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How to evaluate an AI agent marketplace.

Teams often compare only catalog size. Better decisions come from scoring reliability, governance, and integration quality together.

Catalog quality

Assess curation standards, update cadence, and trust signals for listed agents.

Runtime reliability

Validate retry behavior, observability, and incident triage capabilities.

Governance coverage

Check policy enforcement, approvals, and audit trails for critical workflows.

Integration depth

Confirm fit with your source systems, event pipelines, and existing identity model.

Decision tip

Pilot with a single workflow that has clear success metrics. Choose the platform that can scale controls as usage grows, not only the one with the fastest day-one demo.