Governed MCP runtime for the Apple ecosystem and the connector layer between AI clients and Apple apps. The macOS runtime is available today and the iOS runtime is in preview, with visionOS and watchOS as roadmap targets. Profiles and progressive discovery keep the client surface focused; HMAC-chained audit logs…
Governed MCP runtime for the Apple ecosystem, available on macOS for Notes, Mail, Calendar, Reminders, Shortcuts, and more. Runs locally from the airmcp npm package.
Evaluate an architecture proposal — deep-context take (full system) vs first-principles (proposal only) — to catch sunk-cost rationalisation before the change lands.
Pressure-test a deprecation decision — builder's view (knows why it exists, who depends on it) vs cold reader (just sees the thing and the question "should this go?") — to catch attachment-driven maintenance.
Run a Ploidy debate on a post-mortem — context-rich account (knows history, people, prior judgements) vs timeline-only reader — to surface blame anchoring and unexplored root causes.
Evaluate a product decision — maker's view (knows users, history, constraints) vs first-time-reader view (spec only) — to catch sunk-cost feature bias and "because we always do it this way" product choices.
Run a Ploidy debate on a pull request — deep-context reviewer vs zero-context reviewer that sees only the diff + description — to catch over-engineering, scope creep, and rationalised author bias before merge.
Sanity-check a design idea BEFORE implementation — runs a Ploidy debate between the full-context view and a zero-context fresh sub-agent to surface rationalisation before code gets written.