CrewAI

Agent framework · CrewAI · Last checked 2026-10-16

Supports pausing for human input on registered frontend tools. Sandboxing, secrets and egress are left to you.

Overall: C (1.67 avg over 3 verified criteria)

Lock this down first

Wrap any tool with side effects in a human-in-the-loop step before giving it to a crew.

Scorecard

Criterion	Rating	Notes
Permission granularity	Unverified	Not confirmed in the docs we checked.
Human approval gates	2/3
Sandboxing	Unverified	Not confirmed in the docs we checked.
Secrets handling	Unverified	Not confirmed in the docs we checked.
Audit logs	2/3	Crews support tracing and an output_log_file.
Kill switch / interrupt	1/3	max_iter and max_execution_time cap a run. No manual stop found.
Network egress control	Unverified	Not confirmed in the docs we checked.

Unverified: Permission granularity, Sandboxing, Secrets handling, Network egress control. That means we could not confirm it in public docs, not that it is missing.

Sources

https://docs.crewai.com/edge/en/guides/frontend/human-in-the-loop
https://docs.crewai.com/edge/en/concepts/agents