MySQL for AI Agents

Connect MySQLto AI Agents

Enable AI agents to query MySQL with natural language. Integrate via MCP server or API.

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

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Already answering 35,000+ questions every day

Works with

+ any MCP-ready agent

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, activate tables, and start querying in natural language.

Connect your database

Add your MySQL connection string.

Activate tables

Florentine analyzes your schema automatically. Activate the tables you want to query.

Integrate via MCP or API

Connect with Claude, ChatGPT, or any custom agent. Semantic re-ranking works out of the box.

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.