mcp-pymilvus-code-generator

Name: mcp-pymilvus-code-generator
Author: brcarry

@brcarry

Repository

About mcp-pymilvus-code-generator

A pimilvus code generating helper with SSE-based MCP support

#mcp #pymilvus #code-generator

Basic information

Config

Add this server to your MCP-compatible client using the configuration below.

{
  "mcpServers": {
    "mcp-pymilvus-code-generator": {
      "command": "uv",
      "args": [
        "run",
        "src/mcp_pymilvus_code_generate_helper/sse_server.py"
      ]
    }
  }
}

Tools

Find related pymilvus code/documents to help generating code from user input in natural language

Find related orm and pymilvus client code/documents to help converting orm code to pymilvus client (or vice versa)

Find related documents and code snippets in different programming languages for milvus code translation

`query`: A string of Milvus API names in list format to translate from one programming language to another (e.g., ['create_collection', 'insert', 'search'])

Overview

What is mcp-pymilvus-code-generator?

An MCP server that retrieves relevant code snippets or documents to help generate pymilvus code. It integrates with a running Milvus instance and is intended for developers using AI coding assistants like Cursor or Claude Desktop.

How to use mcp-pymilvus-code-generator?

Run the server with uv run src/mcp_pymilvus_code_generate_helper/sse_server.py (for SSE) or uv run src/mcp_pymilvus_code_generate_helper/stdio_server.py (for STDIO). Configure it in Cursor or Claude Desktop by adding an MCP server entry. The server connects to a local Milvus instance by default; use --milvus_uri to specify a remote one.

Key features of mcp-pymilvus-code-generator

Retrieves pymilvus code snippets based on natural language queries.
Converts Milvus ORM code to pymilvus client code and vice versa.
Translates Milvus code between programming languages.
Supports both SSE and STDIO transport protocols.
Can be run locally or via Docker.

Use cases of mcp-pymilvus-code-generator

Generate pymilvus code for hybrid search from a user description.
Convert existing Milvus ORM code to pymilvus client code.
Translate a Milvus code snippet from Python to Java, Node.js, or other languages.

FAQ from mcp-pymilvus-code-generator

What are the prerequisites?

Python 3.10 or higher, a running Milvus instance (local or remote), and uv installed.

Does the server require an API key?

Yes, the OPENAI_API_KEY environment variable must be set when using the STDIO configuration (e.g., in Claude Desktop or Cursor).

What transports does the server support?

It supports both SSE (Server-Sent Events) and STDIO (standard input/output).

Can I run the server in a container?

Yes, a Dockerfile is provided. Build the image with docker build -t milvus-code-helper . and run with environment variables for OPENAI_API_KEY, MILVUS_URI, and MILVUS_TOKEN.

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