Agno vs SurveyJS

Agno released v2.7.0 as a production-hardening pass on AgentOS. A new agno.eval layer supplies a suite runner, an argparse CLI with team subjects and numeric judge scoring, and a stable SuiteResult.to_dict() contract for gating CI. MCP Interface v2 exposes an eight-tool operator surface at /mcp with trimmed run results and progress reporting, while MCP components now deep-copy through resolve_* helpers so concurrent requests cannot inherit each other's state. Auth consolidated into a single middleware covering REST, /mcp, and WebSocket, A2A and AGUI routes now enforce scope-based authorization, and a GET /info endpoint reports version, MCP status, and auth mode for tooling to read before connecting.

This is the release where an agent framework grows the properties of ordinary server software: one auth layer across every transport, authorization rather than bare authentication, request isolation under concurrency, capability discovery for external tooling, and a test harness that fails a build. Agno is arguing that AgentOS is something you deploy and operate, not a library you prototype with, and every item in v2.7.0 supports that claim.

Expect the eval layer to grow regression tracking across runs, since a CI gate is only useful with a baseline to compare against. The GET /info endpoint and agnoctl suggest more external operator tooling built on the discovery contract.