Rlang MCP Server
R

Rlang MCP Server

An MCP server based on the R language, providing ggplot2 data visualization and R script execution functions, supporting multiple output formats and Docker containerized operation.
2.5 points
6.1K

What is R-Server MCP?

R-Server MCP is a special server that provides services through the Model Context Protocol (MCP). It allows AI models to generate data visualizations based on the R language's ggplot2 library and execute arbitrary R scripts.

How to use R-Server MCP?

By configuring the MCP client, you can easily connect to R-Server MCP and send ggplot2 plotting commands or R scripts. The server will return the generated images or script outputs.

Applicable scenarios

R-Server MCP is very suitable for researchers, data analysts, and developers who need to quickly generate statistical charts.

Main features

ggplot2 visualization generation
Supports generating ggplot2 charts through R code, supporting multiple formats such as PNG, JPEG, PDF, and SVG.
R script execution
Can run any R script and return the execution results.
Image customization
Supports adjusting image size, resolution, and output format.
Error handling
When invalid R code appears, clear error messages will be returned.
Advantages
Generate charts without direct access to the R environment.
Support multi - format output, convenient for different application scenarios.
Ensure secure execution through containerized isolation.
Simple and easy to use, suitable for non - technical personnel to operate.
Limitations
Need to install Docker and Go environments to run normally.
May have performance limitations for large and complex scripts.
Only support the standard MCP protocol communication method.

How to use

Install dependencies
Ensure that Go version 1.22 or higher, R version 4.0 or higher, and Docker are installed.
Start R-Server MCP
Run `task docker:run` in the terminal to start the Docker container.
Configure the MCP client
Edit the MCP client configuration file and add the R-Server MCP server address.

Usage examples

Generate a scatter plot
Use R code to generate a scatter plot showing the relationship between car weight (wt) and fuel consumption (mpg).
Execute an R script
Run a simple R script to summarize a dataset.

Frequently Asked Questions

Does R-Server MCP support customizing image sizes?
What if my R script fails?
Do I need to install the R environment separately?

Related resources

Official documentation
Get more information about R-Server MCP.
GitHub code repository
View and contribute to the source code of R-Server MCP.
Example scripts
Some common R script examples.

Installation

Copy the following command to your Client for configuration
{
  "mcpServers": {
    "r-server": {
      "command": "/path/to/r-server",
      "disabled": false,
      "autoApprove": []
    }
  }
}

{
  "mcpServers": {
    "r-server": {
      "command": "/path/to/start_server.sh",
      "args": ["--docker"],
      "disabled": false,
      "autoApprove": []
    }
  }
}
Note: Your key is sensitive information, do not share it with anyone.

Alternatives

R
Rsdoctor
Rsdoctor is a build analysis tool specifically designed for the Rspack ecosystem, fully compatible with webpack. It provides visual build analysis, multi - dimensional performance diagnosis, and intelligent optimization suggestions to help developers improve build efficiency and engineering quality.
TypeScript
5.7K
5 points
N
Next Devtools MCP
The Next.js development tools MCP server provides Next.js development tools and utilities for AI programming assistants such as Claude and Cursor, including runtime diagnostics, development automation, and document access functions.
TypeScript
7.3K
5 points
T
Testkube
Testkube is a test orchestration and execution framework for cloud-native applications, providing a unified platform to define, run, and analyze tests. It supports existing testing tools and Kubernetes infrastructure.
Go
4.0K
5 points
M
MCP Windbg
An MCP server that integrates AI models with WinDbg/CDB for analyzing Windows crash dump files and remote debugging, supporting natural language interaction to execute debugging commands.
Python
7.5K
5 points
R
Runno
Runno is a collection of JavaScript toolkits for securely running code in multiple programming languages in environments such as browsers and Node.js. It achieves sandboxed execution through WebAssembly and WASI, supports languages such as Python, Ruby, JavaScript, SQLite, C/C++, and provides integration methods such as web components and MCP servers.
TypeScript
5.8K
5 points
P
Praisonai
PraisonAI is a production-ready multi-AI agent framework with self-reflection capabilities, designed to create AI agents to automate the solution of various problems from simple tasks to complex challenges. It simplifies the construction and management of multi-agent LLM systems by integrating PraisonAI agents, AG2, and CrewAI into a low-code solution, emphasizing simplicity, customization, and effective human-machine collaboration.
Python
4.3K
5 points
N
Netdata
Netdata is an open-source real-time infrastructure monitoring platform that provides second-level metric collection, visualization, machine learning-driven anomaly detection, and automated alerts. It can achieve full-stack monitoring without complex configuration.
Go
6.4K
5 points
M
MCP Server
The Mapbox MCP Server is a model context protocol server implemented in Node.js, providing AI applications with access to Mapbox geospatial APIs, including functions such as geocoding, point - of - interest search, route planning, isochrone analysis, and static map generation.
TypeScript
6.4K
4 points
N
Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
17.6K
4.5 points
M
Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
29.6K
5 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
57.8K
4.3 points
G
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
19.1K
4.3 points
F
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
53.6K
4.5 points
U
Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
25.0K
5 points
G
Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
18.5K
4.5 points
C
Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
TypeScript
81.2K
4.7 points
AIBase
Zhiqi Future, Your AI Solution Think Tank
© 2025AIBase