mcp

The Florentine.ai Model Context Protocol (MCP) Server lets you integrate natural language querying for your MongoDB & MySQL data directly into your custom AI Agent or AI Desktop App.

Questions are forwarded by the AI Agent to the MCP Server, transformed into database queries and the query results are returned to the agent for further processing.

Also has a couple of extra features under the hood, e.g.:

• Secure data separation for multi-tenant usage
• Automated schema exploration
• Semantic vector search/RAG support with automated embedding creation
• Advanced lookup support
• Exclusion of keys

> Note: If you are looking for our API you can find it here.

• Prerequisites
• Installation
• Available Tools
• Arguments
• Authentication
• Connect your LLM account
• Option 1: Save your LLM key in your account (recommended)
• Option 2: Provide your LLM key inside the MCP server config env variables
• Integration Modes
• Static Mode
• Environment variables
• Dynamic Mode
• Example breakdown
• florentine_ask Parameters
• Return Types
• Providing Return Types
• Return Types Configuration
• Secure Data Separation for multi-tenant usage
• Providing Required Inputs
• Required Inputs Configuration
• [Supported Value Types](#supporte