Exploration & Learning MCP Prompt Templates

Reference to the Exploration & Learning MCP prompt templates for deeper analysis and discovering patterns in your RudderStack setup.

The Exploration & Learning MCP templates are designed to help you in the following scenarios:

  • When you want to understand your RudderStack setup better and discover patterns in your data
  • When you want to learn about features you are not using yet
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These templates are perfect for proactive exploration and optimization without requiring specific problems to solve.

Templates

The following templates are available in the Exploration & Learning category:

Understand data journey

Use this template when you want to trace how your data flows through RudderStack.

Map out the data journey for [specific data type, for example, "user events", "purchase data"]

Show me how it flows from sources to destinations and any transformations applied

Example

Map out the data journey for user signup events

Show me how it flows from sources to destinations and any transformations applied

What you will learn

  • Complete data flow mapping from sources to destinations
  • Transformation processes applied to your data
  • Data routing and processing steps
  • Potential bottlenecks or inefficiencies in the flow
  • Integration points and dependencies

Sample data inspection

Use this template when you want to see actual data flowing through your pipelines.

Show me sample events from my [source name] source over the past [timeframe]

Include the event structure and any transformations applied

Example

Show me sample events from my JavaScript SDK Dev source over the past 24 hours

Include the event structure and any transformations applied

What you will learn

  • Actual event structure and data formats
  • Data quality and consistency patterns
  • Transformation effects on your data
  • Schema validation and data integrity
  • Event payload examples and variations

Usage analytics discovery

Use this template when you want to understand your data volume and patterns.

Analyze my data usage patterns over the past [time frame]

Include volume trends, peak times, and which sources/destinations are most active

What you will learn

  • Peak traffic patterns and timing
  • Most and least active data sources
  • Volume trends and growth patterns
  • Resource utilization insights
  • Seasonal or cyclical data patterns

Optimization opportunities

Use this template when you want to improve your current setup for optimization and better performance.

Identify optimization opportunities in my current setup. 
Focus on performance, cost efficiency, and data quality improvements

What you will learn

  • Transformation efficiency opportunities
  • Destination batching optimizations
  • Data quality improvements
  • Cost reduction opportunities

Custom documentation generation

Use this template when you want personalized documentation for your team.

Create a comprehensive handbook for my RudderStack workspace

Include setup details, common operations, and troubleshooting guides specific to my configuration

Follow-up for team-specific needs:

Add a section for [team_type] users with common tasks and potential issues they might encounter

Example

Create a comprehensive handbook for my RudderStack workspace.

Include setup details, common operations, and troubleshooting guides specific to my configuration.

Add a section for marketing team users with common tasks and potential issues they might encounter

What you will learn

  • Customized operational procedures
  • Team-specific troubleshooting guides
  • Configuration documentation tailored to your setup
  • Common tasks and workflows for different user types
  • Best practices specific to your environment

Feature discovery

Use this template when you want to learn about RudderStack features that you might not be using yet.

Based on my current setup, what RudderStack features am I not using that could benefit me?

Include specific recommendations for my data sources and use cases

What you will learn

  • Underutilized platform features
  • Integration opportunities
  • Advanced capabilities relevant to your setup
  • ROI improvement suggestions
  • Feature recommendations based on your current configuration

Next steps

Once you are comfortable with these templates, explore the more specialized prompt categories:

Use caseTemplates
Role-specific tasksRole-Based Templates
Advanced investigationAdvanced Investigation

See more


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