Reliable developer workflow
★ 5Tracing plus handoffs made multi-tool orchestration much easier to debug.
OPOpenAI Agents SDK
Framework for building tool-using, guardrailed agents with tracing and handoff patterns.
OpenAIverifiedagent-frameworksRecently verified
Best for
- • Developer teams building reliable tool-using agents.
Limitations
- • Production governance still requires external policy and approval layers.
- • Agent complexity can grow quickly without strict scope controls.
Use carefully when
- • No-code teams without engineering support.
Quickstart
- Start with single-agent tool orchestration before adding multi-agent handoffs.
- Instrument traces from day one for debugging and quality checks.
Setup checklist
- • API key required: Yes
- • SDK quality: high
- • Self-host difficulty: medium
Pricing (USD)
- • Input / 1M: -
- • Output / 1M: -
- • Monthly: $0
Usage notes
- • Validate on your own benchmark slices before rollout.
- • Pin version/provider routes for reproducible outputs.
- • Add logging + fallback routes for high-volume workloads.
Capabilities
- toolCallingtrue
- handoffstrue
- tracingtrue
- guardrailstrue
- memoryPatternstrue
Benchmarks
githubStars
19114
githubForks
3174
activeMaintainerSignal
92
Community reviews
1 reviews • avg 5
Samples
Agent handoff flow
router agent -> research agent -> coding agent with policy checks