PyMilvus Code Generate Helper

What it is

A retrieval server for Milvus SDK code. It indexes the current Milvus documentation into a Milvus instance and answers code questions from that index rather than from memory.

What you get

• milvus_code_generator writes or supplies sample PyMilvus code from a plain-language request
• orm_client_code_convertor converts between the ORM style and the client style for a list of Milvus APIs
• milvus_code_translator translates Milvus code between Python, Java, Go, C#, Node and REST
• The documentation index refreshes on a background weekly schedule and picks up the newest documentation version automatically
• A lightweight start-up mode skips document synchronisation once the index is populated, so restarts are immediate
• Runs over HTTP, server-sent events or stdio

Requirements

Python, plus a running Milvus instance — local or remote — to hold the document index, with its token if it is secured. Document processing and embedding generation call OpenAI, so an API key is needed. A container image is provided.

Setup effort

Follow the published steps — uv run src/mcp_pymilvus_code_generate_helper/fastmcp_server.py

Tools you get

3 tools named in the project's documentation. Every STDIO config in the documentation starts the lightweight server, which skips document sync; run the full server first to populate Milvus, or the tools search an empty index.

Requires

• Python 3.10 or later
• A running Milvus instance, local or remote
• uv
• OPENAI_API_KEY in your environment