Florentine.ai - Talk to your MongoDB data AI Agent
Natural language to MongoDB aggregations and aggregation results that actually work. Has a couple of extra features under the hood besides "only" providing natural language to aggregation conversion: - secure data separation for multi-tenant usage - semantic vector search/RAG support with automated embedding creation - advanced lookup support - exclusion of keys - and more...
Florentine.ai - Talk to your MongoDB data handles repetitive tasks for you automatically. It can do 2 different things for you—just connect to it in one click.
Available Tools
Florentine.ai - Talk to your MongoDB data can do 2 different things for you automatically. Here's what it can handle:
florentine_list_collections
Used internally to fetch metadata (name, summary, structure) of database collections **only when needed** to help answer a question via the "ask" tool...
florentine_ask
Creates an aggregation, executes it and returns the resulting data from a MongoDB database for a question asked by the user. It can handle complex ...
Configuration Variables
To get Florentine.ai - Talk to your MongoDB data working, you'll need to give it access to your accounts. You must provide 3 pieces of info, and 6 are optional. This usually means logging into apps like Gmail, Slack, or other services you want it to use—just like when you connect apps on your phone.
mode
debug
llmKey
logpath
sessionId
llmService
returnTypes
requiredInputs
florentineToken
Common Questions
What is an AI Agent?
An AI agent is like having a personal assistant who does specific tasks for you. Instead of a general chatbot that just talks, AI agents actually do things—they can check your calendar, send emails, look up information, and handle repetitive work so you don't have to.
What is MCP (Model Context Protocol)?
MCP is simply the way AI agents plug into your apps and services. When you connect something like Florentine.ai - Talk to your MongoDB data to Lyra, it lets the AI take actions on your behalf.
How do I use Florentine.ai - Talk to your MongoDB data?
Just install it inside Lyra. It only takes a moment. After that, your AI can instantly use Florentine.ai - Talk to your MongoDB data—no setup, no technical knowledge required.