ColtenOuO opened a new pull request, #73381:
URL: https://github.com/apache/airflow/pull/73381

   ### Summary
   
   `SQLToolset(allowed_tables=[])` silently exposed every table in the schema 
to the agent. The constructor used `frozenset(allowed_tables) if allowed_tables 
else None`, so an empty list collapsed to `None`, which means "no restriction". 
An allow-list that resolves to nothing, for example from a template or 
configuration, therefore disabled the guardrail entirely: `list_tables` 
returned every table, `get_schema` accepted any table, and `query` / 
`check_query` skipped `allowed_tables` enforcement. The toolset now fails fast 
with a clear `ValueError` instead. `None` keeps its documented meaning of 
"allow every table".
   
   ### Changes
   
   - `SQLToolset.__init__` raises `ValueError` when `allowed_tables` is an 
empty list.
   - Document the empty-list behaviour in the `allowed_tables` docstring.
   - Add a unit test covering the new `ValueError`.


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