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opendatahub-io/rhoai-mcp

开发工具

本页由 AI 翻译,技术细节请以原文为准。 查看原文

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Prototype MCP server for RHOAI

概览

An MCP (Model Context Protocol) server that enables AI agents to interact with Red Hat OpenShift AI (RHOAI) environments. This server replicates the capabilities of the OpenShift AI Dashboard through programmatic tools. - : Create, list, and manage Data Science Projects - : Create, start, stop, and delete Jupyter workbenches - : Deploy and manage InferenceServices with KServe - : Manage S3 credentials for data access - : Configure Data Science Pipelines infrastructure - : Create and manage persistent volume claims - : Fine-tune models with Kubeflow Training Operator - : Workflow guidance for multi-step operations (18 prompts) Want to add your team's capabilities to rhoai-mcp? See the contributor guide for templates, documentation, and a working example domain. For OpenShift installation, refer to OpenShift deployment.

README

以下为原文 README 节选,完整内容请查看原文。

RHOAI MCP Server

An MCP (Model Context Protocol) server that enables AI agents to interact with Red Hat OpenShift AI (RHOAI) environments. This server replicates the capabilities of the OpenShift AI Dashboard through programmatic tools.

Features

  • Project Management: Create, list, and manage Data Science Projects
  • Workbench Operations: Create, start, stop, and delete Jupyter workbenches
  • Model Serving: Deploy and manage InferenceServices with KServe
  • Data Connections: Manage S3 credentials for data access
  • Pipelines: Configure Data Science Pipelines infrastructure
  • Storage: Create and manage persistent volume claims
  • Training: Fine-tune models with Kubeflow Training Operator
  • MCP Prompts: Workflow guidance for multi-step operations (18 prompts)

Technology Stack

Component Technology Purpose
Runtime Python 3.11+ Core language
MCP Framework FastMCP 1.0+ Model Context Protocol server
Kubernetes Client kubernetes-python 28.1+ Cluster API interactions
Data Validation Pydantic 2.0+ Type-safe models and settings
HTTP Client httpx 0.27+ Async HTTP requests
Container Base Red Hat UBI 9 Production container image
Package Manager uv Fast Python dependency management

Extending

Want to add your team’s capabilities to rhoai-mcp? See the contributor guide for templates, documentation, and a working example domain.

Installation

For OpenShift installation, refer to OpenShift deployment.

# Clone the repository
git clone https://github.com/opendatahub-io/rhoai-mcp.git
cd rhoai-mcp

# Install dependencies
uv sync

# Run the server
uv run rhoai-mcp

Using pip

pip install -e .
rhoai-mcp

Using Container (Podman/Docker)

# Build the image
make build
在 GitHub 查看完整 README

安装

uvx --from git+https://github.com/opendatahub-io/rhoai-mcp rhoai-mcp
新手?先看 mcpskill.org 教程 →

配置

{ "mcpServers": { "rhoai-mcp": { "url": "https://<RHOAI_MCP_ROUTE>/mcp" } } }