R-Server MCP

R-Server MCP

gdbelvin

Research & Data
Visit Server

README

R-Server MCP

A specialized Model Context Protocol (MCP) server that enables AI models to generate data visualizations using R's ggplot2 library and execute R scripts.

Overview

This MCP server provides a streamlined interface for creating statistical visualizations and executing R scripts without requiring direct access to an R environment. It exposes two MCP tools:

  • render_ggplot: Generates visualizations from R code containing ggplot2 commands
  • execute_r_script: Executes any R script and returns the text output

Features

  • ggplot2 Rendering: Execute R code containing ggplot2 commands and return the resulting visualization
  • R Script Execution: Execute any R script and return the text output
  • Format Options: Support for PNG, JPEG, PDF, and SVG output formats
  • Customization: Control image dimensions and resolution
  • Error Handling: Clear error messages for invalid R code or rendering failures
  • MCP Protocol Compliance: Full implementation of the Model Context Protocol
  • Docker Integration: Secure execution of R code in isolated containers

Requirements

  • Go 1.22 or later
  • R 4.0 or later with ggplot2 package
  • Docker (for containerized execution)

Building

# Build the Docker image
task docker:build

# Run the server in Docker
task docker:run

Using Docker with stdin/stdout

The server can be run in Docker while preserving stdin/stdout communication, which is essential for MCP:

# Build and run using docker-compose
./start_server.sh --docker

Or set an environment variable:

USE_DOCKER=true ./start_server.sh

This approach ensures that stdin and stdout are properly connected between the host and the container, allowing seamless MCP communication.

Usage

MCP Integration

To use this server with an MCP client, configure it in your MCP settings file:

Local Execution

{
  "mcpServers": {
    "r-server": {
      "command": "/path/to/r-server",
      "disabled": false,
      "autoApprove": []
    }
  }
}

Docker Execution

{
  "mcpServers": {
    "r-server": {
      "command": "/path/to/start_server.sh",
      "args": ["--docker"],
      "disabled": false,
      "autoApprove": []
    }
  }
}

The MCP client will automatically communicate with the server using stdio transport, which is the recommended approach for stability and reliability. The dockerized version maintains this communication pattern while providing isolation and dependency management.

License

Creative Commons Attribution-NonCommercial 4.0 International (CC-BY-NC 4.0)

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.

See the LICENSE file for details.

Recommended Servers

Crypto Price & Market Analysis MCP Server

Crypto Price & Market Analysis MCP Server

A Model Context Protocol (MCP) server that provides comprehensive cryptocurrency analysis using the CoinCap API. This server offers real-time price data, market analysis, and historical trends through an easy-to-use interface.

Featured
TypeScript
MCP PubMed Search

MCP PubMed Search

Server to search PubMed (PubMed is a free, online database that allows users to search for biomedical and life sciences literature). I have created on a day MCP came out but was on vacation, I saw someone post similar server in your DB, but figured to post mine.

Featured
Python
dbt Semantic Layer MCP Server

dbt Semantic Layer MCP Server

A server that enables querying the dbt Semantic Layer through natural language conversations with Claude Desktop and other AI assistants, allowing users to discover metrics, create queries, analyze data, and visualize results.

Featured
TypeScript
mixpanel

mixpanel

Connect to your Mixpanel data. Query events, retention, and funnel data from Mixpanel analytics.

Featured
TypeScript
Sequential Thinking MCP Server

Sequential Thinking MCP Server

This server facilitates structured problem-solving by breaking down complex issues into sequential steps, supporting revisions, and enabling multiple solution paths through full MCP integration.

Featured
Python
Nefino MCP Server

Nefino MCP Server

Provides large language models with access to news and information about renewable energy projects in Germany, allowing filtering by location, topic (solar, wind, hydrogen), and date range.

Official
Python
Vectorize

Vectorize

Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.

Official
JavaScript
Mathematica Documentation MCP server

Mathematica Documentation MCP server

A server that provides access to Mathematica documentation through FastMCP, enabling users to retrieve function documentation and list package symbols from Wolfram Mathematica.

Local
Python
kb-mcp-server

kb-mcp-server

An MCP server aimed to be portable, local, easy and convenient to support semantic/graph based retrieval of txtai "all in one" embeddings database. Any txtai embeddings db in tar.gz form can be loaded

Local
Python
Research MCP Server

Research MCP Server

The server functions as an MCP server to interact with Notion for retrieving and creating survey data, integrating with the Claude Desktop Client for conducting and reviewing surveys.

Local
Python