CrewAI

Prefer zero setup? Use plog run or import provenlog.auto instead. See Auto-Instrumentation.

Setup

from provenlog.integrations.crewai import Trail

trail = Trail(agent_id="my-crew")
# Run your crew as normal — events are captured automatically
crew.kickoff()

What gets captured

Event	Action Type	Details
Tool usage	`TOOL_CALL` / `TOOL_RESULT`	Tool name, inputs, outputs
LLM calls	`LLM_CALL` / `LLM_RESPONSE`	Model, prompt, token counts
Task lifecycle	`CUSTOM`	Task start, completion, delegation
Crew execution	`CUSTOM`	Crew start, finish, agent roles
Cache hits	`CUSTOM`	Cached tool results

How it works

The CrewAI Trail auto-registers on CrewAI’s global event bus. Once instantiated, it passively observes all crew activity without any additional wiring.

Configuration

# Simple — uses default embedded mode
trail = Trail(agent_id="my-crew")

# With explicit client for custom configuration
from provenlog import ProvenLogClient

client = ProvenLogClient("http://localhost:7600", agent_id="my-agent")
trail = Trail(client=client, agent_id="my-crew")

LangGraph OpenAI Agents SDK

Getting Started

Core Concepts

SDKs

Integrations

Zero-Code Adapters

Features

Setup

What gets captured

How it works

Configuration

​Setup

​What gets captured

​How it works

​Configuration

Setup

What gets captured

How it works

Configuration