What is the key difference between Florentine AI MCP and MCP Mongo Server?

Florentine AI MCP belongs to the Databases category with local stdio execution, while MCP Mongo Server belongs to the Databases category with local stdio execution.

How do I install Florentine AI MCP or MCP Mongo Server in Claude Desktop or Cursor?

Copy the mcpServers JSON configuration snippet provided on this page into your claude_desktop_config.json or ~/.cursor/mcp.json file and restart your AI client.

Are Florentine AI MCP and MCP Mongo Server free or paid?

Florentine AI MCP operates under a Free / Open Source model (No auth required). MCP Mongo Server operates under a Free / Open Source model (No auth required).

Which MCP server has more tools and community activity?

Florentine AI MCP lists 2 tools with 0 views and 6 GitHub stars. MCP Mongo Server lists 6 tools with 2 views and 284 GitHub stars.

Can I use both Florentine AI MCP and MCP Mongo Server together in the same MCP host?

Yes! MCP hosts like Claude Desktop, Cursor, Windsurf, Cline, and VS Code support configuring multiple servers under the mcpServers object simultaneously.

Side-by-Side Model Context Protocol Comparison

Florentine AI MCP vs MCP Mongo Server

In-depth architectural comparison of the Florentine AI MCP and MCP Mongo Server MCP servers. Compare execution transports, security boundaries, tool capabilities, quality scores, and ready-to-paste client installation snippets for Claude, Cursor, Windsurf, and VS Code.

At a Glance & Executive Verdict

Florentine AI MCP

Databases · Local stdio

Quality: 47/100 (Fair) | Auth: No auth required

MCP Mongo Server

Databases · Local stdio

Quality: 47/100 (Fair) | Auth: No auth required

Verdict Summary: Choose Florentine AI MCP if you need specialized Databases tools running via a local process. Choose MCP Mongo Server if your workspace requires Databases integration with local subprocess execution. Both servers can be configured concurrently in your client's mcpServers manifest.

Which MCP Server Should You Choose?

Choose Florentine AI MCP when:

You need dedicated capabilities in the Databases domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).
Primary tools included: florentine_list_collections, florentine_ask.

Explore Florentine AI MCP Details

Choose MCP Mongo Server when:

You need dedicated capabilities in the Databases domain.
You prefer local stdio subprocess transport architecture.
Your security boundary fits: No auth required (Free / Open Source).
You have access to required keys: MCP_MONGODB_URI, MCP_MONGODB_READONLY, MCP_MONGODB_ALLOW_CROSS_DB, MCP_MONGODB_ALLOW_SERVER_JS, MCP_PORT, MCP_HTTP_ALLOWED_ORIGINS, MCP_HTTP_JSON_LIMIT, MCP_HTTP_AUTH_TOKEN.
Primary tools included: Automatic schema inference from document samples, Full query and aggregation pipeline support, Configurable ObjectId conversion modes.

Feature & Specification Comparison

Specification	Florentine AI MCP florentine-ai Databases	MCP Mongo Server kiliczsh Databases
Summary	MCP server for Florentine.ai - Natural language to MongoDB aggregations	A Model Context Protocol Server for MongoDB
Category & Scope	Databases	Databases

Tools & Capabilities Breakdown

Florentine AI MCP Tools (2)

florentine_list_collections

-> Lists all currently active collections/tables that can be queried. That includes descriptions, keys and type of values.

florentine_ask

-> Receives a question and returns a query, query result or answer (depending on the `returnTypes` setting).

MCP Mongo Server Tools (6)

Automatic schema inference from document samples

Full query and aggregation pipeline support

Configurable ObjectId conversion modes

Ready-to-Paste Client Configurations

Paste either (or both) of these JSON server blocks into your client config file (e.g. claude_desktop_config.json or ~/.cursor/mcp.json).

Florentine AI MCP Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "mcp-293": {
      "command": "npx",
      "args": [
        "-y",
        "@florentine-ai/mcp",
        "--mode",
        "static"
      ]
    }
  }
}

MCP Mongo Server Configuration

mcpServers (Claude Desktop / Cursor)

{
  "mcpServers": {
    "kiliczsh-mcp-mongo-server": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-mongo-server"
      ],
      "env": {
        "MCP_MONGODB_URI": "YOUR_MCP_MONGODB_URI_HERE",
        "MCP_MONGODB_READONLY": "YOUR_MCP_MONGODB_READONLY_HERE",
        "MCP_MONGODB_ALLOW_CROSS_DB": "YOUR_MCP_MONGODB_ALLOW_CROSS_DB_HERE",
        "MCP_MONGODB_ALLOW_SERVER_JS": "YOUR_MCP_MONGODB_ALLOW_SERVER_JS_HERE",
        "MCP_PORT": "YOUR_MCP_PORT_HERE",
        "MCP_HTTP_ALLOWED_ORIGINS": "YOUR_MCP_HTTP_ALLOWED_ORIGINS_HERE",
        "MCP_HTTP_JSON_LIMIT": "YOUR_MCP_HTTP_JSON_LIMIT_HERE",
        "MCP_HTTP_AUTH_TOKEN": "YOUR_MCP_HTTP_AUTH_TOKEN_HERE"
      }
    }
  }
}

Frequently Asked Questions

Florentine AI MCP is categorized under Databases and uses a local stdio subprocess. In contrast, MCP Mongo Server belongs to Databases using local stdio subprocess. Select Florentine AI MCP when you need capabilities focused on databases and MCP Mongo Server when you require tools for databases.

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