natural language request

    {
      "name": "create-query",
      "arguments": {
        "request": "Find all users who signed up in the last week"
      }
    }

  • documentation: Get information from the documentation

    {
      "name": "documentation",
      "arguments": {
        "request": "How do I authenticate API requests?"
      }
    }

Claude Desktop Integration

  1. Add this configuration to your Claude Desktop config file:

    {
      "mcpServers": {
        "expert": {
          "command": "node",
          "args": ["/ABSOLUTE/PATH/TO/expert-server/build/index.js"],
          "env": {
            "ANTHROPIC_API_KEY": "your_api_key_here"
          }
        }
      }
    }

  2. Replace /ABSOLUTE/PATH/TO/expert-server with the actual absolute path to your server installation.

  3. Restart Claude Desktop.

Directory Structure

.
├── docs/                  # Your API documentation files
├── prompts/              # System prompts and metadata
│   ├── system-prompt.txt    # Main system prompt
│   ├── tool-metadata.txt    # Tool description context
│   ├── query-metadata.txt   # Query generation context
│   └── service-description.txt  # Generated service description
├── src/                  # Source code
│   ├── index.ts            # Entry point
│   ├── server.ts           # MCP server implementation
│   └── services/           # Core services
│       └── expertService.ts  # Claude integration
└── package.json

Development

  • Build the project:

    npm run build

  • The server uses TypeScript and follows a modular architecture

  • All Claude interactions are handled by the ExpertService class
  • Debug logs are written to stderr with [DEBUG] prefix

Troubleshooting

If you encounter connection issues:

  1. Ensure you've run the setup script:

    npm run setup

  2. Check that all required files exist in the prompts/ directory

  3. Verify your ANTHROPIC_API_KEY is correctly set
  4. Use absolute paths in your Claude Desktop config
  5. Check the debug logs (written to stderr)

Environment Variables

  • ANTHROPIC_API_KEY: Your Anthropic API key (required)

License

MIT