mcp-pymilvus-code-generator

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.