CryoThrust commented on issue #10651:
URL: https://github.com/apache/seatunnel/issues/10651#issuecomment-5576619664

   The narrowly scoped CLI adapter is now implemented in PR #12101:  is opt-in, 
emits a versioned result on stdout, preserves the existing text output/exit 
behavior, and leaves MCP/REST and LLM integration out of scope. The 
implementation builds on the merged reusable result model from #12065 and 
includes focused serialization, sanitization, compatibility tests, and 
bilingual contract documentation. This keeps the AI-generation discussion's 
validation foundation transport-neutral while providing a concrete next adapter.


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