diff --git a/astrbot/core/agent/runners/tool_loop_agent_runner.py b/astrbot/core/agent/runners/tool_loop_agent_runner.py
index f8418fe4205..5867d7e59cb 100644
--- a/astrbot/core/agent/runners/tool_loop_agent_runner.py
+++ b/astrbot/core/agent/runners/tool_loop_agent_runner.py
@@ -301,10 +301,8 @@ async def reset(
         self.tool_schema_mode = tool_schema_mode
         self._tool_schema_param_set = None
         self._skill_like_raw_tool_set = None
-        if tool_schema_mode == "skills_like":
-            tool_set = self.req.func_tool
-            if not tool_set:
-                return
+        tool_set = self.req.func_tool
+        if tool_schema_mode == "skills_like" and tool_set:
             self._skill_like_raw_tool_set = tool_set
             light_set = tool_set.get_light_tool_set()
             self._tool_schema_param_set = tool_set.get_param_only_tool_set()
diff --git a/tests/test_tool_loop_agent_runner.py b/tests/test_tool_loop_agent_runner.py
index ef8e818bb5c..c90c55897fd 100644
--- a/tests/test_tool_loop_agent_runner.py
+++ b/tests/test_tool_loop_agent_runner.py
@@ -667,6 +667,42 @@ async def test_normal_completion_without_max_step(
     assert runner.req.func_tool is not None, "正常完成时工具不应该被禁用"
 
 
+@pytest.mark.asyncio
+async def test_skills_like_mode_without_tools_still_initializes_run(
+    runner, mock_provider, mock_tool_executor, mock_hooks, monkeypatch
+):
+    """skills_like mode with no tools must still build messages and stats."""
+    clock = {"now": 1000.0}
+    monkeypatch.setattr(
+        "astrbot.core.agent.runners.tool_loop_agent_runner.time",
+        SimpleNamespace(time=lambda: clock["now"]),
+    )
+    request = ProviderRequest(
+        prompt="hello", system_prompt="sys", func_tool=None, contexts=[]
+    )
+
+    await runner.reset(
+        provider=mock_provider,
+        request=request,
+        run_context=ContextWrapper(context=None),
+        tool_executor=mock_tool_executor,
+        agent_hooks=mock_hooks,
+        streaming=False,
+        tool_schema_mode="skills_like",
+    )
+
+    assert [m.role for m in runner.run_context.messages] == ["system", "user"]
+    assert [m.content for m in runner.run_context.messages] == ["sys", "hello"]
+    assert runner.stats.start_time == 1000.0
+
+    clock["now"] = 1005.0
+    async for _ in runner.step_until_done(3):
+        pass
+
+    assert runner.done()
+    assert runner.stats.end_time == 1005.0
+
+
 @pytest.mark.asyncio
 @pytest.mark.parametrize("streaming", [False, True])
 async def test_stats_separate_latest_context_from_cumulative_usage(