88
/ 100
CrewAI offers solid agent discovery, but lacks a standard MCP server manifest endpoint.
Discovery
17/20
Access
25/30
Usability
25/40
Payments
N/A
Agent Journey
ran Sep 1, 2026Competitive Analytics
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