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Amplitude Automation Agent Skill

Automate Amplitude tasks via Rube MCP (Composio): events, user activity, cohorts, user identification. Always search tools first for current schemas.

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npx skills add https://github.com/davepoon/buildwithclaude --skill amplitude-automation

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15 sections, as written by the author

Amplitude Automation via Rube MCP

Automate Amplitude product analytics through Composio's Amplitude toolkit via Rube MCP.

Toolkit docs: composio.dev/toolkits/amplitude

Prerequisites

  • Rube MCP must be connected (RUBE_SEARCH_TOOLS available)
  • Active Amplitude connection via RUBE_MANAGE_CONNECTIONS with toolkit amplitude
  • Always call RUBE_SEARCH_TOOLS first to get current tool schemas

Setup

Get Rube MCP: Add https://rube.app/mcp as an MCP server in your client configuration. No API keys needed — just add the endpoint and it works.

  • Verify Rube MCP is available by confirming RUBE_SEARCH_TOOLS responds
  • Call RUBE_MANAGE_CONNECTIONS with toolkit amplitude
  • If connection is not ACTIVE, follow the returned auth link to complete Amplitude authentication
  • Confirm connection status shows ACTIVE before running any workflows

Core Workflows

1. Send Events

When to use: User wants to track events or send event data to Amplitude

Tool sequence:

  • AMPLITUDE_SEND_EVENTS - Send one or more events to Amplitude [Required]

Key parameters:

  • events: Array of event objects, each containing:
  • event_type: Name of the event (e.g., 'page_view', 'purchase')
  • user_id: Unique user identifier (required if no device_id)
  • device_id: Device identifier (required if no user_id)
  • event_properties: Object with custom event properties
  • user_properties: Object with user properties to set
  • time: Event timestamp in milliseconds since epoch

Pitfalls:

  • At least one of user_id or device_id is required per event
  • event_type is required for every event; cannot be empty
  • time must be in milliseconds (13-digit epoch), not seconds
  • Batch limit applies; check schema for maximum events per request
  • Events are processed asynchronously; successful API response does not mean data is immediately queryable

2. Get User Activity

When to use: User wants to view event history for a specific user

Tool sequence:

  • AMPLITUDE_FIND_USER - Find user by ID or property [Prerequisite]
  • AMPLITUDE_GET_USER_ACTIVITY - Retrieve user's event stream [Required]

Key parameters:

  • user: Amplitude internal user ID (from FIND_USER)
  • offset: Pagination offset for event list
  • limit: Maximum number of events to return

Pitfalls:

  • user parameter requires Amplitude's internal user ID, NOT your application's user_id
  • Must call FIND_USER first to resolve your user_id to Amplitude's internal ID
  • Activity is returned in reverse chronological order by default
  • Large activity histories require pagination via offset

3. Find and Identify Users

When to use: User wants to look up users or set user properties

Tool sequence:

  • AMPLITUDE_FIND_USER - Search for a user by various identifiers [Required]
  • AMPLITUDE_IDENTIFY - Set or update user properties [Optional]

Key parameters:

  • For FIND_USER:
  • user: Search term (user_id, email, or Amplitude ID)
  • For IDENTIFY:
  • user_id: Your application's user identifier
  • device_id: Device identifier (alternative to user_id)
  • user_properties: Object with $set, $unset, $add, $append operations

Pitfalls:

  • FIND_USER searches across user_id, device_id, and Amplitude ID
  • IDENTIFY uses special property operations ($set, $unset, $add, $append)
  • $set overwrites existing values; $setOnce only sets if not already set
  • At least one of user_id or device_id is required for IDENTIFY
  • User property changes are eventually consistent; not immediate

4. Manage Cohorts

When to use: User wants to list cohorts, view cohort details, or update cohort membership

Tool sequence:

  • AMPLITUDE_LIST_COHORTS - List all saved cohorts [Required]
  • AMPLITUDE_GET_COHORT - Get detailed cohort information [Optional]
  • AMPLITUDE_UPDATE_COHORT_MEMBERSHIP - Add/remove users from a cohort [Optional]
  • AMPLITUDE_CHECK_COHORT_STATUS - Check async cohort operation status [Optional]

Key parameters:

  • For LIST_COHORTS: No required parameters
  • For GET_COHORT: cohort_id (from list results)
  • For UPDATE_COHORT_MEMBERSHIP:
  • cohort_id: Target cohort ID
  • memberships: Object with add and/or remove arrays of user IDs
  • For CHECK_COHORT_STATUS: request_id from update response

Pitfalls:

  • Cohort IDs are required for all cohort-specific operations
  • UPDATE_COHORT_MEMBERSHIP is asynchronous; use CHECK_COHORT_STATUS to verify
  • request_id from the update response is needed for status checking
  • Maximum membership changes per request may be limited; chunk large updates
  • Only behavioral cohorts support API membership updates

5. Browse Event Categories

When to use: User wants to discover available event types and categories in Amplitude

Tool sequence:

  • AMPLITUDE_GET_EVENT_CATEGORIES - List all event categories [Required]

Key parameters:

  • No required parameters; returns all configured event categories

Pitfalls:

  • Categories are configured in Amplitude UI; API provides read access
  • Event names within categories are case-sensitive
  • Use these categories to validate event_type values before sending events

Common Patterns

ID Resolution

Application user_id -> Amplitude internal ID:

1. Call AMPLITUDE_FIND_USER with user=your_user_id
2. Extract Amplitude's internal user ID from response
3. Use internal ID for GET_USER_ACTIVITY

Cohort name -> Cohort ID:

1. Call AMPLITUDE_LIST_COHORTS
2. Find cohort by name in results
3. Extract id for cohort operations

User Property Operations

Amplitude IDENTIFY supports these property operations:

  • $set: Set property value (overwrites existing)
  • $setOnce: Set only if property not already set
  • $add: Increment numeric property
  • $append: Append to list property
  • $unset: Remove property entirely

Example structure:

{
  "user_properties": {
    "$set": {"plan": "premium", "company": "Acme"},
    "$add": {"login_count": 1}
  }
}

Async Operation Pattern

For cohort membership updates:

1. Call AMPLITUDE_UPDATE_COHORT_MEMBERSHIP -> get request_id
2. Call AMPLITUDE_CHECK_COHORT_STATUS with request_id
3. Repeat step 2 until status is 'complete' or 'error'

Known Pitfalls

User IDs:

  • Amplitude has its own internal user IDs separate from your application's
  • FIND_USER resolves your IDs to Amplitude's internal IDs
  • GET_USER_ACTIVITY requires Amplitude's internal ID, not your user_id

Event Timestamps:

  • Must be in milliseconds since epoch (13 digits)
  • Seconds (10 digits) will be interpreted as very old dates
  • Omitting timestamp uses server receive time

Rate Limits:

  • Event ingestion has throughput limits per project
  • Batch events where possible to reduce API calls
  • Cohort membership updates have async processing limits

Response Parsing:

  • Response data may be nested under data key
  • User activity returns events in reverse chronological order
  • Cohort lists may include archived cohorts; check status field
  • Parse defensively with fallbacks for optional fields

Quick Reference

| Task | Tool Slug | Key Params |

|------|-----------|------------|

| Send events | AMPLITUDE_SEND_EVENTS | events (array) |

| Find user | AMPLITUDE_FIND_USER | user |

| Get user activity | AMPLITUDE_GET_USER_ACTIVITY | user, offset, limit |

| Identify user | AMPLITUDE_IDENTIFY | user_id, user_properties |

| List cohorts | AMPLITUDE_LIST_COHORTS | (none) |

| Get cohort | AMPLITUDE_GET_COHORT | cohort_id |

| Update cohort members | AMPLITUDE_UPDATE_COHORT_MEMBERSHIP | cohort_id, memberships |

| Check cohort status | AMPLITUDE_CHECK_COHORT_STATUS | request_id |

| List event categories | AMPLITUDE_GET_EVENT_CATEGORIES | (none) |


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