MySQL MCP Server

MCP Server for MySQL.

Embed Florentine's MCP server into your custom AI agent or use it directly with Claude, ChatGPT or any other MCP-ready agent.

Natural language SQL with semantic re-ranking built-in — no schema changes, no extra costs for embeddings.

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Free forever plan available · No credit card required · Setup in minutes

Already answering 35,000+ questions every day

Works with

+ any MCP-ready agent

Before

Custom SQL every time

Every data question means a developer writing a new query. Slow, expensive, and it doesn't scale.

With Florentine

Natural language MySQL

Connect Florentine's MCP server to your agent or AI tool. Ask questions in plain language — Florentine generates and executes the SQL.

Always

Multi-tenant secure

Data isolation enforced at query level — not by LLM trust.

Semantic Re-ranking

Semantic search for MySQL — without pre-computed embeddings in the database

"Show me reviews mentioning product safety hazards" finds relevant entries even if the words "safety" or "hazards" never appear. Florentine re-ranks MySQL results by semantic meaning, on the fly.

No schema changes

Your MySQL tables stay exactly as they are

Self-hosted — zero extra embedding API costs

Embedding model included in all plans

Multilingual out of the box

Finds relevant results across languages automatically

Quick Start

Setup in a coffee break

Connect your MySQL database, configure access, and hand your users a working MCP server.

Connect your database

Add your MySQL connection string. Florentine connects securely and analyzes your tables.

Activate tables

Florentine analyzes your schema automatically. Activate the tables your users need to query.

Embed in your AI agent

Integrate the MCP server into your agent. Semantic re-ranking works out of the box — no additional configuration.

Features & Concepts

Built for production use cases

Every feature is designed around real-world requirements: accuracy, privacy and seamless integration.

Response Control

Choose between raw query, query result, or natural language answer. Execute read-only queries automatically or review them first — you decide the level of control.

Schema Exploration

Florentine automatically explores and analyzes the schema of your collections and tables, enabling accurate, structure-aware query generation without sending your data to the LLM.

Secure Data Separation

Key/value based isolation enforces mandatory filters in every query — no relying on LLM compliance. Perfect for multi-tenant SaaS applications.

MCP Server & API

Integrate with Claude, Cursor, or any MCP-compatible agent via the MCP Server, or use the REST API to embed Florentine directly into your application.

Semantic Re-ranking for MySQL

Semantic search for MySQL — on the fly, without pre-computed embeddings in your database. Our self-hosted embedding model re-ranks query results by semantic meaning. No schema changes, no extra API costs, included in all plans.

Advanced JOIN Support

Automatically creates JOINs across MySQL tables. Manual mapping assistance available for complex schemas.

Custom Prompt Instructions

Control query behavior at the database or collection/table level with custom prompt instructions. Fine-tune exactly what the LLM should and should not do.