CrewAI

Wire Iqrar into a CrewAI Crew with a single attach() call — step and task callbacks instrument every agent step, tool call, and task completion.

CrewAI is the most-used Python framework for orchestrating multi-agent teams. Iqrar attaches to a Crew via the step_callback and task_callback hooks plus a transparent wrap around kickoff().

Install

pip install "iqrar-agent[crewai]"

Wire it in

from crewai import Agent, Crew, Task
from iqrar import Iqrar
from iqrar.adapters.crewai import attach

iqrar = Iqrar(
    org="acme",
    jurisdiction="EU",
    endpoint="https://api.your-deploy.workers.dev",
    agent_id="crewai-support-prod",
    name="CrewAI · support · production",
    capabilities=["consumer_chatbot"],
)

researcher = Agent(role="Researcher", goal="...", backstory="...")
task = Task(description="...", expected_output="...", agent=researcher)
crew = Crew(agents=[researcher], tasks=[task])

attach(crew, iqrar)
result = crew.kickoff()

What you get

agent.invocation.start / .end for crew.kickoff() itself.
agent.step for every CrewAI step (tool calls, agent thoughts, observations).
agent.task for each completed task with description, agent role, and output preview.
The standard agent.classified event with your tier, reasons, and applicable obligations.

Decisions and human review

For Tier 3+ agents (e.g. credit_decision, healthcare_recommendation), record decisions explicitly so the full input/output payload is retained per the active ruleset's required_logs:

from iqrar.types import DecisionRecord, HumanReviewRecord

iqrar.decision(DecisionRecord(
    decision_id=f"loan-{application.id}",
    input=application.to_dict(),
    output=result,
    rationale="score above threshold; income verified",
    affects_consumer=True,
))

iqrar.record_human_review(HumanReviewRecord(
    decision_id=f"loan-{application.id}",
    reviewer="compliance@acme.com",
    outcome="upheld",
))

Idempotency

attach() chains existing callbacks rather than replacing them, so calling it twice is safe and adding it after another instrumentation library is also safe.

Install

Wire it in

What you get

Decisions and human review

Idempotency

See also