Content
# milvus-sdk-code-helper
> A Model Context Protocol server that retrieves relevant code snippets or documents to help generating pymilvus code.
## Prerequisites
Before using this MCP server, ensure you have:
- Python 3.10 or higher
- A running [Milvus](https://milvus.io/) instance (local or remote)
- [uv](https://github.com/astral-sh/uv) installed (recommended for running the server)
## Quick Start with FastMCP
The recommended way to use this MCP server is through FastMCP, which provides better performance and easier configuration.
### First Time Setup (with Document Update)
For the first time running the server, use the main FastMCP server which will automatically update the document database:
```bash
uv run src/mcp_pymilvus_code_generate_helper/fastmcp_server.py
```
This will:
- Connect to your Milvus instance (default: http://localhost:19530)
- Download and process the latest Milvus documentation
- Start the MCP server with all three tools available
#### Custom Configuration
```bash
# Connect to remote Milvus server
uv run src/mcp_pymilvus_code_generate_helper/fastmcp_server.py --milvus_uri http://your-server:19530 --milvus_token your_token
# Change server host and port
uv run src/mcp_pymilvus_code_generate_helper/fastmcp_server.py --host 0.0.0.0 --port 8080
# Use different transport (default is http)
uv run src/mcp_pymilvus_code_generate_helper/fastmcp_server.py --transport sse
```
### Subsequent Runs (Lightweight Mode)
After the initial setup, you can use the lightweight FastMCP server for faster startup:
```bash
uv run examples/fastmcp_server.py
```
This lightweight version:
- Skips document synchronization
- Starts immediately without background tasks
- Assumes documents are already loaded in Milvus
#### Lightweight Server Options
```bash
# Custom configuration for lightweight server
uv run examples/fastmcp_server.py --milvus_uri http://your-server:19530 --host 0.0.0.0 --port 8080 --transport http
```
## Key Features
- Automatically fetches and indexes the latest Milvus documentation version (可以获取最新文档版本)
- Weekly auto-refresh via a lightweight background scheduler
### Usage with Cursor
1. Go to `Cursor` > `Settings` > `MCP`
2. Click on the `+ Add New Global MCP Server` button
3. Configure based on your chosen mode:
#### For HTTP Transport (Recommended)
```json
{
"mcpServers": {
"milvus-sdk-code-helper": {
"url": "http://localhost:8000/mcp"
}
}
}
```
#### For SSE Transport
```json
{
"mcpServers": {
"milvus-sdk-code-helper": {
"url": "http://localhost:8000"
}
}
}
```
#### For STDIO Transport
```json
{
"mcpServers": {
"milvus-sdk-code-helper": {
"command": "/PATH/TO/uv",
"args": [
"--directory",
"/path/to/milvus-sdk-code-helper",
"run",
"examples/fastmcp_server.py",
"--transport",
"stdio",
"--milvus_uri",
"http://localhost:19530"
],
"env": {
"OPENAI_API_KEY": "YOUR_OPENAI_API_KEY"
}
}
}
}
```
### Usage with Claude Desktop
1. Install Claude Desktop from https://claude.ai/download
2. Open your Claude Desktop configuration:
- macOS: `~/Library/Application Support/Claude/claude_desktop_config.json`
- Windows: `%APPDATA%\Claude\claude_desktop_config.json`
3. Add the following configuration:
#### For HTTP Transport
```json
{
"mcpServers": {
"milvus-sdk-code-helper": {
"url": "http://localhost:8000/mcp"
}
}
}
```
#### For STDIO Transport
```json
{
"mcpServers": {
"milvus-sdk-code-helper": {
"command": "/PATH/TO/uv",
"args": [
"--directory",
"/path/to/milvus-sdk-code-helper",
"run",
"examples/fastmcp_server.py",
"--transport",
"stdio",
"--milvus_uri",
"http://localhost:19530"
],
"env": {
"OPENAI_API_KEY": "YOUR_OPENAI_API_KEY"
}
}
}
}
```
4. Restart Claude Desktop
> ⚠️ **Note**: Remember to set the `OPENAI_API_KEY` environment variable when using STDIO transport.
## Usage with Claude Code (VS Code)
### Using CLI (Recommended)
```bash
# HTTP (recommended)
claude mcp add --transport http milvus-sdk-code-helper http://localhost:8000/mcp
# SSE
claude mcp add --transport sse milvus-sdk-code-helper http://localhost:8000
# STDIO
claude mcp add milvus-sdk-code-helper /ABS/PATH/TO/uv -- \
--directory /ABS/PATH/TO/milvus-sdk-code-helper \
run examples/fastmcp_server.py --transport stdio --milvus_uri http://localhost:19530
```
### Manual Configuration
- Global (`~/.claude.json`) – HTTP transport
```json
{
"mcpServers": {
"milvus-sdk-code-helper": {
"type": "http",
"url": "http://localhost:8000/mcp"
}
}
}
```
- Project (`.mcp.json` at project root) – STDIO transport
```json
{
"mcpServers": {
"milvus-sdk-code-helper": {
"type": "stdio",
"command": "/ABS/PATH/TO/uv",
"args": [
"--directory",
"/ABS/PATH/TO/milvus-sdk-code-helper",
"run",
"examples/fastmcp_server.py",
"--transport",
"stdio",
"--milvus_uri",
"http://localhost:19530"
],
"env": {
"OPENAI_API_KEY": "YOUR_OPENAI_API_KEY"
}
}
}
}
```
## Usage with Gemini CLI (as an MCP server)
You can add a Gemini MCP server alongside this project in the same client. This is optional and independent of this server.
## Available Tools
The server provides three powerful tools for Milvus code generation and translation:
### 1. `milvus_code_generator`
Generate or provide sample PyMilvus/Milvus code based on natural language input.
- **When to use**: Code generation, sample code requests, "how to write" queries
- **Parameters**:
- `query`: Your natural language request for code generation
- **Example**: "Generate pymilvus code for hybrid search"
### 2. `orm_client_code_convertor`
Convert between ORM and PyMilvus client code formats.
- **When to use**: Converting between ORM and client styles, format adaptation
- **Parameters**:
- `query`: List of Milvus API names to convert (e.g., `["create_collection", "insert"]`)
- **Example**: "Convert ORM code to PyMilvus client"
### 3. `milvus_code_translator`
Translate Milvus code between different programming languages.
- **When to use**: Cross-language code translation
- **Parameters**:
- `query`: List of Milvus API names in escaped double quotes format (e.g., `[\"create_collection\", \"insert\", \"search\"]`)
- `source_language`: Source programming language (python, java, go, csharp, node, restful)
- `target_language`: Target programming language (python, java, go, csharp, node, restful)
- **Example**: "Translate Python Milvus code to Java"
> ⚠️ **Important**: You don't need to specify tool names or parameters manually. Just describe your requirements naturally, and the MCP system will automatically select the appropriate tool and prepare the necessary parameters.
## Legacy Transport Modes
For backward compatibility, the server also supports SSE and STDIO transport modes:
### SSE Transport
```bash
# Start SSE server
uv run src/mcp_pymilvus_code_generate_helper/sse_server.py --milvus_uri http://localhost:19530
# Cursor configuration for SSE
{
"mcpServers": {
"milvus-sdk-code-helper": {
"url": "http://localhost:23333/milvus-code-helper/sse"
}
}
}
```
### STDIO Transport
```bash
# Start STDIO server
uv run src/mcp_pymilvus_code_generate_helper/stdio_server.py --milvus_uri http://localhost:19530
# Cursor configuration for STDIO
{
"mcpServers": {
"milvus-sdk-code-helper": {
"command": "/PATH/TO/uv",
"args": [
"--directory",
"/path/to/milvus-sdk-code-helper",
"run",
"src/mcp_pymilvus_code_generate_helper/stdio_server.py",
"--milvus_uri",
"http://localhost:19530"
],
"env": {
"OPENAI_API_KEY": "YOUR_OPENAI_API_KEY"
}
}
}
}
```
## Docker Support
You can also run the server using Docker:
### Build the Docker Image
```bash
docker build -t milvus-code-helper .
```
### Run with FastMCP (Recommended)
```bash
# First time run with document update
docker run -p 8000:8000 \
-e OPENAI_API_KEY=your_openai_key \
-e MILVUS_URI=http://your-milvus-host:19530 \
-e MILVUS_TOKEN=your_milvus_token \
milvus-code-helper
# Lightweight mode for subsequent runs
docker run -p 8000:8000 \
-e OPENAI_API_KEY=your_openai_key \
-e MILVUS_URI=http://your-milvus-host:19530 \
-e MILVUS_TOKEN=your_milvus_token \
milvus-code-helper examples/fastmcp_server.py
```
## Configuration Options
### Server Parameters
| Parameter | Description | Default |
|-----------|-------------|---------|
| `--milvus_uri` | Milvus server URI | `http://localhost:19530` |
| `--milvus_token` | Milvus authentication token | `""` |
| `--db_name` | Milvus database name | `default` |
| `--host` | Server host address | `0.0.0.0` |
| `--port` | Server port | `8000` |
| `--path` | HTTP endpoint path | `/mcp` |
| `--transport` | Transport protocol | `http` |
### Transport Options
- **`http`**: RESTful HTTP transport (recommended)
- **`sse`**: Server-Sent Events transport
- **`stdio`**: Standard input/output transport
### Environment Variables
- `OPENAI_API_KEY`: Required for document processing and embedding generation
- `MILVUS_URI`: Alternative way to specify Milvus server URI
- `MILVUS_TOKEN`: Alternative way to specify Milvus authentication token
## Troubleshooting
### Common Issues
1. **Connection refused**: Ensure Milvus is running and accessible
2. **Authentication failed**: Check your Milvus token and credentials
3. **Port conflicts**: Change the port using `--port` parameter
4. **Missing documents**: Run the full server first to populate the database
### Debug Mode
Enable debug logging:
```bash
PYTHONPATH=src python -m logging --level DEBUG src/mcp_pymilvus_code_generate_helper/fastmcp_server.py
```
## Contributing
Contributions are welcome! If you have ideas for improving the retrieval results or adding new features, please submit a pull request or open an issue.
## License
This project is licensed under the MIT License.
