Ambivo Claude MCP Server

This Claude MCP (Model Context Protocol) server provides access to Ambivo API endpoints for natural language querying of entity data with Claude AI.

Features

• Natural Language Queries: Execute natural language queries against entity data using the /entity/natural_query endpoint

• JWT Authentication: Secure access using Bearer token authentication

• Rate Limiting: Built-in rate limiting to prevent API abuse

• Token Caching: Efficient token validation with caching

• Error Handling: Comprehensive error handling with detailed error messages

• Retry Logic: Automatic retry with exponential backoff for failed requests

Tools

1. set_auth_token

Set the JWT Bearer token for authentication with the Ambivo API.

Parameters:

• token (string, required): JWT Bearer token

Usage:

2. natural_query

Execute natural language queries against Ambivo entity data.

Parameters:

• query (string, required): Natural language query describing what data you want

• response_format (string, optional): Response format - "table", "natural", or "both" (default: "both")

Example queries:

• "Show me leads created this week"

• "Find contacts with gmail addresses"

• "List opportunities worth more than $10,000"

• "Show me leads with attribution_source google_ads from the last 7 days"

Usage:

About

This is a pure Claude-based MCP server implementation for the Ambivo API, designed to work seamlessly with Claude Desktop and other Claude-compatible MCP clients. It enables natural language interaction with your Ambivo CRM data through Claude's powerful language understanding capabilities.

Installation

Option 1: Install from PyPI (Recommended)

Option 2: Install from Source

Running the Server

Configuration

The server uses the following default configuration:

• Base URL: https://goferapi.ambivo.com

• Timeout: 30 seconds

• Content Type: application/json

You can modify these settings in the AmbivoAPIClient class if needed.

Authentication

1. First, set your authentication token using the set_auth_token tool

2. The token will be included in all subsequent API requests as a Bearer token

3. The token should be a valid JWT token from your Ambivo API authentication

Error Handling

The server provides comprehensive error handling:

• Authentication errors: Clear messages when token is missing or invalid

• HTTP errors: Detailed HTTP status codes and response messages

• Validation errors: Parameter validation with helpful error messages

• Network errors: Timeout and connection error handling

API Endpoints

This MCP server interfaces with these Ambivo API endpoints:

/entity/natural_query

• Method: POST

• Purpose: Process natural language queries for entity data retrieval

• Authentication: Required (JWT Bearer token)

• Content-Type: application/json

/entity/data

• Method: POST

• Purpose: Direct entity data access with structured parameters

• Authentication: Required (JWT Bearer token)

• Content-Type: application/json

Example Workflow

1. Set Authentication:

   { "tool": "set_auth_token", "arguments": { "token": "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9..." } }

2. Natural Language Query:

   { "tool": "natural_query", "arguments": { "query": "Show me all leads created in the last 30 days with phone numbers", "response_format": "both" } }

3. Direct Entity Query:

   { "tool": "entity_data", "arguments": { "entity_type": "contact", "filters": {"email": {"$regex": "@gmail.com$"}}, "limit": 100, "sort": {"created_date": -1} } }

Development

To extend this MCP server:

1. Add new tools: Implement additional tools in the handle_list_tools() and handle_call_tool() functions

2. Modify API client: Extend the AmbivoAPIClient class to support additional endpoints

3. Update configuration: Modify default settings in the configuration section

Troubleshooting

Common Issues:

1. "Authentication required" error: Ensure you've called set_auth_token first

2. HTTP 401/403 errors: Verify your JWT token is valid and not expired

3. Connection timeout: Check network connectivity and API endpoint availability

4. Invalid parameters: Review the tool schemas for required and optional parameters

Logging:

The server logs important events and errors. Check the console output for debugging information.