Florentine AI runs on your own machine — the client starts it, so there is no endpoint to ping. 4 409 installs a week from npm. Last commit 9 Mar 2026.
MCP server for Florentine.ai - Natural language to MongoDB aggregations
Today is the operative word: we check Florentine AI every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.
This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.
claude mcp add mcp -- npx -y @florentine-ai/mcp
{
"mcpServers": {
"mcp": {
"args": [
"-y",
"@florentine-ai/mcp"
],
"command": "npx"
}
}
}
[mcp_servers.mcp]
command = "npx"
args = ["-y", "@florentine-ai/mcp"]
{
"mcpServers": {
"mcp": {
"args": [
"-y",
"@florentine-ai/mcp"
],
"command": "npx"
}
}
}
{
"mcpServers": {
"mcp": {
"args": [
"-y",
"@florentine-ai/mcp"
],
"command": "npx"
}
}
}
This one needs environment variables set before it will start:
FLORENTINE_TOKEN (Your Florentine.ai API key, get it from https://florentine.ai/dashboard), LLM_SERVICE (The LLM service to use, one of 'openai', 'anthropic', 'google' or 'deepseek' (must only be provided if you did not set it in your Florentine.ai account)), LLM_KEY (Your API key for the LLM service (must only be provided if you did not set it in your Florentine.ai account)), SESSION_ID (Session ID for maintaining server-side context across requests), RETURN_TYPES (Stringified JSON array of return types for the response), REQUIRED_INPUTS (Stringified JSON array of values for required inputs keys).
The author declared them in the registry entry; get the values from the project itself.
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Answers built from our own checks of this server.