Data & Analytics Templates

Data templates are designed for data analysis, visualization, and machine learning workflows.

Data Analysis Agent

A comprehensive data analysis assistant for statistical analysis and insights.

Default Tools

• read-file - Read data files
• write-file - Create analysis reports
• find-files - Locate data sources
• database-query - Query databases
• run-command - Execute analysis scripts

Sample Prompts

• "Analyze this CSV and identify statistical outliers"
• "Calculate correlation between these variables"
• "Generate summary statistics for the dataset"
• "Find patterns in the customer behavior data"

Best For

• Exploratory data analysis
• Statistical testing
• Data profiling
• Insight generation

Visualization Agent

Focused on creating charts, graphs, and interactive dashboards.

Default Tools

• read-file - Read data
• write-file - Create visualization code
• find-files - Locate data sources
• run-command - Generate visualizations

Sample Prompts

• "Create a bar chart comparing quarterly sales"
• "Generate a dashboard with key metrics"
• "Build an interactive time series visualization"
• "Create a heatmap of user engagement"

Best For

• Chart generation
• Dashboard creation
• Interactive visualizations
• Report graphics

ML Pipeline Builder

Specialized for machine learning workflow development.

Default Tools

• read-file - Read data and models
• write-file - Create pipeline code
• find-files - Locate datasets
• search-files - Find model definitions
• run-command - Execute training and evaluation

Sample Prompts

• "Create a data preprocessing pipeline"
• "Build a classification model for this dataset"
• "Implement cross-validation for the model"
• "Generate feature engineering code"

Best For

• ML pipeline development
• Model training
• Feature engineering
• Model evaluation

Comparing Data Templates