Florentine AI MCP vs Mongodb MCP Server

A side-by-side look at the Florentine AI MCP and Mongodb MCP Server MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

Florentine AI MCP logoFlorentine AI MCPDatabases · Local subprocess (stdio)MCP server for Florentine.ai - Natural language to MongoDB aggregations51GoodAuth: not declaredMongodb MCP Server logoMongodb MCP ServerDatabases · Local subprocess (stdio)A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.65GreatAuth: not declared

Verdict: choose Florentine AI MCP for databases work as a local process; choose Mongodb MCP Server for databases as a local process. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

Florentine AI MCP logoChoose Florentine AI MCP when

  • You need dedicated capabilities in the Databases domain.
  • You prefer a local stdio subprocess transport.
  • You want tools like florentine_list_collections, florentine_ask.
Explore Florentine AI MCP

Mongodb MCP Server logoChoose Mongodb MCP Server when

  • You need dedicated capabilities in the Databases domain.
  • You prefer a local stdio subprocess transport.
  • You have the keys it needs: MDB_MCP_CONNECTION_STRING.
  • You want tools like aggregate, aggregate-db, collection-indexes.
Explore Mongodb MCP Server

Feature & specification comparison

Rows where the two servers differ are marked.

SpecFlorentine AI MCP logoFlorentine AI MCPMongodb MCP Server logoMongodb MCP Server
CategoryDatabasesDatabases
Quality signal51/100 · Good65/100 · Great
Install commandConfirmedConfirmed
TransportLocal subprocess (stdio)Local subprocess (stdio)
AuthNot declaredNot declared
PricingNot declaredNot declared
Required env varsNone listedMDB_MCP_CONNECTION_STRING
Verified ownerCommunity listingCommunity listing
GitHub stars61,149
Directory activity 1 views 0 installs 0 upvotes 1 views 0 installs 0 upvotes
Tools253

Tools & capabilities

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).

Mongodb MCP Server tools 53

  • aggregateRun an aggregation against a MongoDB collection
  • aggregate-dbRun an aggregation against a MongoDB database
  • collection-indexesDescribe the indexes for a collection
  • collection-schemaDescribe the schema for a collection
  • collection-storage-sizeGets the size of the collection
  • connectConnect to a MongoDB instance
  • countGets the number of documents in a MongoDB collection using db.collection.count() and query as an optional filter parameter
  • create-collectionCreates a new collection in a database. If the database doesn't exist, it will be created automatically.
  • create-indexCreate an index for a collection
  • db-statsReturns statistics that reflect the use state of a single database
  • delete-manyRemoves all documents that match the filter from a MongoDB collection
  • disconnectClose a MongoDB connection and revoke its connectionId.
  • +41 more on the listing page

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.

Florentine AI MCP

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "mcp-293": {
      "command": "npx",
      "args": [
        "-y",
        "@florentine-ai/mcp"
      ]
    }
  }
}

Mongodb MCP Server

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "mongodb-mcp-server": {
      "command": "npx",
      "args": [
        "-y",
        "mongodb-mcp-server@latest"
      ],
      "env": {
        "MDB_MCP_CONNECTION_STRING": "YOUR_MDB_MCP_CONNECTION_STRING_HERE"
      }
    }
  }
}

Frequently asked questions

Florentine AI MCP is categorized under Databases and uses a local stdio subprocess. Mongodb MCP Server belongs to Databases and uses a local stdio subprocess. Pick Florentine AI MCP for databases work and Mongodb MCP Server for databases.

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client.

Florentine AI MCP has no declared pricing — check the project's own site. Mongodb MCP Server has no declared pricing — check the project's own site. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Yes. MCP clients support multiple servers: add mcp-293 and mongodb-mcp-server as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Florentine AI MCP has a quality signal of 51/100 (Good) with 1 views, 0 installs and 6 GitHub stars. Mongodb MCP Server has 65/100 (Great) with 1 views, 0 installs and 1,149 GitHub stars.