RgentAI Demo - Interactive Preview

Rgent - Your RStudio AI Assistant

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Usage Statistics

Current Plan

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Monthly Usage

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Free Trial Usage

Requests Used

Out of 25 free requests

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Progress

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Requests per Feature

Data Explorer 0 requests

Basic Chat 1 request per message

Auto Execute 1-3 requests

Analyze Last Plot 1 request when used

Debug Last Error 1 request when used

Agent Workflows 2-5 requests per workflow

Agents use: 1 analysis request + 1 code generation request + up to 3 error fix requests if needed

AI Agents

Select an agent to get started

Data Cleaning Agent

Clean datasets: handle missing values, fix types, remove outliers

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Data Transformation Agent

Transform data: create variables, apply functions, reshape structure

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Visualization Agent

Create intelligent plots and visualizations with automatic analysis

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Modeling Agent

Build ML models with interpretability and AI-powered insights

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Statistical Analysis Agent

Perform hypothesis tests, analyze distributions, and calculate effect sizes

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Select DataFrame

Select Cleaning Operations

Data Type Check & Conversion Identify and fix data type issues

Missing Values Analysis Detect % missing per column

Duplicate Detection Count and identify duplicate rows

Outlier Analysis Detect outliers using selected method

Standardize Column Names Convert to selected naming convention

Other Custom Operations Specify your own cleaning needs

Select DataFrame

Select Statistical Analysis Types

Basic Statistics & Distributions Summary statistics, normality tests, outlier detection

Group Comparisons T-tests, Z-tests, ANOVA, non-parametric alternatives

Categorical Data Tests Chi-squared, Fisher's exact, McNemar's test

Before/After Analysis Paired t-tests, repeated measures ANOVA

Effect Size Analysis Cohen's d, eta-squared, odds ratios, confidence intervals

Power Analysis Sample size calculations, effect size estimation

Multiple Testing Correction Bonferroni, FDR, Holm's method

Custom Statistical Analysis Specify your own statistical analysis requirements

Select DataFrame

Select Visualization Categories

Choose the types of visualizations you want to generate. Each category will create appropriate plots for your data.

Distributions Histograms, density plots, and distribution analysis

Comparisons Box plots, violin plots, and group comparisons

Relationships Scatter plots, line plots, and correlation analysis

Categorical Bar charts, pie charts, and frequency analysis

Time Series Line plots, trend analysis, and temporal patterns

Statistical Plots Q-Q plots, residual plots, and statistical diagnostics

Getting Started

Be Specific

"Create a function to calculate mean by group"
"help me with data"
"Debug this ggplot error: object not found"
"it's not working"

Key Features

Smart Context Capture

Automatically captures your entire R environment - data frames, functions, variables, plots, and active code.

Real-time Streaming

Watch AI responses stream in real-time. No waiting for complete responses.

Code Insertion

Click "Insert at Cursor" to add code directly into your R scripts. No copy-paste needed.

Error Debugging

Click "Debug Last Error" for instant analysis and step-by-step fixes.

Plot Analysis

Click "Analyze Last Plot" for statistical insights and improvement suggestions.

Data Explorer

Browse and explore your R objects in the Data Explorer tab. View data frames, matrices, vectors, and lists with sorting and pagination.

AI Agents

What are Agents?

Specialized AI workflows that guide you through complete data analysis tasks step-by-step.

Data Cleaning Agent

Automatically detects missing values, outliers, duplicates
Provides intelligent imputation suggestions
Standardizes column names and data types

Transformation Agent

Smart mathematical transformations (log, sqrt)
Automatic new variable creation
Data reshaping and categorical encoding

Statistical Analysis Agent

Intelligent test selection (t-test, ANOVA, chi-square)
Effect size calculations (Cohen's d, eta-squared)
Distribution analysis with assumption checking

Modeling Agent

Smart algorithm recommendations by target type
Automatic feature engineering
Model comparison and interpretation

Visualization Agent

Intelligent plot type recommendations
Automatic statistical analysis of plots
Smart variable filtering and validation

Getting Started with Agents

Click the Agents tab
Select your data frame
Choose your analysis type
Follow the guided workflow
Get AI analysis + executable code

Rgent - Your RStudio AI Assistant

Rgent - Your AI Assistant

Usage Statistics

Current Plan

Subscription Details

Monthly Usage

Monthly Requests

Requests Remaining

Progress

Free Trial Usage

Requests Used

Requests Remaining

Progress

Requests per Feature

AI Agents

Data Cleaning Agent

Data Transformation Agent

Visualization Agent

Modeling Agent

Statistical Analysis Agent

Select Cleaning Operations

Select Variables to Analyze:

Select Variables to Analyze:

Select Variables to Analyze:

Select Variables to Analyze:

Select Variables to Analyze:

Select Transformation Operations

Select Variables to Analyze:

Select Variables to Analyze:

Select Variables to Analyze:

Select Variables to Analyze:

Select Variables to Analyze:

Select Variables to Analyze:

Select Variables to Analyze:

Select Variables to Analyze:

Select Variables to Analyze:

Select Variables to Analyze:

Select Statistical Analysis Types

Select Machine Learning Algorithms

Select Variables to Include:

Select Variables to Include:

Select Variables to Include:

Select Variables to Include:

Select Variables to Include:

Select Variables to Include:

Select Variables to Include:

Select Variables to Include:

Select Visualization Categories

Getting Started

Be Specific

Key Features

Smart Context Capture

Real-time Streaming

Code Insertion

Error Debugging

Plot Analysis

Data Explorer

AI Agents

What are Agents?

Data Cleaning Agent

Transformation Agent

Statistical Analysis Agent

Modeling Agent

Visualization Agent

Getting Started with Agents

Performance Tips

Keep Environment Clean

Troubleshooting

Slow Responses?

Connection Issues?

Need Anything?

Add Filter

Configure Data Cleaning Agent

📋 Cleaning Workflow

Guide & Help

Getting Started

Be Specific

Key Features

Smart Context Capture

Real-time Streaming