What are the prerequisites?
Python 3.10 or higher, a running Milvus instance (local or remote), and `uv` installed.
MCP Pymilvus Code Generator
@brcarry
关于 MCP Pymilvus Code Generator
A pimilvus code generating helper with SSE-based MCP support
MCP Pymilvus Code Generator 配置
使用下面的配置,将此服务器添加到你的 MCP 客户端。
{
"mcpServers": {
"mcp-pymilvus-code-generator": {
"command": "uv",
"args": [
"run",
"src/mcp_pymilvus_code_generate_helper/sse_server.py"
]
}
}
}MCP Pymilvus Code Generator 工具
4Find 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'])
概览
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.
常见问题
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`.
开发工具 分类下的更多 MCP 服务器
Moxie Docs
Jackalope-DevAutomated codebase documentation for GitHub: searchable docs, MCP context for AI agents, doc drift detection, and Friday Cleanup PRs.
1
Modelglass
ModelglassModelglass turns "which model should I use?" into a lookup instead of a guess. Seven tools give your agent live pricing across image, language, video, and audio models. Sourced and versioned, not scraped once and forgott
1
Launchdog
Devin StarksLaunch your product from your AI agent. Connect Claude Code, Codex, Cursor or ChatGPT to Launchdog over MCP and your agent drafts the listing, picks a launch week and books it. 50 launches a week, ranked only by human vo
Vibgrate MCP
VibgrateQuery your team's drift, vulnerability, and migration data from any AI assistant. Vibgrate MCP connects Cursor, Claude, ChatGPT, Windsurf, or VS Code to Vibgrate Cloud: 51 tools for DriftScores, CVEs and EOL runtimes, up
3
Pugi
Pugi Inc.Pugi is an AI product team in your chat. Describe a business in a few sentences and Pugi plans, designs, builds and checks a real website, shows a live preview, and puts it live on its own address. Ask for changes in pla
评论