MongoDB server for schema inspection and read-only queries with LLM integration
MCP MongoDB Server is an essential component in the Model Context Protocol (MCP) ecosystem, meticulously designed to facilitate seamless data access and manipulation through MongoDB databases. This server serves as a bridge between advanced artificial intelligence applications like Claude Desktop and MongoDB collections, enabling these applications to inspect collection schemas and execute read-only queries efficiently. By adhering to standard MCP protocols, this server ensures interoperability with other MCP-enabled tools and clients, making it indispensable in modern AI workflows.
Collection Schemas: MCP MongoDB Server supports listing and accessing collections via mongodb://
URIs. Each collection is meticulously configured with a name, description, and schema that provides JSON mime type access for detailed field definitions.
graph TD
A[Collection Schema] --> B[field names] --> C[data types]
query: This tool allows the execution of read-only MongoDB queries against the connected database. The input is a query object, and all queries are executed with strict readonly permissions.
graph TD
A[query tool] --> B[MongoDB Query]
aggregate: Similar to query
, this tool executes read-only MongoDB aggregation queries against the connected database. The input is an aggregate object.
graph TD
A[aggregate tool] --> B[MongoDB Aggregate Query]
query & aggregate: Both these prompts offer insights into the collection’s structure, data types, and basic statistics by analyzing specific collections.
graph TD
A[query/prompt] --> B[Collection Name] --> C[Data Types & Statistics]
MCP MongoDB Server adheres to the Model Context Protocol, ensuring compatibility and interoperability with other MCP clients. The protocol flow diagram illustrates how data flows between AI applications, MongoDB collections, and MCP servers.
graph TD
A[AI Application] -->|MCP Client| B[MCP Protocol]
B --> C[MCP Server]
C --> D[Data Source/Tool]
style A fill:#e1f5fe
style C fill:#f3e5f5
style D fill:#e8f5e8
To integrate this server with Claude Desktop, you need to configure the server in your claude_desktop_config.json
file.
On MacOS: ~/Library/Application Support/Claude/claude_desktop_config.json
On Windows: %APPDATA%/Claude/claude_desktop_config.json
{
"mcpServers": {
"mongodb": {
"command": "node",
"args": [
"~/mcp-mongo-server/build/index.js",
"mongodb://muhammed:[email protected]/namespace"
]
},
}
}
Imagine an AI application that needs to analyze financial transaction data from a MongoDB collection. Using the query
tool, you can inspect the schema of the collection and extract relevant information such as specific transactions or account balances.
graph TD
A[AI Application] --> B[MCP Server]
B --> C[Collection Schema]
C --> D[MongoDB Queries]
D --> E[Insights & Statistics]
An AI system might need to perform real-time data aggregation to monitor user behavior in a marketing campaign. By leveraging the aggregate
tool, the server can process and return aggregate queries quickly.
graph TD
A[AI Application] --> B[MCP Server]
B --> C[MongoDB Aggregation Queries]
C --> D[Real-time Insights & Metrics]
MCP MongoDB Server ensures compatibility across various MCP clients. The following table provides a detailed compatibility matrix.
MCP Client | Resources | Tools | Prompts | Status |
---|---|---|---|---|
Claude Desktop | ✅ | ✅ | ✅ | Full Support |
Continue | ✅ | ✅ | ✅ | Full Support |
Cursor | ❌ | ✅ | ❌ | Tools Only |
Performance and compatibility are crucial for the successful deployment of MCP MongoDB Server. The server is optimized to handle various load conditions, ensuring reliable performance even under heavy query loads.
To configure this server, you can use npm scripts provided in the repository. Additionally, security settings such as API keys and environmental variables are configurable to enhance security.
Q: How do I install MCP MongoDB Server for use with Claude Desktop?
A: Follow the instructions in the "Getting Started" section or add the server configuration directly to your claude_desktop_config.json
.
Q: Is this server compatible with all MCP clients? A: Yes, but compatibility may vary. Refer to the compatibility matrix for detailed information.
Q: Can I use multiple MCP databases with a single CLI command?
A: Yes, you can provide multiple mongodb://
URLs in your configuration file.
Q: What security measures are in place for this server? A: The server supports API key authentication and environmental variable configurations to ensure secure operation.
Q: How do I troubleshoot issues with this server?
A: Use the inspector
tool provided by Smithery to debug your MCP server and identify any potential issues.
Contributions are welcome! Developers can contribute to the project by submitting pull requests, fixing bugs, or improving documentation. For more details, see the repository's contribution guidelines.
Explore other valuable resources and tools within the MCP ecosystem:
By integrating MCP MongoDB Server with your AI applications, you can enhance their capabilities significantly. This server not only ensures seamless data access but also aligns with the broader MCP ecosystem, making it an invaluable asset in modern development practices.
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