AppleAnalysisAI AgentsAugust 28, 2026

Apple's Agent Seer synthesizes test scenarios from MCP specs

Agent Seer generates realistic multi-turn tool-use evaluation scenarios from a single MCP specification, with no examples or live tool access. It achieves complete tool coverage on small and medium specs; parameter schema complexity is the strongest quality correlate, and argument value accuracy is the dominant failure mode.

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Apple's Agent Seer synthesizes test scenarios from MCP specs