CrewAI Adapter

Source references:

• https://github.com/crewAIInc/crewAI
• https://github.com/crewAIInc/crewAI-examples

Agent contract mapping

• CrewAI Agent definition -> AEEF AgentContract
• Agent tools must be constrained to contract allowed_tools
• Forbidden actions must be validated via pre-task hooks

Hook mapping

• Task pre-validation -> phase=pre
• Task completion and evidence logging -> phase=post
• Escalation callback -> phase=stop

Gate enforcement points

• Task validators enforce gate criteria before downstream tasks
• Conditional outcomes block promotion when evidence incomplete
• Human-required gates create manual approval tasks

Handoff mapping

• Task output payload is converted into HandoffArtifact
• Skill usage and residual risks are mandatory handoff fields

Run-ledger mapping

• Each task writes a RunLedgerEntry
• skill_ids and gate_decisions are mandatory metadata

Real example flow

See E2E Feature Flow (CrewAI).