diff --git a/src/google/adk/flows/llm_flows/base_llm_flow.py b/src/google/adk/flows/llm_flows/base_llm_flow.py
index 31f998a588..a21eba2ae2 100644
--- a/src/google/adk/flows/llm_flows/base_llm_flow.py
+++ b/src/google/adk/flows/llm_flows/base_llm_flow.py
@@ -960,8 +960,14 @@ async def _postprocess_async(
 
     # Skip the model response event if there is no content and no error code.
     # This is needed for the code executor to trigger another loop.
+    # Treat a Content object with empty/missing parts as "no content" so it
+    # cannot pass through as a final response with empty text. Empty content
+    # carrying an error_code is still yielded so the caller sees the error.
+    content_is_empty = (
+        not llm_response.content or not llm_response.content.parts
+    )
     if (
-        not llm_response.content
+        content_is_empty
         and not llm_response.error_code
         and not llm_response.interrupted
     ):
diff --git a/src/google/adk/models/llm_response.py b/src/google/adk/models/llm_response.py
index 10ab946455..38d1a72382 100644
--- a/src/google/adk/models/llm_response.py
+++ b/src/google/adk/models/llm_response.py
@@ -182,9 +182,7 @@ def create(
     usage_metadata = generate_content_response.usage_metadata
     if generate_content_response.candidates:
       candidate = generate_content_response.candidates[0]
-      if (
-          candidate.content and candidate.content.parts
-      ) or candidate.finish_reason == types.FinishReason.STOP:
+      if candidate.content and candidate.content.parts:
         return LlmResponse(
             content=candidate.content,
             grounding_metadata=candidate.grounding_metadata,
@@ -195,17 +193,29 @@ def create(
             logprobs_result=candidate.logprobs_result,
             model_version=generate_content_response.model_version,
         )
-      else:
-        return LlmResponse(
-            error_code=candidate.finish_reason,
-            error_message=candidate.finish_message,
-            citation_metadata=candidate.citation_metadata,
-            usage_metadata=usage_metadata,
-            finish_reason=candidate.finish_reason,
-            avg_logprobs=candidate.avg_logprobs,
-            logprobs_result=candidate.logprobs_result,
-            model_version=generate_content_response.model_version,
+      # Empty/missing parts. Distinguish empty-with-STOP (e.g. some
+      # gemini-2.5-flash-lite turns after a tool call return zero output
+      # tokens with finish_reason=STOP) from other finish reasons so callers
+      # see an actionable error instead of a silent empty final output.
+      if candidate.finish_reason == types.FinishReason.STOP:
+        error_code = 'MODEL_RETURNED_NO_CONTENT'
+        error_message = (
+            candidate.finish_message
+            or 'The model returned no content (finish_reason=STOP with empty parts).'
         )
+      else:
+        error_code = candidate.finish_reason
+        error_message = candidate.finish_message
+      return LlmResponse(
+          error_code=error_code,
+          error_message=error_message,
+          citation_metadata=candidate.citation_metadata,
+          usage_metadata=usage_metadata,
+          finish_reason=candidate.finish_reason,
+          avg_logprobs=candidate.avg_logprobs,
+          logprobs_result=candidate.logprobs_result,
+          model_version=generate_content_response.model_version,
+      )
     else:
       if generate_content_response.prompt_feedback:
         prompt_feedback = generate_content_response.prompt_feedback
diff --git a/tests/unittests/flows/llm_flows/test_base_llm_flow.py b/tests/unittests/flows/llm_flows/test_base_llm_flow.py
index 7e3d4d8339..ef97bb7a5c 100644
--- a/tests/unittests/flows/llm_flows/test_base_llm_flow.py
+++ b/tests/unittests/flows/llm_flows/test_base_llm_flow.py
@@ -981,3 +981,60 @@ async def mock_receive():
   assert events[0].author == 'user'
   assert events[1].author == 'test_agent'
   assert events[2].author == 'user'
+
+
+@pytest.mark.asyncio
+async def test_empty_stop_after_tool_call_surfaces_error_event():
+  """Regression test for empty Gemini turn after a successful tool call.
+
+  Repro from a user bug report against gemini-2.5-flash-lite:
+  turn 1 returns a function_call which executes successfully, then turn 2
+  returns Content(role='model', parts=[]) with finish_reason=STOP. The fix
+  in LlmResponse.create classifies that as MODEL_RETURNED_NO_CONTENT, and
+  the flow must surface it as an error-coded event instead of emitting an
+  empty final response.
+  """
+  function_call_part = types.Part.from_function_call(
+      name='increase_by_one', args={'x': 1}
+  )
+
+  turn_1 = LlmResponse(
+      content=types.Content(role='model', parts=[function_call_part]),
+      finish_reason=types.FinishReason.STOP,
+  )
+  # What LlmResponse.create now produces for an empty Gemini candidate:
+  turn_2 = LlmResponse(
+      error_code='MODEL_RETURNED_NO_CONTENT',
+      error_message=(
+          'The model returned no content (finish_reason=STOP with empty parts).'
+      ),
+      finish_reason=types.FinishReason.STOP,
+  )
+
+  function_called = 0
+
+  def increase_by_one(x: int) -> int:
+    nonlocal function_called
+    function_called += 1
+    return x + 1
+
+  mock_model = testing_utils.MockModel.create(responses=[turn_1, turn_2])
+  agent = Agent(name='root_agent', model=mock_model, tools=[increase_by_one])
+  runner = testing_utils.InMemoryRunner(agent)
+  events = runner.run('test')
+
+  assert function_called == 1, 'Tool should still execute on turn 1'
+
+  function_call_events = [e for e in events if e.get_function_calls()]
+  function_response_events = [e for e in events if e.get_function_responses()]
+  assert len(function_call_events) == 1
+  assert len(function_response_events) == 1
+
+  # The empty turn 2 must surface as an error event, not an empty final.
+  error_events = [e for e in events if e.error_code]
+  assert len(error_events) == 1
+  err = error_events[0]
+  assert err.error_code == 'MODEL_RETURNED_NO_CONTENT'
+  assert err.error_message
+  # And it must be the run's final event (no silent empty event after it).
+  assert events[-1] is err
diff --git a/tests/unittests/models/test_llm_response.py b/tests/unittests/models/test_llm_response.py
index e2cbe4c286..ad6f16fdbf 100644
--- a/tests/unittests/models/test_llm_response.py
+++ b/tests/unittests/models/test_llm_response.py
@@ -320,7 +320,12 @@ def test_llm_response_create_error_case_with_citation_metadata():
 
 
 def test_llm_response_create_empty_content_with_stop_reason():
-  """Test LlmResponse.create() with empty content and stop finish reason."""
+  """Empty content + STOP must surface an explicit MODEL_RETURNED_NO_CONTENT error.
+
+  Previously this returned a successful LlmResponse with empty content,
+  which let an empty model turn (e.g. gemini-2.5-flash-lite returning zero
+  output tokens after a tool call) silently become the final agent output.
+  """
   generate_content_response = types.GenerateContentResponse(
       candidates=[
           types.Candidate(
@@ -332,8 +337,9 @@ def test_llm_response_create_empty_content_with_stop_reason():
 
   response = LlmResponse.create(generate_content_response)
 
-  assert response.error_code is None
-  assert response.content is not None
+  assert response.error_code == 'MODEL_RETURNED_NO_CONTENT'
+  assert response.error_message
+  assert response.finish_reason == types.FinishReason.STOP
 
 
 def test_llm_response_create_includes_model_version():
@@ -397,3 +403,84 @@ def test_get_function_responses_empty_when_no_content():
 def test_get_function_responses_empty_when_no_parts():
   response = LlmResponse(content=types.Content(parts=None))
   assert response.get_function_responses() == []
+
+
+def test_llm_response_create_empty_parts_with_stop_surfaces_error():
+  """Empty parts + finish_reason=STOP must not pass through as success.
+
+  Reproduces the gemini-2.5-flash-lite case where the second turn after a
+  tool call returns Content(role='model', parts=[]) with STOP, which used
+  to silently become an empty final agent output.
+  """
+  generate_content_response = types.GenerateContentResponse(
+      candidates=[
+          types.Candidate(
+              content=types.Content(role='model', parts=[]),
+              finish_reason=types.FinishReason.STOP,
+          )
+      ]
+  )
+
+  response = LlmResponse.create(generate_content_response)
+
+  assert response.error_code == 'MODEL_RETURNED_NO_CONTENT'
+  assert response.error_message
+  assert response.finish_reason == types.FinishReason.STOP
+
+
+def test_llm_response_create_none_content_with_stop_surfaces_error():
+  """content=None + finish_reason=STOP also routes to the error branch."""
+  generate_content_response = types.GenerateContentResponse(
+      candidates=[
+          types.Candidate(
+              content=None,
+              finish_reason=types.FinishReason.STOP,
+          )
+      ]
+  )
+
+  response = LlmResponse.create(generate_content_response)
+
+  assert response.error_code == 'MODEL_RETURNED_NO_CONTENT'
+  assert response.error_message
+  assert response.finish_reason == types.FinishReason.STOP
+
+
+def test_llm_response_create_non_empty_parts_with_stop_is_success():
+  """Regression guard: real text + STOP must remain a successful response."""
+  generate_content_response = types.GenerateContentResponse(
+      candidates=[
+          types.Candidate(
+              content=types.Content(
+                  role='model', parts=[types.Part(text='ok')]
+              ),
+              finish_reason=types.FinishReason.STOP,
+          )
+      ]
+  )
+
+  response = LlmResponse.create(generate_content_response)
+
+  assert response.error_code is None
+  assert response.error_message is None
+  assert response.content.parts[0].text == 'ok'
+  assert response.finish_reason == types.FinishReason.STOP
+
+
+def test_llm_response_create_empty_parts_with_max_tokens_preserves_finish_reason():
+  """Regression guard: non-STOP empty responses still surface their finish_reason."""
+  generate_content_response = types.GenerateContentResponse(
+      candidates=[
+          types.Candidate(
+              content=types.Content(role='model', parts=[]),
+              finish_reason=types.FinishReason.MAX_TOKENS,
+              finish_message='token limit reached',
+          )
+      ]
+  )
+
+  response = LlmResponse.create(generate_content_response)
+
+  assert response.error_code == types.FinishReason.MAX_TOKENS
+  assert response.error_message == 'token limit reached'
+  assert response.finish_reason == types.FinishReason.MAX_TOKENS
diff --git a/tests/unittests/utils/test_streaming_utils.py b/tests/unittests/utils/test_streaming_utils.py
index 6b68789bf0..dd570eb56b 100644
--- a/tests/unittests/utils/test_streaming_utils.py
+++ b/tests/unittests/utils/test_streaming_utils.py
@@ -185,7 +185,13 @@ async def test_close_with_error(self):
 
   @pytest.mark.asyncio
   async def test_process_response_with_none_content(self):
-    """Test that StreamingResponseAggregator handles content=None."""
+    """Empty parts + STOP must surface a MODEL_RETURNED_NO_CONTENT error.
+
+    Previously the aggregator yielded a successful LlmResponse with empty
+    content here; that let an empty Gemini turn (e.g. gemini-2.5-flash-lite
+    returning zero output tokens after a tool call) silently become the
+    final agent output.
+    """
     aggregator = streaming_utils.StreamingResponseAggregator()
     response = types.GenerateContentResponse(
         candidates=[
@@ -199,7 +205,9 @@ async def test_process_response_with_none_content(self):
     async for r in aggregator.process_response(response):
       results.append(r)
     assert len(results) == 1
-    assert results[0].content is not None
+    assert results[0].error_code == "MODEL_RETURNED_NO_CONTENT"
+    assert results[0].error_message
+    assert results[0].finish_reason == types.FinishReason.STOP
 
     closed_response = aggregator.close()
     assert closed_response is None