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MCP Pymilvus Code Generator
M

MCP Pymilvus Code Generator

An MCP server based on Milvus that helps generate pymilvus code by retrieving relevant code snippets and documentation
Developer toolsDatabase#Code generation#Milvus#Python assistance.Python
2 points
7.4K
Open Site

Overview

Installation

Content Details

Alternatives

What is PyMilvus Code Generate Helper?

This is an AI code assistant service based on the Milvus vector database. It can understand your natural language descriptions, automatically retrieve and generate relevant PyMilvus code snippets or documentation. It helps developers quickly implement vector database-related functions without memorizing complex APIs.

How to use PyMilvus Code Generate Helper?

You can connect to this service through AI programming assistants such as Cursor or Claude. Simply describe the PyMilvus function you want to implement in natural language, and the service will automatically return relevant code examples.

Applicable scenarios

When you need to quickly implement Milvus vector database operations but are unsure about the specific API usage; when you want to convert ORM code to PyMilvus client code; when you need to refer to PyMilvus best practice code examples.

Main features

Code generation
Automatically generate PyMilvus code snippets based on natural language descriptions
Code conversion
Convert ORM code to PyMilvus client code
Document retrieval
Quickly find PyMilvus official documentation related to the query
Advantages
No need to memorize complex APIs, get code with natural language
Supports multiple integration methods (SSE/STDIO)
Can connect to local or remote Milvus instances
Limitations
Need to pre - install the Milvus database
Claude desktop version has limited support for remote MCP servers
Depends on the OpenAI API key

How to use

Start the service
Use the uv tool to run the server script
Configure the integrated development environment
Add MCP server configuration in Cursor or Claude
Start querying
Describe your requirements in natural language in the supported IDE

Usage examples

Generate collection creation code
When you need to create a new vector collection but are unsure about the parameter settings
Convert ORM code
When you have existing ORM code that needs to be converted to a PyMilvus implementation

Frequently Asked Questions

Do I need to install Milvus to use this service?
Why can't the Claude desktop version connect to the remote server?
How to specify a specific version of PyMilvus?

Related resources

Milvus official documentation
Official documentation and tutorials for the Milvus vector database
PyMilvus GitHub repository
Source code and examples for the PyMilvus client
UV tool
Recommended Python package management tool

Installation

Copy the following command to your Client for configuration
{
  "mcpServers": {
    "pymilvus-code-generate-helper": {
      "url": "http://localhost:23333/sse"
    }
  }
}

{
  "mcpServers": {
    "pymilvus-code-generate-helper": {
      "command": "/PATH/TO/uv",
      "args": [
        "--directory",
        "/path/to/mcp-pymilvus-code-generator",
        "run",
        "src/mcp_pymilvus_code_generate_helper/stdio_server.py",
        "--milvus_uri",
        "http://localhost:19530"
      ],
      "env": {
        "OPENAI_API_KEY": "YOUR OPENAI API KEY HERE"
      }
    }
  }
}

{
  "mcpServers": {
    "pymilvus-code-generate-helper": {
      "command": "/PATH/TO/uv",
      "args": [
        "--directory",
        "/path/to/mcp-server-milvus/src/mcp_server_milvus",
        "run",
        "src/mcp_pymilvus_code_generate_helper/stdio_server.py",
        "--milvus_uri",
        "http://localhost:19530"
      ], 
      "env": {
        "OPENAI_API_KEY": "YOUR OPENAI API KEY HERE"
      }
    }
  }
}
Note: Your key is sensitive information, do not share it with anyone.

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