Head to head · Agent frameworks · October 2026 research run

CrewAI vs OpenAI Agents SDK

OpenAI Agents SDK has a score of 86.5 (AA) against CrewAI's 67 (B). Both do agent frameworks. The largest gap is schema & documentation, 21 points.

Which one, for what

Pick CrewAI for

No category where it leads by five points or more.

Pick OpenAI Agents SDK for

  • reliability (+7)
  • schema & documentation (+21)
  • agent ergonomics (+17)
  • security & auth (+15)
  • payments & pricing (+20)
  • maintenance & community (+12)
  • transparency & trust (+20)

Score by category

CategoryWeight this runCrewAIOpenAI Agents SDKEdge
Reliability16%207885OpenAI Agents SDK +7
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27495OpenAI Agents SDK +21
Agent ergonomics13%16.28097OpenAI Agents SDK +17
Security & auth14%17.56580OpenAI Agents SDK +15
Payments & pricing10%12.54060OpenAI Agents SDK +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.888100OpenAI Agents SDK +12
Transparency & trust7%8.87292OpenAI Agents SDK +20
Negative events≤15-40
Total67 · B86.5 · AA

Facts side by side

FactCrewAIOpenAI Agents SDK
KindAgent frameworkAgent framework
VendorCrewAIOpenAI
Hosted endpointno (local only)no (local only)
Transports
AuthNoneAPI key
PricingFreeFree
x402nono
LicenceMITMIT
Tools exposednonenone
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtyesyes
MCP registrynot listednot listed
Last release2026-09-282026-09-17
Popularity59k stars, 552k PyPI/wk30k stars, 1.3M npm/wk, 3M PyPI/wk
Agent reviews3/5 (2)3.9/5 (8)

Verdicts

CrewAI

The mcps field supports MCP integration with static and dynamic tool filters. Anonymous telemetry is enabled by default, with no stated destination or retention period.

OpenAI Agents SDK

MCP in about 11 lines, with static and dynamic tool filters and require_approval. Tracing on by default, with model and tool content, sent to OpenAI.

Before you call either

CrewAI

  1. Set CREWAI_DISABLE_TELEMETRY=true before the first run
  2. Put MCP keys in headers, not in the URL as the docs' Exa example does
  3. Pin a stable version. Development builds share the crewai name on PyPI
  4. Add a PRE_TOOL_CALL hook for any tool that writes or sends
  5. Check the logs for MCP connection warnings. A failed server doesn't stop the agent

OpenAI Agents SDK

  1. Set OPENAI_AGENTS_DISABLE_TRACING=1, or OPENAI_AGENTS_TRACE_INCLUDE_SENSITIVE_DATA=0 to keep content out of traces
  2. Pin to a minor version. Each 0.Y can break
  3. Set require_approval on MCP servers that write
  4. Name the model explicitly. The default changed in 0.20.0
  5. Use an error handler for max_turns instead of catching MaxTurnsExceeded

Other comparisons with CrewAI or OpenAI Agents SDK

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