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amplitude-automation

Amplitude Automation via Rube MCP automates Amplitude product analytics tasks including event tracking, user activity retrieval, cohort management, and user identification through Composio's Amplitude toolkit. Use this skill when you need to send events to Amplitude, query user activity histories, manage user cohorts, or identify and update user properties without manually accessing the Amplitude dashboard.

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SKILL.md

# Amplitude Automation via Rube MCP

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

**Toolkit docs**: [composio.dev/toolkits/amplitude](https://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.


1. Verify Rube MCP is available by confirming `RUBE_SEARCH_TOOLS` responds
2. Call `RUBE_MANAGE_CONNECTIONS` with toolkit `amplitude`
3. If connection is not ACTIVE, follow the returned auth link to complete Amplitude authentication
4. 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**:
1. `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**:
1. `AMPLITUDE_FIND_USER` - Find user by ID or property [Prerequisite]
2. `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**:
1. `AMPLITUDE_FIND_USER` - Search for a user by various identifiers [Required]
2. `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**:
1. `AMPLITUDE_LIST_COHORTS` - List all saved cohorts [Required]
2. `AMPLITUDE_GET_COHORT` - Get detailed cohort information [Optional]
3. `AMPLITUDE_UPDATE_COHORT_MEMBERSHIP` - Add/remove users from a cohort [Optional]
4. `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**:
1. `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:
```json
{
  "user_properties": {
    "$