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MCP SERVER

PyMilvus Code Generate Helper

by Shawnzheng011019

Get Milvus SDK code that matches the current documentation — generated, converted between ORM and client styles, or translated to another language.

Framework & SDK Documentation Lookup
Summary
SDK answers grounded in current docs, not stale training data.

The reason this exists is version drift: Milvus APIs move, and a model writing from memory produces code that no longer runs. Indexing the live documentation and retrieving against it is the fix, and the translation tool extends the same index to the other language SDKs.

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.