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A

OpenAI Agents SDK

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

needs_approval on tools pauses a run and returns interruptions you approve or reject. Input, output and tool guardrails run checks, and built-in tracing records tool calls and handoffs.

Overall: A (2.50 avg over 4 verified criteria)

Lock this down first

Mark every write tool needs_approval=True and keep sensitive-data tracing off in production.

Scorecard

CriterionRatingNotes
Permission granularity2/3
Human approval gates3/3
SandboxingUnverifiedNot confirmed in the docs we checked.
Secrets handlingUnverifiedNot confirmed in the docs we checked.
Audit logs3/3Tracing covers model calls, tool calls, handoffs and guardrails.
Kill switch / interrupt2/3Guardrail tripwires halt a run.
Network egress controlUnverifiedNot confirmed in the docs we checked.

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

Sources