Envelope response
A consistent structured reply shape from every tool call — success flag, data, a one-line summary, notable signals, and durable learnings — so an agent always knows what happened and what deserves attention.
Envelopes are how agent-native infrastructure keeps a model honest. A raw API returns whatever it returns; an envelope tells the agent explicitly: here's the result, here's the anomaly worth flagging to the human, here's what to remember. It's the machine equivalent of a good analyst's status update — and it's why failures surface as flagged signals instead of being quietly reinterpreted as 'zero results'.
LinkedBoost is the LinkedIn MCP for Claude — agent-run outreach with enforced limits and a human trigger on every send. See how it works →