diff --git a/python/packages/ag-ui/agent_framework_ag_ui/_run_common.py b/python/packages/ag-ui/agent_framework_ag_ui/_run_common.py
index cec86bdcf3..997c375ed1 100644
--- a/python/packages/ag-ui/agent_framework_ag_ui/_run_common.py
+++ b/python/packages/ag-ui/agent_framework_ag_ui/_run_common.py
@@ -195,6 +195,23 @@ def _emit_tool_call(
         delta = (
             content.arguments if isinstance(content.arguments, str) else json.dumps(make_json_safe(content.arguments))
         )
+
+        if tool_call_id in flow.tool_calls_by_id:
+            accumulated = flow.tool_calls_by_id[tool_call_id]["function"]["arguments"]
+            # Guard against full-argument replay: if the accumulated arguments
+            # already equal the incoming delta, this is a non-delta replay of
+            # the complete arguments string (some providers send the full
+            # arguments again after streaming deltas). Skip the event emission
+            # and accumulation to prevent doubling in MESSAGES_SNAPSHOT.
+            # This mirrors the early-return behaviour of _emit_text().
+            # (Fixes #4194)
+            if accumulated and delta == accumulated:
+                logger.debug(
+                    "Skipping duplicate full-arguments replay for tool_call_id=%s",
+                    tool_call_id,
+                )
+                return events
+
         events.append(ToolCallArgsEvent(tool_call_id=tool_call_id, delta=delta))
 
         if tool_call_id in flow.tool_calls_by_id:
diff --git a/python/packages/ag-ui/tests/ag_ui/test_run.py b/python/packages/ag-ui/tests/ag_ui/test_run.py
index 4abd63c799..73c9648c02 100644
--- a/python/packages/ag-ui/tests/ag_ui/test_run.py
+++ b/python/packages/ag-ui/tests/ag_ui/test_run.py
@@ -6,6 +6,7 @@
 from ag_ui.core import (
     TextMessageEndEvent,
     TextMessageStartEvent,
+    ToolCallArgsEvent,
 )
 from agent_framework import AgentResponseUpdate, Content, Message, ResponseStream
 from agent_framework.exceptions import AgentInvalidResponseException
@@ -416,6 +417,42 @@ def test_emit_tool_call_generates_id():
     assert flow.tool_call_id is not None  # ID should be generated
 
 
+def test_emit_tool_call_skips_duplicate_full_arguments_replay():
+    """Test _emit_tool_call skips replayed full-arguments on an existing tool call.
+
+    This is a regression test for issue #4194 where some streaming providers
+    send the full arguments string again after streaming deltas, causing the
+    arguments to be doubled in MESSAGES_SNAPSHOT events.
+
+    Mirrors test_emit_text_skips_duplicate_full_message_delta for consistency.
+    """
+    flow = FlowState()
+    full_args = '{"city": "Seattle"}'
+
+    # Step 1: Initial tool call with name + arguments (normal start)
+    content_start = Content.from_function_call(
+        call_id="call_dup",
+        name="get_weather",
+        arguments=full_args,
+    )
+    events_start = _emit_tool_call(content_start, flow)
+
+    # Should emit ToolCallStartEvent + ToolCallArgsEvent
+    assert any(isinstance(e, ToolCallArgsEvent) for e in events_start)
+    assert flow.tool_calls_by_id["call_dup"]["function"]["arguments"] == full_args
+
+    # Step 2: Provider replays the full arguments (duplicate)
+    content_replay = Content(type="function_call", call_id="call_dup", arguments=full_args)
+    events_replay = _emit_tool_call(content_replay, flow)
+
+    # Should NOT emit any ToolCallArgsEvent (early return on replay)
+    args_events = [e for e in events_replay if isinstance(e, ToolCallArgsEvent)]
+    assert args_events == [], "Duplicate full-arguments replay should not emit ToolCallArgsEvent"
+
+    # Accumulated arguments should remain unchanged
+    assert flow.tool_calls_by_id["call_dup"]["function"]["arguments"] == full_args
+
+
 def test_emit_tool_result_closes_open_message():
     """Test _emit_tool_result emits TextMessageEndEvent for open text message.