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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.

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Usage

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

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Webhook Format

Each webhook sends a list of events: 
{
  "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 on GitHub. As requests are sent over HTTP, the order of events can’t be guaranteed. If you need ordering, use the timestamp field.

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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.

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Flow Events:

  • flow_created
  • flow_started
  • flow_finished
  • flow_plot
  • method_execution_started
  • method_execution_finished
  • method_execution_failed

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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

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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

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Task Events:

  • task_started
  • task_completed
  • task_failed
  • task_evaluation

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Tool Usage Events:

  • tool_usage_started
  • tool_usage_finished
  • tool_usage_error
  • tool_validate_input_error
  • tool_selection_error
  • tool_execution_error

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LLM Events:

  • llm_call_started
  • llm_call_completed
  • llm_call_failed
  • llm_stream_chunk

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LLM Guardrail Events:

  • llm_guardrail_started
  • llm_guardrail_completed

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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

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Knowledge Events:

  • knowledge_search_query_started
  • knowledge_search_query_completed
  • knowledge_search_query_failed
  • knowledge_query_started
  • knowledge_query_completed
  • knowledge_query_failed

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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.

GitHub

Full list of events

Need Help?

Contact our support team for assistance with webhook integration or troubleshooting.
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