Add automation status surface

tests/test_llm_client.py

@@ -13,7 +13,12 @@ def test_llm_connect_client_forwards_run_config(monkeypatch) -> None:
             pass
 
         def json(self) -> dict:
-            return {"content": '{"summary":"ok","recommendations":[]}'}
+            return {
+                "content": '{"summary":"ok","recommendations":[]}',
+                "finish_reason": "stop",
+                "usage": {"input_tokens": 10, "output_tokens": 20},
+                "raw_response": {"provider_blob": "not persisted"},
+            }
 
     def fake_post(url: str, json: dict, timeout: float) -> Response:
         captured["url"] = url
@@ -50,3 +55,7 @@ def test_llm_connect_client_forwards_run_config(monkeypatch) -> None:
             "timeout_seconds": 42,
         },
     }
+    assert client.last_response_metadata == {
+        "finish_reason": "stop",
+        "usage": {"input_tokens": 10, "output_tokens": 20},
+    }