Tidymodels MCP Server

by javorraca

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409 downloads

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GitHub

About

Provides access to the tidymodels R ecosystem, enabling function search, package exploration, template code generation, and GitHub issue tracking for data science and machine learning workflows.

Details

Author: javorraca
Repository: JavOrraca/tidymodels-mcp
GitHub stars: 1
Downloads: 409
License: MIT License
Categories: Developer Tools, Other, AI, Knowledge Base, Productivity, Design, Search, Infrastructure, API, Project Management
Tags: #data-analysis, #data-science

- List all packages in the tidymodels ecosystem
- Get detailed information about a specific package
- Search for R functions across tidymodels packages
- Generate template code for common tidymodels tasks
- Search for issues in tidymodels repositories
- Access all repositories and documentation from the tidymodels GitHub organization

Setting up with Highlight

This MCP is not yet compatible with Highlight’s one-click setup. However, you can still use it with Highlight by following these steps:

Download and install Highlight from highlightai.com/download
Navigate to the plugins tab and select "Add Custom Plugin"
Configure the plugin with the settings below
Plugin Name Tidymodels MCP Server

Command (node, npx, python, etc.) node
Arguments
- Argument 1 /path/to/tidymodels-mcp/js/index.js
Environment
- GITHUB_TOKEN your-github-token
Please refer to the README for specific instructions on how to obtain API keys or other required environment variables.
Enable "Start Automatically" if you want the plugin to start when Highlight launches

Setting up with Cursor

Open Cursor's settings
Navigate to the MCP section
Click "Add new Global MCP server"
Copy and paste the configuration below based on your operating system

JSON

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

JSON

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

JSON

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

Setting up with Claude Desktop

Open Claude Desktop's settings
Go to the Integrations tab
Click "Add MCP Server"
Use the configuration below based on your operating system

Note: Make sure Claude Desktop is running before attempting to connect.

JSON

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

JSON

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

JSON

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

Setting up with Windsurf

Open Windsurf's preferences
Go to the Integrations section
Click "Add MCP Integration"
Use the configuration below based on your operating system

JSON

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

JSON

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

JSON

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

Setting up with Cline

Open Cline's settings
Navigate to the Integrations section
Click "Add MCP Server"
Copy and paste the configuration below based on your operating system

Note: Make sure to restart Cline after adding the configuration.

JSON

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

JSON

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

JSON

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

Setting up with Goose

Open Goose's preferences
Go to the Integrations tab
Select "MCP Servers"
Click "Add New Server"
Use the configuration below based on your operating system

JSON

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

JSON

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

JSON

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

From the repository

Prerequisites

- Node.js (v14 or later)
- npm

Setup

1. Clone this repository:

   git clone https://github.com/yourusername/tidymodels-mcp.git

   cd tidymodels-mcp

2. Install dependencies:

   npm install

3. Build the server:

   npm run build

`list_tidymodels_packages`

Lists all packages in the tidymodels ecosystem. Arguments: refresh (optional): Force a refresh of the repository cache

`get_package_details`

Get detailed information about a specific tidymodels package. Arguments: package (required): Package name

`search_r_functions`

Search for R functions in tidymodels packages. Arguments: query (required): Function name or keyword to search for, package (optional): Limit search to a specific package

`generate_tidymodels_code`

Generate R code for common tidymodels tasks. Arguments: task (required): Description of the task, template (optional): Type of template (recipe, model, tune, evaluation)

`search_issues`

Search for issues in tidymodels repositories. Arguments: query (required): Search query, repo (optional): Limit search to a specific repository, state (optional): Issue state (open, closed, all)

The server provides the following tools:

Claude Desktop / Cursor

Paste into your MCP client config file to install this server.

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

Macos

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

Windows

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

Linux

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

An MCP server for accessing tidymodels GitHub information and generating code.

A Model Context Protocol (MCP) server that provides tools and resources for working with thetidymodelsecosystem in R.

While this MCP server is extensible for use with tool-agnostic agentic AI workflows, in it's current form it can be paired with Cline.botand Claude Desktopas a local MCP server. The purpose of this MCP is to monitor the tidymodels ecosystem, specifically the GitHub repositories under the tidymodels organization, providing comprehensive information about tidymodels packages, functions, and common workflows.

Currently, I'm getting better MCP performance when paired with Cline to:

- List all packages in the tidymodels ecosystem
- Provide detailed information about specific packages
- Search for R functions across tidymodels packages
- Generate template code for common tidymodels tasks
- Search for issues in tidymodels repositories

git clone https://github.com/yourusername/tidymodels-mcp.git cd tidymodels-mcp

The server can use a GitHub token to avoid rate limits when accessing the GitHub API. To provide a token:
- Create a personal access tokenwith thepublic_reposcope.
- Add it to your configuration as shown below.

Adding to Cline in Visual Studio Code, Positron, and OSS Code IDEs

After you've installed Cline's VS Code extension, navigate to its MCP Servers marketplace where you can configure local MCP server settings. Then, add the JSON to Cline'scline_mcp_settings.json(if you want to autoapprove the core tools within this MCP server library, keep the names shown in theautoApprovelist):

{ "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" ] } } }

To use this MCP server withClaude Desktop, add it to yourclaude_desktop_config.json:

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

The config file is typically located at:

- macOS:~/Library/Application Support/Claude/claude_desktop_config.json
- Windows:%APPDATA%\Claude\claude_desktop_config.json
- Linux:~/.config/Claude/claude_desktop_config.json

The server provides the following tools:

Lists all packages in the tidymodels ecosystem.

Arguments: - refresh (optional): Force a refresh of the repository cache

Get detailed information about a specific tidymodels package.

Arguments: - package (required): Package name

Search for R functions in tidymodels packages.

Arguments: - query (required): Function name or keyword to search for - package (optional): Limit search to a specific package

Generate R code for common tidymodels tasks.

Arguments: - task (required): Description of the task - template (optional): Type of template (recipe, model, tune, evaluation)

Search for issues in tidymodels repositories.

Arguments: - query (required): Search query - repo (optional): Limit search to a specific repository - state (optional): Issue state (open, closed, all)

- All repositories in the tidymodels GitHub organization
- Documentation about tidymodels packages
- Template code for common tasks

Here are some examples of how to use this MCP server with Cline:

I'd like to know what packages are available in the tidymodels ecosystem.

Can you tell me about the parsnip package in tidymodels?

I need to find R functions related to cross-validation in tidymodels.

Generate code for a tidymodels workflow that predicts housing prices using random forests.

Show me open issues related to recipe preprocessing in tidymodels.

- js/: Contains the JavaScript/Node.js server implementation
- src/: Contains the TypeScript source (if using TypeScript)
- build/: Output directory for build files

If you've made changes to the TypeScript files, you can rebuild the server with:

This project is licensed under the MIT License - see theLICENSEfile for details.

- The tidymodelsteam for their excellent R packages
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About

Details

Jump to

Setting up with Highlight

From the repository

Prerequisites

Setup

list_tidymodels_packages

get_package_details

search_r_functions

generate_tidymodels_code

search_issues

Claude Desktop / Cursor

Macos

Windows

Linux

Adding to Cline in Visual Studio Code, Positron, and OSS Code IDEs

Install

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`list_tidymodels_packages`

`get_package_details`

`search_r_functions`

`generate_tidymodels_code`

`search_issues`