crewAI/docs/edge/en/enterprise/features/webhook-streaming.mdx

---
title: Webhook Streaming
description: "Using Webhook Streaming to stream events to your webhook"
icon: "webhook"
mode: "wide"
---

## Overview

Enterprise Event Streaming lets you receive real-time webhook updates about your crews and flows deployed to
CrewAI AMP, such as model calls, tool usage, and flow steps.

## Usage

When using the Kickoff API, include a `webhooks` object to your request, for example:

```json
{
  "inputs": { "foo": "bar" },
  "webhooks": {
    "events": ["crew_kickoff_started", "llm_call_started"],
    "url": "https://your.endpoint/webhook",
    "realtime": false,
    "authentication": {
      "strategy": "bearer",
      "token": "my-secret-token"
    }
  }
}
```

If `realtime` is set to `true`, each event is delivered individually and immediately, at the cost of crew/flow performance.

## Webhook Format

Each webhook sends a list of events:

```json
{
  "events": [
    {
      "id": "event-id",
      "execution_id": "crew-run-id",
      "timestamp": "2025-02-16T10:58:44.965Z",
      "type": "llm_call_started",
      "data": {
        "model": "gpt-4",
        "messages": [
          { "role": "system", "content": "You are an assistant." },
          { "role": "user", "content": "Summarize this article." }
        ]
      }
    }
  ]
}
```

The `data` object structure varies by event type. Refer to the [event list](https://github.com/crewAIInc/crewAI/tree/main/lib/crewai/src/crewai/events/types) on GitHub.

As requests are sent over HTTP, the order of events can't be guaranteed. If you need ordering, use the `timestamp` field.

## Supported Events

CrewAI supports both system events and custom events in Enterprise Event Streaming. These events are sent to your configured webhook endpoint during crew and flow execution.

### Flow Events:

- `flow_created`
- `flow_started`
- `flow_finished`
- `flow_plot`
- `method_execution_started`
- `method_execution_finished`
- `method_execution_failed`

### Agent Events:

- `agent_execution_started`
- `agent_execution_completed`
- `agent_execution_error`
- `lite_agent_execution_started`
- `lite_agent_execution_completed`
- `lite_agent_execution_error`
- `agent_logs_started`
- `agent_logs_execution`
- `agent_evaluation_started`
- `agent_evaluation_completed`
- `agent_evaluation_failed`

### Crew Events:

- `crew_kickoff_started`
- `crew_kickoff_completed`
- `crew_kickoff_failed`
- `crew_train_started`
- `crew_train_completed`
- `crew_train_failed`
- `crew_test_started`
- `crew_test_completed`
- `crew_test_failed`
- `crew_test_result`

### Task Events:

- `task_started`
- `task_completed`
- `task_failed`
- `task_evaluation`

### Tool Usage Events:

- `tool_usage_started`
- `tool_usage_finished`
- `tool_usage_error`
- `tool_validate_input_error`
- `tool_selection_error`
- `tool_execution_error`

### LLM Events:

- `llm_call_started`
- `llm_call_completed`
- `llm_call_failed`
- `llm_stream_chunk`

### LLM Guardrail Events:

- `llm_guardrail_started`
- `llm_guardrail_completed`

### Memory Events:

- `memory_query_started`
- `memory_query_completed`
- `memory_query_failed`
- `memory_save_started`
- `memory_save_completed`
- `memory_save_failed`
- `memory_retrieval_started`
- `memory_retrieval_completed`

### Knowledge Events:

- `knowledge_search_query_started`
- `knowledge_search_query_completed`
- `knowledge_search_query_failed`
- `knowledge_query_started`
- `knowledge_query_completed`
- `knowledge_query_failed`

### Reasoning Events:

- `agent_reasoning_started`
- `agent_reasoning_completed`
- `agent_reasoning_failed`

Event names match the internal event bus. See GitHub for the full list of events.

You can emit your own custom events, and they will be delivered through the webhook stream alongside system events.

<CardGroup>
  <Card
    title="GitHub"
    icon="github"
    href="https://github.com/crewAIInc/crewAI/tree/main/src/crewai/utilities/events"
  >
    Full list of events
  </Card>
  <Card title="Need Help?" icon="headset" href="mailto:support@crewai.com">
    Contact our support team for assistance with webhook integration or
    troubleshooting.
  </Card>
</CardGroup>