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Tidymodels MCP

Tidymodels MCP

一个基于Model Context Protocol (MCP)的本地服务器,专门为R语言的tidymodels生态系统提供工具和资源支持,可集成到Cline.bot和Claude Desktop等AI工具中使用。
2.5分
1
2025-04-29 03:27:45
概述
安装
工具列表
内容详情
替代品

What is the Tidymodels MCP Server?

This server provides specialized tools for working with tidymodels - a collection of R packages for modeling and machine learning. It monitors tidymodels GitHub repositories and offers package information, function search, code generation, and issue tracking capabilities.

How to use the Tidymodels MCP Server?

The server runs locally and connects to AI tools like Cline.bot or Claude Desktop. After installation, you can query it for tidymodels information, generate R code templates, or search package documentation.

Use Cases

Ideal for R developers using tidymodels, data scientists building ML workflows, or educators teaching tidy modeling approaches. Helps with package discovery, function lookup, and workflow automation.

Key Features

Package DiscoveryList and explore all packages in the tidymodels ecosystem
Function SearchSearch for R functions across multiple tidymodels packages
Code GenerationCreate template code for common tidymodels tasks and workflows
Issue TrackingSearch GitHub issues across tidymodels repositories

Pros and Cons

Advantages
Specialized knowledge of tidymodels ecosystem
Local operation ensures data privacy
Reduces GitHub API calls through caching
Seamless integration with AI coding assistants
Limitations
Requires Node.js runtime environment
Limited to tidymodels ecosystem functionality
GitHub token needed for full API access

Getting Started

Install PrerequisitesEnsure Node.js (v14+) and npm are installed on your system
Clone and SetupDownload the server files and install dependencies
Configure IntegrationAdd the server to your Cline or Claude Desktop configuration file

Example Use Cases

Exploring PackagesDiscover available packages in the tidymodels ecosystem
Workflow TemplateGenerate starter code for a modeling task

Frequently Asked Questions

1
Do I need a GitHub token?A token is optional but recommended to avoid API rate limits. The server works without one but with reduced GitHub access.
2
Can I use this without Cline/Claude?Yes, the server can be queried directly, but the integration with these tools provides the best user experience.

Additional Resources

Tidymodels Official SiteMain website for tidymodels documentation
Model Context Protocol DocsTechnical details about MCP specification
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安装
复制以下命令到你的Client进行配置
{
  "mcpServers": {
    "tidymodels": {
      "command": "node",
      "args": ["/path/to/tidymodels-mcp/js/index.js"],
      "env": {
        "GITHUB_TOKEN": "your-github-token"
      },
      "disabled": false,
      "autoApprove": [
        "list_tidymodels_packages",
        "get_package_details",
        "search_r_functions",
        "generate_tidymodels_code",
        "search_issues"
      ]
    }
  }
}

{
  "mcpServers": {
    "tidymodels": {
      "command": "node",
      "args": ["/path/to/tidymodels-mcp/js/index.js"],
      "env": {
        "GITHUB_TOKEN": "your-github-token"
      },
      "disabled": false,
      "autoApprove": []
    }
  }
}
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