Support for Model Context Protocol servers, enabling standardized tool and data source integrations.
Must explicitly support MCP protocol or demonstrate compatibility with MCP servers. Look for MCP-specific documentation or integrations.
MCP server integrations
MCP protocol support documentation
Standardized tool interfaces
Multi-agent Architecture
Systems that coordinate multiple specialized agents using graph-based workflows or decision trees.
Must support multiple agents working together with defined relationships and handoff logic. Look for visual workflow representations or agent collaboration features.
Agent workflow diagrams
Specialist agent routing
Multi-agent conversations
Task delegation systems
Multi-agent Coordination
Support for both delegating tasks to sub-agents while maintaining control, and fully handing off conversations to specialized agents.
Must demonstrate both patterns - delegation (supervisor remains involved) and handoff (full transfer of control). Should show clear examples of each.
Supervisor agents delegating to specialists
Seamless handoffs between support tiers
Escalation workflows with different control patterns
Talk to Agents via A2A, MCP, and Vercel AI SDK formats
Direct communication channels between agents without human intervention, enabling collaborative problem-solving.
Must show agents communicating directly with each other, sharing context, or collaborating on tasks. Should be more than just sequential workflows.
Agents sharing findings
Collaborative problem-solving
Peer-to-peer agent communication
Agent consensus mechanisms
Agent Credential and Permissions Management
Individual authentication and authorization systems for each agent, allowing different access levels and API keys.
Must allow different agents to have different credentials, API keys, or access permissions. Should support credential isolation and management.
Agent-specific API key management
Individual service account assignments
Per-agent permission systems
Agent traces in UI + OpenTelemetry
Detailed logging and tracing of agent actions with visual interfaces and industry-standard telemetry.
Must provide visual trace interfaces showing agent decision-making and support OpenTelemetry standards for observability.
Agent decision trees in UI
OpenTelemetry integration
Distributed tracing
Agent performance monitoring
Take actions on any MCP Server, App, or API
Support for Model Context Protocol servers, enabling standardized tool and data source integrations.
Evaluation Criteria
Must explicitly support MCP protocol or demonstrate compatibility with MCP servers. Look for MCP-specific documentation or integrations.
Examples
MCP server integrations
MCP protocol support documentation
Standardized tool interfaces
Multi-agent Architecture
Systems that coordinate multiple specialized agents using graph-based workflows or decision trees.
Evaluation Criteria
Must support multiple agents working together with defined relationships and handoff logic. Look for visual workflow representations or agent collaboration features.
Examples
Agent workflow diagrams
Specialist agent routing
Multi-agent conversations
Task delegation systems
Multi-agent Coordination
Support for both delegating tasks to sub-agents while maintaining control, and fully handing off conversations to specialized agents.
Evaluation Criteria
Must demonstrate both patterns - delegation (supervisor remains involved) and handoff (full transfer of control). Should show clear examples of each.
Examples
Supervisor agents delegating to specialists
Seamless handoffs between support tiers
Escalation workflows with different control patterns
Talk to Agents via A2A, MCP, and Vercel AI SDK formats
Direct communication channels between agents without human intervention, enabling collaborative problem-solving.
Evaluation Criteria
Must show agents communicating directly with each other, sharing context, or collaborating on tasks. Should be more than just sequential workflows.
Examples
Agents sharing findings
Collaborative problem-solving
Peer-to-peer agent communication
Agent consensus mechanisms
Agent Credential and Permissions Management
Individual authentication and authorization systems for each agent, allowing different access levels and API keys.
Evaluation Criteria
Must allow different agents to have different credentials, API keys, or access permissions. Should support credential isolation and management.
Examples
Agent-specific API key management
Individual service account assignments
Per-agent permission systems
Agent traces in UI + OpenTelemetry
Detailed logging and tracing of agent actions with visual interfaces and industry-standard telemetry.
Evaluation Criteria
Must provide visual trace interfaces showing agent decision-making and support OpenTelemetry standards for observability.