CrewAI

npx skills add AgnostAI/skills --skill agnost-ai

Use the agnost-ai skill to add Agnost AI analytics to this CrewAI application.
Org ID: your-org-id
Instrument the real crew.kickoff() path and verify one fresh interaction.

pip install agnost

import agnost

agnost.init("your-org-id")
interaction = agnost.begin(user_id="u-42", agent_name="crewai-research", input=prompt)
try:
    result = crew.kickoff(inputs={"prompt": prompt})
    interaction.end(output=str(result))
except Exception as exc:
    interaction.end(output=str(exc), success=False)
    raise
finally:
    agnost.shutdown()

pip install crewai openlit

import os, openlit
from crewai import Agent, Crew, Task
from openinference.instrumentation import using_attributes

os.environ["OTEL_EXPORTER_OTLP_ENDPOINT"] = "https://otel.agnost.ai"
os.environ["OTEL_EXPORTER_OTLP_HEADERS"] = "X-Agnost-Org-ID=<your-org-id>"

openlit.init(application_name="my-crew", environment="production")

with using_attributes(session_id="sess-123", user_id="u-42"):
    Crew(agents=[...], tasks=[...]).kickoff()